{"id":41846,"date":"2023-04-17T17:56:45","date_gmt":"2023-04-17T09:56:45","guid":{"rendered":"https:\/\/swarma.org\/?p=41846"},"modified":"2023-04-17T17:56:45","modified_gmt":"2023-04-17T09:56:45","slug":"%e5%a6%82%e4%bd%95%e5%8f%91%e7%8e%b0-aiscience-%e4%b8%ad%e7%9a%84%e4%b8%8b%e4%b8%80%e4%b8%aa-alphafold-%e5%92%8c-chatgpt%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=41846","title":{"rendered":"\u5982\u4f55\u53d1\u73b0 AI+Science \u4e2d\u7684\u4e0b\u4e00\u4e2a AlphaFold \u548c ChatGPT\uff1f"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);visibility: visible;margin-bottom: 0px;\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"outline: 0px;display: inline-block;width: 661px;vertical-align: top;background-color: rgb(246, 246, 246);visibility: 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none;line-height: 2em;visibility: visible;\"><strong style=\"text-indent: 0em;letter-spacing: 0.544px;font-size: 15px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 63);\">\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\uff0c\u8de8\u8d8a\u5e7f\u9614\u7684\u7a7a\u95f4\u548c\u65f6\u95f4\u5c3a\u5ea6\uff0cAI + Science \u5728\u53d1\u73b0\u57fa\u672c\u7c92\u5b50\u3001\u91cf\u5b50\u8ba1\u7b97\u3001\u86cb\u767d\u8d28\u6a21\u62df\u3001\u6750\u6599\u8bbe\u8ba1\u3001\u53ef\u63a7\u6838\u805a\u53d8\u3001\u6c14\u8c61\u9884\u6d4b\u3001\u78b3\u6355\u6349\u7b49\u653f\u7b56\u8bbe\u8ba1\u3001\u63a2\u7d22\u6d69\u701a\u5b87\u5b99\u7b49\u5404\u4e2a\u65b9\u9762\uff0c\u90fd\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002\u4e00\u65b9\u9762\uff0c\u5404\u4e2a\u79d1\u5b66\u9886\u57df\u4e2d\u7684\u91cd\u5927\u95ee\u9898\u4e3a AI 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href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\" AI + Science \u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">AI + Science \u8bfb\u4e66\u4f1a<\/a>\u7b2c\u4e00\u671f\uff0c\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u6cf0\u9716\u4ece AI for Science \u548c Science for AI \u4e24\u4e2a\u65b9\u5411\uff0c\u63a2\u8ba8\u4e3a\u4f55\u8981\u5c06 AI \u4e0e Science \u7ed3\u5408\uff0c\u4ee5\u53ca AI + Science 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rgb(246, 246, 246);visibility: visible;\"><span style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><span style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><span style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><span style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><span style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><span style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;letter-spacing: 0.544px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(0, 0, 0);text-align: start;visibility: visible;\">\u5173\u952e\u8bcd\uff1a<strong><span style=\"color: rgb(0, 0, 0);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(0, 0, 0);\">AI for Science\uff0cScience for AI\uff0c\u79d1\u5b66\u4eff\u771f\uff0c\u79d1\u5b66\u8bbe\u8ba1\uff0c\u79d1\u5b66\u53d1\u73b0<\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;visibility: visible;\">\n<section style=\"outline: 0px;width: 661px;visibility: visible;\">\n<section style=\"outline: 0px;clear: both;line-height: 0;visibility: visible;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;visibility: visible;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align: top;visibility: visible;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;visibility: visible;\"><img class=\"rich_pages wxw-img\" data-fileid=\"100098753\" data-ratio=\"0.07314814814814814\"  data-type=\"png\" data-w=\"1080\" style=\"outline: 0px;box-sizing: border-box;vertical-align: middle;visibility: visible !important;width: 677px !important;height: auto !important;\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-cb6bcab164110a8ed49c32f9502170d0.png\"  \/><strong style=\"font-size: 13px;letter-spacing: 0.544px;text-align: right;outline: 0px;color: rgb(0, 0, 0);visibility: visible;\"><\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><span style=\"font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;margin: 0px;padding: 0px;max-width: 100%;font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);outline: 0px;visibility: visible;overflow-wrap: break-word !important;box-sizing: border-box !important;\"><span style=\"outline: 0px;visibility: visible;color: rgb(73, 73, 73);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(73, 73, 73);\">\u5434\u6cf0\u9716<\/span><span style=\"color: rgb(0, 0, 0);font-size: 16px;font-weight: bold;letter-spacing: 0.544px;outline: 0px;visibility: visible;\">&nbsp;<\/span><span style=\"color: rgb(0, 0, 0);font-size: 13px;font-weight: bold;letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);visibility: visible;\">| \u8bb2\u8005<\/strong><\/span><\/span><\/p>\n<p style=\"outline: 0px;visibility: visible;\"><span style=\"font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;margin: 0px;padding: 0px;max-width: 100%;font-family: PingFangSC-light;text-align: right;outline: 0px;visibility: visible;color: rgb(73, 73, 73);background-color: rgb(255, 255, 255);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(73, 73, 73);overflow-wrap: break-word !important;box-sizing: border-box !important;\">\u9676\u5982\u610f<\/span><span style=\"font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;margin: 0px;padding: 0px;max-width: 100%;font-family: PingFangSC-light;text-align: right;background-color: rgb(255, 255, 255);color: rgb(0, 0, 0);font-size: 13px;font-weight: bold;letter-spacing: 0.544px;outline: 0px;visibility: visible;overflow-wrap: break-word !important;box-sizing: border-box !important;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);visibility: visible;\"><span style=\"font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;font-size: 16px;font-weight: bold;outline: 0px;visibility: visible;\">&nbsp;<\/span><span style=\"font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;font-weight: bold;outline: 0px;visibility: visible;\">| \u6574\u7406<\/span><\/strong><\/span><\/p>\n<p style=\"outline: 0px;visibility: visible;\"><span style=\"font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;orphans: 2;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;margin: 0px;padding: 0px;max-width: 100%;font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);outline: 0px;visibility: visible;overflow-wrap: break-word !important;box-sizing: border-box !important;\"><span style=\"outline: 0px;visibility: visible;color: rgb(73, 73, 73);font-size: 13px;letter-spacing: 0.544px;text-decoration: none solid rgb(73, 73, 73);\">\u6881\u91d1<\/span><span style=\"color: rgb(0, 0, 0);font-size: 13px;font-weight: bold;letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;color: rgb(0, 0, 0);visibility: visible;\"><span style=\"font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;font-size: 16px;font-weight: bold;outline: 0px;visibility: visible;\">&nbsp;<\/span><span style=\"font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;font-weight: bold;outline: 0px;visibility: visible;\">| \u7f16\u8f91<\/span><\/strong><\/span><\/span><\/p>\n<p style=\"outline: 0px;visibility: visible;\"><br  \/><\/p>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">\u672c\u6587\u7531\u7b2c\u4e00\u671f AI + Science \u8bfb\u4e66\u4f1a\u7b2c\u4e00\u671f\u603b\u7ed3\u800c\u6210\u3002\u5728\u6b64\u6b21\u5206\u4eab\u4e2d\uff0c\u8bb2\u8005\u5434\u6cf0\u9716\u4e3b\u8981\u5c31\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u5c55\u5f00\u8bba\u8ff0\uff1a<\/span><\/p>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: circle;\">\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u8ba8\u8bba AI + Science\uff1f<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">AI for Science \u5173\u6ce8\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u4ee5\u53ca\u524d\u6cbf\u8fdb\u5c55\u6709\u54ea\u4e9b\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">Science for AI \u9886\u57df\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u4ee5\u53ca\u524d\u6cbf\u8fdb\u5c55\u6709\u54ea\u4e9b\uff1b<\/span><\/p>\n<\/li>\n<li>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">AI + Science \u4e0b\u4e00\u6b65\u5173\u6ce8\u4ec0\u4e48\u95ee\u9898\uff1f<\/span><\/section>\n<\/li>\n<\/ul>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;white-space: normal;outline: 0px;letter-spacing: 0.544px;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<p style=\"color: rgb(73, 73, 73);text-align: center;\"><br  \/><\/p>\n<\/section>\n<h3 style=\"white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(34, 34, 34);font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">1. \u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u8ba8\u8bba AI + Science \uff1f<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">AI + Science \u8fd9\u4e00\u9886\u57df\u53ef\u4ee5\u5206\u4e3a AI for Science \u548c Science for AI \u4e24\u4e2a\u90e8\u5206\u3002\u524d\u8005\u6307\u5229\u7528AI\u6280\u672f\u4e3a\u79d1\u5b66\u53d1\u73b0\u8d4b\u80fd\uff0c\u540e\u8005\u6307\u5229\u7528\u79d1\u5b66\u77e5\u8bc6\u8bbe\u8ba1\u51fa\u66f4\u5f3a\u5927\u7684AI\u6280\u672f\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;\">\u5728 AI for Science \u90e8\u5206\uff0c\u8bb8\u591a\u524d\u6cbf\u7684AI\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u79d1\u5b66\u53d1\u73b0\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;\">1\uff09<strong>\u5728\u6570\u503c\u6a21\u62df\u65b9\u9762\u63d0\u5347\u901f\u5ea6\u548c\u51c6\u786e\u6027\u3002<\/strong>\u5982 DeepMind \u63d0\u51fa\u7684 GraphCast[1] \u80fd\u901a\u8fc7\u8f93\u516560\u79d2\u7684\u5386\u53f2\u5929\u6c14\uff0c\u9884\u62a5\u672a\u676510\u5929\u7684\u5929\u6c14\uff0c\u4e0d\u4ec5\u5728\u51c6\u786e\u5ea6\u4e0a\u6781\u5927\u4f18\u4e8e\u4f20\u7edf\u9884\u6d4b\u624b\u6bb5\uff0c\u5728\u8fd0\u7b97\u6548\u7387\u4e0a\u4e5f\u6709\u6781\u5927\u7684\u63d0\u5347\u3002AlphaFold [2] \u7684\u63d0\u51fa\u5c06\u4eba\u7c7b\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u7684\u51c6\u786e\u5ea6\u63d0\u5347\u5230\u4e86\u524d\u6240\u672a\u6709\u7684\u6c34\u5e73\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;\">2\uff09<strong>\u5e2e\u52a9\u79d1\u5b66\u5bb6\u63a2\u7d22\u79d1\u5b66\u6846\u67b6\u7684\u8bbe\u8ba1\u3002<\/strong>\u6211\u4eec\u53ef\u4ee5\u8ba9AI\u53bb\u66f4\u5927\u7684\u8bbe\u8ba1\u7a7a\u95f4\u641c\u7d22\u8bbe\u8ba1\u7b56\u7565\u548c\u63a7\u5236\u4f18\u5316\u7b56\u7565\u3002\u6bd4\u5982\u8fd1\u671f\u53d1\u8868\u5728Nature \u4e0a\u7684\u5de5\u4f5c\uff0c\u4f7f\u7528\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u63a7\u5236\u6838\u805a\u53d8\u53cd\u5e94\u4e2d\u7684\u7b49\u79bb\u5b50\u4f53\uff0c\u7b2c\u4e00\u6b21\u53d1\u73b0\u4e86\u5168\u65b0\u7684\u7b49\u79bb\u5b50\u4f53\u7ed3\u6784[3]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 16px;\"><span style=\"font-size: 15px;\">3\uff09<strong>\u63ed\u793a\u672a\u53d1\u73b0\u7684\u79d1\u5b66\u5b9a\u5f8b\u548c\u77e5\u8bc6<\/strong>\u3002\u6bd4\u5982\u8fd1\u5e74\u7684\u5de5\u4f5c AI Feynman2.0[4]\uff0c\u8ba9AI\u91cd\u65b0\u53d1\u73b0\u4e86\u300a\u8d39\u66fc\u7269\u7406\u5b66\u8bb2\u4e49\u300b\u4e2d\u7684100\u4e2a\u7269\u7406\u65b9\u7a0b\uff0c\u751a\u81f3\u8fd8\u53d1\u73b0\u4e86\u65b0\u7684\u65b9\u7a0b\u3002\u8fd9\u7c7b\u5de5\u4f5c\u53ef\u80fd\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53ef\u4ee5\u505a\u5230\u5e2e\u52a9\u4eba\u7c7b\u52a0\u5feb\u79d1\u5b66\u53d1\u73b0\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u66f4\u8fdb\u4e00\u6b65\u6765\u8bf4\uff0c\u79d1\u5b66\u6280\u672f\u7684\u8fdb\u6b65\u5bf9\u4e8e\u4eba\u7c7b\u800c\u8a00\uff0c\u662f\u89e3\u653e\u751f\u4ea7\u529b\u4ee5\u53ca\u83b7\u5f97\u53ef\u6301\u7eed\u589e\u957f\u7684\u91cd\u8981\u65b9\u5f0f\u4e4b\u4e00\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[1]Lam, Remi, et al. &#8220;GraphCast: Learning skillful medium-range global weather forecasting.&#8221; arXiv preprint arXiv:2212.12794 (2022).<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[2]Lumper, John, et al. &#8220;Highly accurate protein structure prediction with AlphaFold.&#8221; Nature 596.7873 (2021): 583-589<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[3]Degrave, Jonas, et al. &#8220;Magnetic control of tokamak plasmas through deep reinforcement learning.&#8221; Nature 602.7897 (2022): 414-419<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[4]AI Feynman 2.0 [1]: rediscover top-100 physics equations in Feynman lectures<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728 Science for AI \u65b9\u9762\uff0c\u5f53\u524d\u7684\u79d1\u5b66\u4e5f\u53ef\u4ee5\u4e3a\u4fc3\u8fdbAI\u7684\u53d1\u5c55\u63d0\u4f9b\u975e\u5e38\u6709\u6548\u7684\u5e2e\u52a9\uff0c\u4e3aAI\u6280\u672f\u5e26\u6765\u4e86\u65b0\u7684\u6311\u6218\u3002\u5982\u8bb8\u591a\u7269\u7406\u3001\u5316\u5b66\u7b49\u79d1\u5b66\u95ee\u9898\u9762\u4e34\u8d85\u5927\u7684\u72b6\u6001\u7a7a\u95f4\u641c\u7d22\uff0c\u5f53\u524d\u7684AI\u6280\u672f\u65e0\u6cd5\u5f88\u597d\u5730\u89e3\u51b3\u3002\u5982\u4f55\u89e3\u51b3\u8fd9\u4e9b\u79d1\u5b66\u95ee\u9898\uff0c\u5bf9AI\u7684\u53d1\u5c55\u63d0\u51fa\u4e86\u66f4\u5927\u6311\u6218\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5176\u6b21\uff0c\u57fa\u4e8e\u4e00\u4e9b\u79d1\u5b66\u5148\u9a8c\u77e5\u8bc6\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u8bbe\u8ba1\u51fa\u66f4\u5f3a\u5927\u7684AI\u6a21\u578b\uff0c\u5728\u8fd9\u65b9\u9762\u5df2\u7ecf\u6709\u4e86\u5f88\u591a\u5de5\u4f5c\u3002\u6bd4\u5982\u7b49\u53d8\u56fe\u7f51\u7edc[5]\u7684\u63d0\u51fa\uff0c\u5c31\u662f\u542f\u53d1\u4e8e\u7269\u7406\u4e2d\u7684\u5bf9\u79f0\u6027\uff0c\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u5728\u836f\u7269\u5206\u5b50\u5efa\u6a21\u7b49\u65b9\u9762\u6ee1\u8db3\u9700\u6c42\u3002\u540c\u6837\u5728\u6a21\u578b\u4e2d\u5f15\u5165\u5bf9\u79f0\u6027\u7684\u5de5\u4f5c\u8fd8\u6709[6]\uff0c\u5728\u4e0d\u540c\u7684\u7cfb\u7edf\u4e2d\u90fd\u6781\u5927\u63d0\u9ad8\u4e86\u5206\u5b50\u52a8\u529b\u5b66\u6a21\u62df\u5668\u7684\u6027\u80fd\u3002\u53e6\u5916\u8fd8\u6709\u6269\u6563\u6a21\u578b[7]\u3001\u80fd\u91cf\u6a21\u578b[8]\u7b49\uff0c\u90fd\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u5efa\u6a21\u63d0\u4f9b\u4e86\u542f\u53d1\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[5] Victor Garcia Satorras, Emiel Hoogeboom, Max Welling,E(n) Equivariant Graph Neural Networks [2022]&nbsp;&nbsp;<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[6] Zhang L, Han J, Wang H, et al. Deep potential molecular dynamics: a scalable model with the accuracy of quantum mechanics. Physical review letters, 2018, 120(14): 143001.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[7] Sohl-Dickstein J, Weiss E, Maheswaranathan N, et al. Deep unsupervised learning using nonequilibrium thermodynamics.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[8] Greydanus, Samuel, Misko Dzamba, and Jason Yosinski. &#8220;Hamiltonian neural networks.&#8221; Advances in neural information processing systems 32 (2019)<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">AI \u548c Science \u7684\u7ed3\u5408\u662f\u4e00\u79cd\u53cc\u5411\u7684\u8d4b\u80fd\uff0c\u6211\u4eec\u5f53\u524d\u8fd8\u6709\u8bb8\u591a\u4e8b\u60c5\u53ef\u4ee5\u505a\u3002\u4e0b\u9762\u672c\u6587\u5c06\u5bf9\u4e0a\u8ff0\u63d0\u5230\u7684\u5185\u5bb9\u8fdb\u4e00\u6b65\u8be6\u7ec6\u5c55\u5f00\u8bba\u8ff0\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(34, 34, 34);font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">2.&nbsp;AI&nbsp;for Science<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e00\u65b9\u9762\u662fAI\u5bf9\u79d1\u5b66\u7684\u8d4b\u80fd\u3002\u9996\u5148\u6211\u4eec\u53ef\u4ee5\u5bf9\u79d1\u5b66\u505a\u4e00\u4e2a\u5206\u89e3\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u9996\u5148\u662f<strong>\u53d1\u73b0<\/strong>\u79d1\u5b66\u5b9a\u5f8b\uff0c\u5e76\u636e\u6b64\u5efa\u7acb\u6a21\u578b\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5728\u4f20\u7edf\u8303\u5f0f\u4e2d\u5f80\u5f80\u975e\u5e38\u4f9d\u8d56\u79d1\u5b66\u5bb6\u4e2a\u4eba\u7684\u6d1e\u5bdf\u529b\uff0c\u5982\u5f00\u666e\u52d2\u5b9a\u5f8b\u548c\u725b\u987f\u5b9a\u5f8b\u7b49\uff1b\u7136\u540e\u6211\u4eec\u4f1a\u6839\u636e\u8fd9\u4e00\u6a21\u578b\u53bb<strong>\u6a21\u62df<\/strong>\u771f\u5b9e\u4e16\u754c\uff0c\u89e3\u91ca\u66f4\u5927\u8303\u56f4\u7684\u4e8b\u7269\uff1b\u6700\u540e\uff0c\u6211\u4eec\u4f1a\u5c1d\u8bd5<strong>\u8bbe\u8ba1<\/strong>\u51fa\u65b0\u7684\u7cfb\u7edf\uff0c\u6bd4\u5982\u4fee\u6539\u6a21\u578b\u7684\u53c2\u6570\uff0c\u6216\u8005\u5bf9\u7cfb\u7edf\u8fdb\u884c\u5b9e\u9a8c\u548c\u5e72\u9884\u7b49\uff0c\u5bf9\u7cfb\u7edf\u8fdb\u884c\u63a7\u5236\uff0c\u5bf9\u7cfb\u7edf\u4ea7\u751f\u8fdb\u4e00\u6b65\u7684\u4e86\u89e3\uff0c\u4ece\u800c\u4e3a\u8fdb\u4e00\u6b65\u7684\u79d1\u5b66\u53d1\u73b0\u521b\u9020\u6761\u4ef6\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u800c\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u540c\u6837\u4e5f\u5b58\u5728\u8fd9\u6837\u7c7b\u4f3c\u7684\u6b65\u9aa4\uff1a\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u53d1\u73b0\u4e00\u4e2a\u6a21\u578b\uff1b\u4f7f\u7528\u6a21\u578b\u5bf9\u7cfb\u7edf\u8fdb\u884c\u6a21\u62df\uff1b\u6700\u540e\u53ef\u4ee5\u901a\u8fc7\u63a7\u5236\u7b49\u65b9\u5f0f\u8bbe\u8ba1\u51fa\u65b0\u7684\u7cfb\u7edf\u3002\u6240\u4ee5\u8fd9\u4e8c\u8005\u7684\u76f8\u4f3c\u6027\u5c31\u53ef\u4ee5\u5f15\u51faAI\u5982\u4f55\u8d4b\u80fd\u79d1\u5b66\u7684\u4e09\u4e2a\u65b9\u9762\uff1a\u79d1\u5b66\u4eff\u771f<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Simulation\uff09<\/span><span style=\"font-size: 15px;\">\u3001\u79d1\u5b66\u8bbe\u8ba1<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08design\uff09<\/span><span style=\"font-size: 15px;\">\u3001\u79d1\u5b66\u53d1\u73b0<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08discovery\uff09<\/span><span style=\"font-size: 15px;\">\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.9\"  data-type=\"png\" data-w=\"760\" style=\"width: 420px;height: 378px;\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-246b3f0fe36c77953250303616f8a208.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe1. \u79d1\u5b66\u4eff\u771f\u3001\u79d1\u5b66\u8bbe\u8ba1\u4e0e\u79d1\u5b66\u53d1\u73b0\u4e09\u9636\u6bb5\u4e0e\u673a\u5668\u5b66\u4e60\u7684\u5bf9\u5e94<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>2.1 AI \u4e4b\u4e8e\u79d1\u5b66\u4eff\u771f<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u79d1\u5b66\u4eff\u771f\u662f\u6307\u7528\u6570\u503c\u6a21\u62df\u7684\u5f62\u5f0f\uff0c\u5728\u7ed9\u5b9a\u7cfb\u7edf\u521d\u59cb\u72b6\u6001\uff0c\u8fb9\u754c\u6761\u4ef6\u4ee5\u53ca\u53c2\u6570\u7684\u65f6\u5019\uff0c\u6a21\u62df\u7cfb\u7edf\u7684\u52a8\u529b\u5b66\u6216\u8005\u7a33\u6001\u3002\u800c\u901a\u8fc7\u5f15\u5165\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u6a21\u62df\u7684\u901f\u5ea6\u548c\u7cbe\u5ea6\u90fd\u4f1a\u5f97\u5230\u6781\u5927\u7684\u63d0\u9ad8\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.2535496957403651\"  data-type=\"png\" data-w=\"986\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-064a2ba77b554ae41946e86d9ec8f8bf.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2. \u52a8\u529b\u7cfb\u7edf\u4eff\u771f\u793a\u610f\u56fe\u3002<span style=\"caret-color: rgb(51, 51, 51);font-family: arial, \u5b8b\u4f53, sans-serif;text-align: start;text-indent: 28px;text-size-adjust: auto;color: rgb(136, 136, 136);font-size: 13px;letter-spacing: normal;text-decoration: none solid rgb(136, 136, 136);\">\u03bc<span style=\"font-size:12px;\"><sup>t<\/sup><\/span><\/span>\u662f\u7cfb\u7edf\u7684\u521d\u59cb\u72b6\u6001\uff0c\u53ef\u4ee5\u662f\u4e00\u4e2a\u8fde\u7eed\u51fd\u6570\uff0c\u6216\u8005\u4e00\u4e2a\u56fe\uff1bf*\u662f\u6f14\u5316\u52a8\u529b\u5b66\uff0c\u53ef\u4ee5\u662f\u504f\u5fae\u5206\u65b9\u7a0b\u7684\u6f14\u5316\uff0c\u6216\u8005\u662f\u771f\u5b9e\u4e16\u754c\u7684\u6f14\u5316\uff1ba 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15px;\"><strong>\u5728\u79d1\u5b66\u4eff\u771f\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u5173\u5fc3\u7684\u95ee\u9898\u662f\u5e0c\u671b\u505a\u5230\u7cbe\u786e\u6a21\u62df\u3002<\/strong>\u6211\u4eec\u53ef\u4ee5\u7528\u4f20\u7edf\u7684\u65b9\u5f0f\uff0c\u57fa\u4e8e\u7b2c\u4e00\u6027\u539f\u7406\u5efa\u7acb\u504f\u5fae\u5206\u65b9\u7a0b\uff0c\u7136\u540e\u6c42\u89e3\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f\u89e3\u91ca\u6027\u9ad8\uff0c\u5e76\u4e14\u6c42\u89e3\u7cbe\u5ea6\u6709\u7406\u8bba\u4fdd\u8bc1\u3002\u4f46\u7f3a\u9677\u662f\u8fd0\u7b97\u6162\uff0c\u800c\u4e14\u5bf9\u4e8e\u5f88\u591a\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u53ef\u80fd\u96be\u4ee5\u6c42\u89e3\uff0c\u751a\u81f3\u96be\u4ee5\u5199\u51fa\u504f\u5fae\u5206\u65b9\u7a0b\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6211\u4eec\u4e5f\u53ef\u4ee5\u8003\u8651\u7528\u7eaf\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\uff0c\u5c06\u56fe1\u4e2d\u7684f*\u52a8\u529b\u5b66\u53c2\u6570\u5316\uff0c\u7528\u795e\u7ecf\u7f51\u7edc\u5f3a\u5927\u7684\u62df\u5408\u80fd\u529b\u5b66\u4e60\u51fa\u4e00\u4e2af(<span style=\"caret-color: rgb(51, 51, 51);font-family: arial, \u5b8b\u4f53, sans-serif;text-align: start;text-indent: 28px;text-size-adjust: auto;color: rgb(51, 51, 51);font-size: 15px;letter-spacing: normal;text-decoration: none solid rgb(51, 51, 51);\">\u03b8<\/span>)\uff0c\u4f7f\u5176\u5c3d\u53ef\u80fd\u63a5\u8fd1\u771f\u5b9e\u7684\u52a8\u529b\u5b66\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u4e0d\u8fc7\uff0c\u4e00\u4e2a\u66f4\u597d\u7684\u65b9\u5f0f\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u53d6\u4e24\u8005\u7684\u957f\u5904\uff0c\u5373<strong>\u4fdd\u7559\u795e\u7ecf\u7f51\u7edc\u7684\u8fd0\u7b97\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u52a0\u5165\u4e00\u4e9b\u7269\u7406\u5148\u9a8c\u4fe1\u606f\u5bf9\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u8fdb\u884c\u7ea6\u675f<\/strong>\uff0c\u6216\u8005\u4f7f\u7528\u66f4\u7b26\u5408\u7269\u7406\u76f4\u89c9\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u8868\u73b0\u66f4\u597d\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6bd4\u5982\u56fe\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u5f15\u5165\u56fe\u7ed3\u6784\u7684\u5148\u9a8c\u4fe1\u606f\uff0c\u5373\u4e8b\u5148\u7ed9\u5b9a\u5fae\u89c2\u7c92\u5b50\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u5173\u7cfb\uff0c\u4ece\u800c\u63d0\u5347\u795e\u7ecf\u7f51\u7edc\u7684\u9884\u6d4b\u80fd\u529b\u3002\u8fd9\u91cc\u5c31\u6211\u4eec\u4ee5\u4e00\u7cfb\u5217\u57fa\u4e8eGNN\u7684\u5de5\u4f5c\u4e3a\u4f8b\uff0c\u5c55\u5f00\u8bba\u8ff0GNN\u5728\u79d1\u5b66\u4eff\u771f\u9886\u57df\u7684\u8fdb\u5c55\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u9996\u5148\u662f DeepMind \u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u56fe\u7f51\u7edc\u6a21\u62df\u5668<\/strong><\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Graph Network Simulator\uff0cGNS\uff09<\/span><span style=\"font-size: 15px;\">[8]\uff0c\u6a21\u62df\u7c92\u5b50\u7269\u7406\u7cfb\u7edf\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u6d41\u4f53\u529b\u5b66\u6216\u8005\u8ba1\u7b97\u56fe\u5f62\u5b66\u7b49\u9886\u57df\u7684\u6a21\u62df\u3002\u5177\u4f53\u67b6\u6784\u5982\u4e0b\u56fe\u6240\u793a\u3002\u9996\u5148\u6839\u636e\u5148\u9a8c\u4fe1\u606f\u5efa\u7acb\u4e00\u4e2a\u56fe\uff0c\u7136\u540e\u57fa\u4e8e\u6d88\u606f\u4f20\u9012<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Message Passing\uff09<\/span><span style=\"font-size: 15px;\">\u673a\u5236\u66f4\u65b0\u8282\u70b9\u7684\u7279\u5f81\uff0c\u8fd9\u91cc\u7684\u201c\u6d88\u606f\u201d\u53ef\u4ee5\u4ee3\u8868\u7c92\u5b50\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u5173\u7cfb\uff0c\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u7684\u6620\u5c04\uff0c\u5b9e\u73b0\u7c92\u5b50\u72b6\u6001\u7684\u66f4\u65b0\uff0c\u6700\u7ec8\u5b9e\u73b0\u6a21\u62df\u7c92\u5b50\u901a\u8fc7\u76f8\u4e92\u4f5c\u7528\u53d1\u751f\u8fd0\u52a8\u7684\u52a8\u529b\u5b66\u8fc7\u7a0b\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.42592592592592593\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-b8180c82d77c0b1cefaa97449b27000c.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.5em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe3. \u4f7f\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u62df\u590d\u6742\u7cfb\u7edf\u3002| \u56fe\u7247\u6765\u6e90: Sanchez-Gonzalez et al. Learning to Simulate Complex Physics with Graph Network. ICML 2020. http:\/\/proceedings.mlr.press\/v119\/sanchez-gonzalez20a\/sanchez-gonzalez20a.pdf<\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u968f\u540e\u63d0\u51fa\u7684 HGNS<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\"> \uff08Hybrid Graph Network Simulator\uff09<\/span><span style=\"font-size: 15px;\">\u65b9\u6cd5 [9] \u5219\u901a\u8fc7\u5f15\u5165\u591a\u6b65\u9884\u6d4b\uff0c\u548c sector-based \u8bad\u7ec3\u6280\u5de7\uff0c\u4f7f\u5f97\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5728\u66f4\u52a0\u590d\u6742\u7684\u7cfb\u7edf\u4e0a\u8fdb\u884c\u6a21\u62df\u3002\u524d\u6587\u63d0\u5230\u7684\u5929\u6c14\u9884\u62a5\u6a21\u578b GraphCast[1]\uff0c\u5219\u8fdb\u4e00\u6b65\u5f15\u5165\u591a\u5c3a\u5ea6\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u5927\u89c4\u6a21\u548c\u5927\u5c3a\u5ea6\u7684\u9884\u6d4b\u6548\u679c\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u53e6\u5916\u4e00\u4e2a<strong>\u57fa\u4e8e\u7f51\u683c\u7684\u4eff\u771f<\/strong><\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08mesh-based simulation\uff09<\/span><span style=\"font-size: 15px;\">\u4e5f\u4f7f\u7528\u4e86\u56fe\u7f51\u7edc\u5efa\u6a21[10]\uff0c\u5b83\u4eec\u9664\u4e86\u5f15\u5165\u7f51\u683c\u7f51\u7edc\u4e4b\u5916\uff0c\u8fd8\u57fa\u4e8e\u4f4d\u7f6e\u4fe1\u606f\u5f15\u5165\u4e86\u4e0d\u540c\u7f51\u683c\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u8fd9\u79cd\u5efa\u6a21\u65b9\u5f0f\u4e5f\u88ab\u8bc1\u660e\u5728\u7f51\u683c\u6570\u636e\u4e2d\u6709\u975e\u5e38\u597d\u7684\u9884\u6d4b\u6548\u679c\u3002\u8fd9\u7bc7\u5de5\u4f5c\u53d1\u8868\u5728\u4e862021\u5e74\u7684 ICLR \u4e0a\u3002\u800c\u540e\u7eed\u4e5f\u6709\u5bf9\u5176\u8fdb\u884c\u7684\u6539\u8fdb\u5de5\u4f5c\uff0c\u6bd4\u5982\u901a\u8fc7\u5f15\u5165\u4e00\u4e2a\u8c03\u63a7\u53c2\u6570\uff0c\u7528\u6765\u5e73\u8861\u9884\u6d4b\u51c6\u786e\u5ea6\u4e0e\u9884\u6d4b\u7cbe\u5ea6[11]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"186\" data-backw=\"562\" data-ratio=\"0.33055555555555555\"  data-type=\"png\" data-w=\"1080\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-e9c95368eb2c495ce854da0e3930ee3a.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5f53\u7136\u8be5\u9886\u57df\u8fd8\u6709\u4e00\u7cfb\u5217\u5176\u4ed6\u4f18\u79c0\u7684\u5de5\u4f5c\uff0c\u6bd4\u5982\u57fa\u4e8e\u5bf9\u79f0\u6027\u63d0\u51fa\u7684\u7b49\u53d8\u56fe\u7f51\u7edc<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08equivariant graph\uff09<\/span><span style=\"font-size: 15px;\">[5]\uff0c\u5f15\u5165\u52a8\u91cf\u5b88\u6052\u7684\u7ea6\u675f\u4ece\u800c\u63d0\u9ad8\u51c6\u786e\u5ea6[6, 12]\u3002\u800c\u9664\u4e86\u56fe\u795e\u7ecf\u7f51\u7edc\u4e4b\u5916\uff0c\u8fd8\u6709\u53ef\u4ee5\u5f15\u5165\u65e0\u9650\u7ef4\u51fd\u6570<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08infinite dimensional function\uff09<\/span><span style=\"font-size: 15px;\">\u5efa\u6a21\u72b6\u6001\u7a7a\u95f4\uff0c\u5f15\u5165\u5085\u91cc\u53f6\u795e\u7ecf\u7b97\u5b50[13]\u7b49\u7b49\uff0c\u65e0\u6cd5\u5728\u6b64\u7a77\u4e3e\u5c55\u793a\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[8]Sanchez-Gonzalez et al. Learning to Simulate Complex Physics with Graph Network. ICML 2020.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[9] Wu, Tailin, et al. &#8220;Learning large-scale subsurface simulations with a hybrid graph network simulator.&#8221; SIGKDD 2022<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[10]Lam C Y, Lu J R, Udalski A, et al. An Isolated Mass-gap Black Hole or Neutron Star Detected with Astrometric Microlensing[J]. The Astrophysical Journal Letters, 2022, 933(1): L23.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">11]Pfaff, Tobias, et al. &#8220;Learning mesh-based simulation with graph networks.&#8221; ICLR 2021<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[11]Wu T, Wang Q, Zhang Y, et al. Learning large-scale subsurface simulations with a hybrid graph network simulator. Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2022: 4184-4194.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[12]Prantl L, Ummenhofer B, Koltun V, et al. Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics. NeurIPS 2022<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[13]Li, Zongyi, et al. &#8220;Fourier neural operator for parametric partial differential equations.&#8221; ICLR2021<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><strong>\u5728\u4eff\u771f\u9886\u57df\uff0c\u6211\u4eec\u5173\u5fc3\u7684\u53e6\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u6c42\u89e3\u51fa\u7cfb\u7edf\u7684\u7a33\u5b9a\u72b6\u6001\u3002<\/strong>\u8fd9\u5728\u6750\u6599\u3001\u51dd\u805a\u6001\u7269\u7406\u7b49\u9886\u57df\u662f\u975e\u5e38\u91cd\u8981\u7684\u95ee\u9898\u3002\u5bf9\u4e8e\u8fd9\u7c7b\u95ee\u9898\uff0c\u6a21\u578b\u7684\u8f93\u5165\u5c31\u662f\u4e00\u4e2a\u8fb9\u754c\u6761\u4ef6\uff0c\u8f93\u51fa\u5c31\u662f\u7cfb\u7edf\u7684\u7a33\u6001\u3002\u6bd4\u5982\u50cf\u86cb\u767d\u8d28\u6298\u53e0\u95ee\u9898\uff0c\u6211\u4eec\u5173\u5fc3\u7684\u662f\u6700\u7ec8\u7ed3\u6784\uff0c\u800c\u4e0d\u5173\u5fc3\u6298\u53e0\u7684\u8fc7\u7a0b\u3002\u4e00\u4e2a\u597d\u7684\u65b9\u6cd5\u5c31\u662f\u4f7f\u7528\u795e\u7ecf\u7b97\u5b50<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08neural operators\uff09<\/span><span style=\"font-size: 15px;\">\u8fdb\u884c\u6c42\u89e3[14-16]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.27405247813411077\"  data-type=\"png\" data-w=\"686\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-f0ccdb61b97752ac1fc5caa424adcc29.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe4. \u6839\u636e\u7cfb\u7edf\u8fb9\u754c\u6761\u4ef6\u548c\u53c2\u6570\uff0c\u6c42\u89e3\u7cfb\u7edf\u7a33\u5b9a\u72b6\u6001\u56fe\u793a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[14]Li, Zongyi, et al. &#8220;Fourier neural operator for parametric partial differential equations.&#8221; ICLR2021<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[15] Li, Zongyi, et al. &#8220;Neural operator: Graph kernel network for partial differential equations.&#8221; arXivpreprint arXiv:2003.03485 (2020).<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[16]Raissi et al., Journal of Computational physics 378 (2019): 686-707<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5173\u4e8e\u79d1\u5b66\u4eff\u771f\u8fd9\u4e2a\u5927\u9886\u57df\uff0c\u9664\u5bf9\u4e8e\u79d1\u5b66\u95ee\u9898\u6765\u8bf4\u6709\u91cd\u8981\u610f\u4e49\u4e4b\u5916\uff0c\u5176\u5b9e\u80cc\u540e\u8fd8\u6709\u66f4\u5927\u7684\u56fe\u666f\u3002\u6bd4\u5982\u6570\u5b57\u5b6a\u751f\uff0c\u6211\u4eec\u53ef\u4ee5\u8bbe\u60f3\u5728\u5236\u9020\u4e1a\u4e2d\u9020\u4e00\u4e2a\u6570\u5b57\u5b6a\u751f\u4f53\uff0c\u5b8c\u5168\u6a21\u62df\u751f\u4ea7\u8fc7\u7a0b\u7684\u53d1\u52a8\u673a\u7ed3\u6784\u3001\u7cfb\u7edf\u72b6\u6001\u3001\u7cfb\u7edf\u6f14\u5316\u7b49\u7b49\u6574\u4e2a\u6d41\u7a0b\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u7cfb\u7edf\u8fdb\u884c\u5b9e\u65f6\u76d1\u6d4b\u548c\u8c03\u63a7\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3962962962962963\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-1f3de652c831bec7f9468ef3e784b2cf.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe5. \u6570\u5b57\u5b6a\u751f\u548c\u5143\u5b87\u5b99<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>2.2 AI \u4e4b\u4e8e\u79d1\u5b66\u8bbe\u8ba1<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><strong><br  \/><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u79d1\u5b66\u8bbe\u8ba1\uff0c\u5728\u6b64\u5904\u53ef\u4ee5\u5b9a\u4e49\u4e3a\uff0c\u6211\u4eec\u8bbe\u7f6e\u4e00\u4e2a\u76ee\u6807\uff0c\u5e0c\u671b\u53ef\u4ee5\u901a\u8fc7\u67d0\u4e9b\u65b9\u5f0f\uff0c\u8ba9\u795e\u7ecf\u7f51\u7edc\u81ea\u52a8\u627e\u5230\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u521d\u59cb\u6761\u4ef6\uff0c\u5982\u86cb\u767d\u8d28\u7ed3\u6784\u8bbe\u8ba1\uff1b\u6216\u8005\u627e\u5230\u8fb9\u754c\u6761\u4ef6\uff0c\u5982\u8bbe\u8ba1\u98de\u673a\u7684\u5f62\u72b6\uff1b\u4ea6\u6216\u8005\u5916\u90e8\u63a7\u5236\u6761\u4ef6\uff0c\u5982\u8c03\u63a7\u5168\u7403\u53d8\u6696\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3228200371057514\"  data-type=\"png\" data-w=\"1078\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-be78f09f32f8e2ff2509aef72d5e9542.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe6. \u79d1\u5b66\u8bbe\u8ba1\u7684\u6846\u67b6\u56fe<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u5305\u62ec\u5982\u4e0b\u51e0\u79cd\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">a) \u53ef\u4ee5\u7528\u5b66\u4e60\u597d\u7684\u6a21\u62df\u5668\u4f5c\u4e3a\u4e00\u4e2a\u5185\u90e8\u4f18\u5316\u5faa\u73af\uff0c\u5b9e\u73b0\u8fb9\u754c\u6761\u4ef6\u7684\u786e\u5b9a\u3002\u6bd4\u5982\u524d\u6587\u63d0\u5230\u7684\uff0c\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u6a21\u62df\u5668GNS\u5c31\u5c5e\u4e8e\u8fd9\u7c7b\u65b9\u6cd5 [8]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3851286939942803\"  data-type=\"png\" data-w=\"1049\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-6b650c2b83ee3beb2a7d97eb757685a4.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe7. GNS\u5b9e\u73b0\u7c92\u5b50\u8fd0\u52a8\u8def\u5f84\u7684\u4f18\u5316<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">b) \u53ef\u4ee5\u901a\u8fc7\u8fed\u4ee3\u7684\u5f62\u5f0f\u5b9e\u73b0\u6536\u655b\uff0c\u5982 diffusion model\uff0c\u4ece\u4e00\u4e2a\u968f\u673a\u5206\u5e03\u5f00\u59cb\uff0c\u6700\u7ec8\u6536\u655b\u5230\u6211\u4eec\u60f3\u8981\u7684\u5206\u5e03\u3002\u5de5\u4f5c[17]\u662f\u4f7f\u7528\u51e0\u4f55\u56fe\u7f51\u7edc<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Geomeric Graph Neural Network\uff09<\/span><span style=\"font-size: 15px;\">\uff0c\u7ed3\u5408\u6269\u6563\u6a21\u578b\u5b9e\u73b0\u7b49\u53d8\u56fe\u7684\u751f\u6210\u4efb\u52a1\u3002\u5bf9\u836f\u7269\u751f\u6210\u6709\u5f88\u5f3a\u7684\u73b0\u5b9e\u610f\u4e49\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.22777777777777777\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-96cbee08b74450a23585335ca70ca1e4.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe8. \u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u7b49\u53d8\u56fe\u751f\u6210<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">c) \u53ef\u76f4\u63a5\u6620\u5c04\uff0c\u6bd4\u5982\u4f7f\u7528 transformer \u76f4\u63a5\u5b66\u4e60\u8fb9\u754c\u6761\u4ef6\u6216\u8005\u7cfb\u7edf\u53c2\u6570\u5230\u76ee\u6807\u7684\u6620\u5c04 [18]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.26851851851851855\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-1cdc3ef320a80e167cf3d8ee5192f302.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe9. \u76f4\u63a5\u6620\u5c04<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">d) \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u76f4\u63a5\u8bbe\u8ba1\u7cfb\u7edf\u672c\u8eab [19,20]\uff0c\u6bd4\u5982\u5728\u5206\u5b50\u8bbe\u8ba1\u8fd9\u4e00\u4efb\u52a1\u4e0a\uff0c\u53ef\u4ee5\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u5f0f\u9010\u4e00\u52a0\u5165\u539f\u5b50\u3002\u8fd8\u6709\u524d\u9762\u63d0\u5230\u7684\u7cfb\u7edf\u63a7\u5236\u7b49\u4efb\u52a1\uff0c\u4e5f\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u5f3a\u9879\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.27685185185185185\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-7487d05cc9aedc31e58c080526509506.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe10. \u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u7cfb\u7edf\u8bbe\u8ba1<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u800c\u5b9e\u9645\u4f7f\u7528\u4e5f\u5e76\u4e0d\u5c40\u9650\u4e8e\u4ee5\u4e0a\u63d0\u5230\u7684\u65b9\u6cd5\u548c\u6a21\u578b\u3002\u5e76\u4e14\u540c\u6837\uff0cAI\u5bf9\u4e8e\u79d1\u5b66\u8bbe\u8ba1\u7684\u589e\u5f3a\u4e5f\u4f7f\u5f97\u6211\u4eec\u89e3\u51b3\u6570\u5b57\u5b6a\u751f\u8fd9\u6837\u7684\u5927\u95ee\u9898\u6709\u4e86\u8fdb\u4e00\u6b65\u6f5c\u529b\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[17]Xu, Minkai, et al. &#8220;Geodiff: A geometric diffusion model for molecular conformation<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[18]Guo, Ruchi, Shuhao Cao, and Long Chen. &#8220;Transformer meets boundary value inverse problems.&#8221; NeurIPS 2022<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[19]You, Jiaxuan, et al. &#8220;Graph convolutional policy network for goal-directed molecular graph generation.&#8221; Advances in neural information processing systems 31 (2018).<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[20]Degrave, Jonas, et al. &#8220;Magnetic control of tokamak plasmas through deep reinforcement learning.&#8221; Nature 602.7897<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>2.3 AI \u4e4b\u4e8e\u79d1\u5b66\u53d1\u73b0<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong><br  \/><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u79d1\u5b66\u5bb6\u662f\u5982\u4f55\u5b9e\u73b0\u79d1\u5b66\u53d1\u73b0\u7684\u5462\u3002\u4f3d\u5229\u7565\u53d1\u73b0\u5355\u6446\u5468\u671f\u89c4\u5f8b\u7684\u8fc7\u7a0b\uff0c\u9996\u5148\u662f\u901a\u8fc7\u89c2\u5bdf\u6559\u5802\u7684\u53f0\u706f\u6446\u52a8\u4e3a\u7075\u611f\uff0c\u53d1\u73b0\u53f0\u706f\u7684\u6446\u52a8\u5468\u671f\u662f\u56fa\u5b9a\u7684\uff0c\u5e76\u4e14\u548c\u6446\u52a8\u7684\u5e45\u5ea6\u6ca1\u6709\u5173\u7cfb\u3002\u7136\u540e\u4ed6\u5c06\u8fd9\u4e00\u8fc7\u7a0b\u62bd\u8c61\u4e3a\u4e86\u4e00\u4e2a\u5355\u6446\u8fd0\u52a8\uff0c\u5728\u8fd9\u4e00\u7cfb\u7edf\u4e0a\u603b\u7ed3\u51fa\u4e86\u4e00\u4e9b\u5b9a\u91cf\u7684\u89c4\u5f8b\u3002\u6700\u540e\uff0c\u518d\u5c06\u8fd9\u4e00\u8fc7\u7a0b\u5411\u6240\u6709\u7c7b\u4f3c\u7684\u7cfb\u7edf\u4e2d\u8fdb\u884c\u6cdb\u5316\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6240\u4ee5\uff0c\u6839\u636e\u8fd9\u4e00\u4f8b\u5b50\u6211\u4eec\u53ef\u4ee5\u603b\u7ed3\u6765\u770b\uff0c\u79d1\u5b66\u53d1\u73b0\u7684\u6b65\u9aa4\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\uff1a\u6982\u5ff5\u7684\u53d1\u73b0\uff0c\u89c4\u5f8b\u7684\u603b\u7ed3\uff0c\u4ee5\u53ca\u6982\u5ff5\u7684\u6cdb\u5316\u8fd9\u51e0\u4e2a\u6b65\u9aa4<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u5982\u56fe11\u6240\u793a\uff09<\/span><span style=\"font-size: 15px;\">\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.5648148148148148\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-04f876ab10521a9cfce95ab51cc59e7a.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe11. \u79d1\u5b66\u53d1\u73b0\u7684\u73af\u8282\u53ca\u5176\u4e4b\u95f4\u7684\u5173\u7cfb<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u9996\u5148\u7b2c\u4e00\u4e2a\u6b65\u9aa4\uff0c<strong>\u53d1\u73b0\u6982\u5ff5\u3001\u8868\u793a\u6216\u8005\u6027\u8d28<\/strong>\u3002\u6bd4\u5982\u6211\u4eec\u9700\u8981\u5bf9\u7ec6\u80de\u7684\u5206\u7c7b\u8fdb\u884c\u8fa8\u8bc6\u3001\u5206\u7c7b\u3001\u8868\u793a\uff0c\u6216\u53d1\u73b0\u7cfb\u7edf\u7684\u56e0\u679c\u7ed3\u6784\uff0c\u6216\u8005\u53d1\u73b0\u7cfb\u7edf\u7684\u5bf9\u79f0\u6027\u7b49\u6027\u8d28\u7b49\u7b49\u3002\u800cAI\u5728\u8868\u5f81\u5b66\u4e60\u3001\u5206\u7c7b\u5b66\u4e60\u3001\u56e0\u679c\u53d1\u73b0\u7b49\u9886\u57df\u90fd\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u5728\u8fd9\u4e00\u4e2a\u6b65\u9aa4\u7684\u80fd\u529b\u5f97\u5230\u589e\u5f3a\u3002\u8fd1\u671f\u5218\u5b50\u9e23\u7b49\u4eba\u7684\u5de5\u4f5c\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u53d1\u73b0\u4e86\u5b88\u6052\u5f8b [21]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5176\u6b21\u662f<strong>\u53d1\u73b0\u6982\u5ff5\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5373\u7269\u7406\u5b9a\u5f8b\u53d1\u73b0\u7684\u8fc7\u7a0b<\/strong>\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u4f7f\u7528\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u53d1\u73b0\u516c\u5f0f\u3002\u8fd9\u91cc\u6d89\u53ca\u5230\u7b26\u53f7\u56de\u5f52\u76f8\u5173\u7684\u6280\u672f\uff0c\u4e5f\u6709\u4e86\u76f8\u5f53\u4e00\u90e8\u5206\u7684\u5de5\u4f5c\uff0c\u6bd4\u5982\u524d\u6587\u63d0\u5230\u7684AI\u8d39\u66fc2.0\u7b49 [22-24]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u6700\u540e\u662f<strong>\u6982\u5ff5\u7684\u6cdb\u5316<\/strong>\u3002\u8fd9\u53ef\u4ee5\u5bf9\u5e94\u7684\u4f8b\u5b50\u662f\uff0c\u5c06\u80fd\u91cf\u6a21\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Energy-based model\uff09<\/span><span style=\"font-size: 15px;\">\u7d2f\u52a0\u540e\u5f97\u5230\u66f4\u590d\u6742\u7684\u6a21\u578b[25\uff0c26]\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002\u4ee5\u53ca few-shot \u5b66\u4e60[27]\uff0c\u5927\u6a21\u578b\u4e2d\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u4f7f\u7528\u7b49 [28]\uff0c\u90fd\u53ef\u4ee5\u505a\u5230\u5c06\u6a21\u578b\u6cdb\u5316\u5230\u66f4\u590d\u6742\u7684\u6982\u5ff5\u548c\u4f7f\u7528\u573a\u666f\u4e2d\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"376\" data-backw=\"562\" data-ratio=\"0.6687041564792175\"  data-type=\"png\" data-w=\"818\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-b694b5c47b66a1b9eac4c740be8216e9.png\"  \/><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.5em;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe12. \u4f7f\u7528\u7b26\u53f7\u56de\u5f52\u53d1\u73b0\u7269\u7406\u5b9a\u5f8b\u3002| \u6765\u6e90\uff1aUdrescu, Silviu-Marian, et al. &#8220;AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularity.&#8221; NeurIPS 2020 https:\/\/arxiv.org\/abs\/2006.10782<\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[21]Liu, Ziming, and Max Tegmark. &#8220;Machine learning conservation laws from trajectories.&#8221; Physical Review Letters 126.18 (2021): 180604.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[22]Udrescu, Silviu-Marian, et al. &#8220;AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularity.&#8221; NeurIPS 2020<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[23] Wu, Tailin, and Max Tegmark. &#8220;Toward an artificial intelligence physicist for unsupervised learning.&#8221; Physical Review E 100.3 (2019): 033311.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[24] Mundhenk, Terrell, et al. &#8220;Symbolic regression via deep reinforcement learning enhanced genetic programming seeding.&#8221; NeurIPS 2021<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[25] Du, Yilun, Shuang Li, and Igor Mordatch. &#8220;Compositional visual generation with energy based models.&#8221; NeurIPS 2020<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[26] Wu, Tailin, et al. &#8220;Zeroc: A neuro-symbolic model for zero-shot concept recognition and acquisition at inference time.&#8221; NeurIPS 2022<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[27] Cao, Kaidi, Maria Brbic, and Jure Leskovec. &#8220;Concept learners for few-shot learning.&#8221; ICLR 2021<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[28] Brown, Tom, et al. &#8220;Language models are few-shot learners.&#8221; NeurIPS 2020<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;white-space: normal;outline: 0px;letter-spacing: 0.544px;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<p style=\"color: rgb(73, 73, 73);text-align: center;\"><br  \/><\/p>\n<\/section>\n<h3 style=\"white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(34, 34, 34);font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">3. Science for AI<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u79d1\u5b66\u589e\u5f3aAI\u8fd9\u4e00\u90e8\u5206\u5185\u5bb9\uff0c\u6838\u5fc3\u89c2\u70b9\u5728\u4e8e\uff0c\u6211\u4eec\u53ef\u4ee5<strong>\u5c06\u79d1\u5b66\u4e2d\u7684\u5f88\u591a\u6982\u5ff5\u6216\u5b9a\u5f8b\u4f5c\u4e3a\u5148\u9a8c\u77e5\u8bc6\u6216\u7ea6\u675f\u5f15\u5165AI\u6a21\u578b<\/strong>\uff0c\u4f7f\u5f97\u6a21\u578b\u8868\u73b0\u51fa\u66f4\u5f3a\u5927\u7684\u6548\u679c\uff0c\u56fe5\u5c55\u793a\u4e86\u90e8\u5206\u79d1\u5b66\u6982\u5ff5\u5f15\u5165AI\u6a21\u578b\uff0c\u5e76\u4e3aAI\u6a21\u578b\u53d6\u5f97\u91cd\u5927\u7a81\u7834\u7684\u4f8b\u5b50\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u5728\u8bfb\u4e66\u4f1a\u540e\u7eed\u7684\u5206\u4eab\u4e2d\uff0c\u4f1a\u5c55\u5f00\u4ecb\u7ecd\u5176\u4e2d\u4e00\u4e9b\u91cd\u8981\u7684\u5206\u652f\u3002\u6bd4\u5982\u7269\u7406\u542f\u53d1\u7684\u751f\u6210\u6a21\u578b\uff0c\u5305\u62ec\u80fd\u91cf\u6a21\u578b\u3001\u6269\u6563\u6a21\u578b\u3001\u91cf\u5b50\u751f\u6210\u6a21\u578b\u7b49[29]\uff0c\u4ee5\u53ca\u4e00\u4e9b\u7269\u7406\u542f\u53d1\u7684\u5b66\u4e60\u7406\u8bba\uff0c\u5982\u76f8\u53d8\u3001\u573a\u8bba\u7b49\u7406\u8bba\u542f\u53d1\u7684\u5b66\u4e60\u6a21\u578b[30]\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-backh=\"159\" data-backw=\"562\" data-ratio=\"0.2824074074074074\"  data-type=\"png\" data-w=\"1080\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-9aabb078cfcb06e8059c7f1dcce8d349.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.3\"  data-type=\"png\" data-w=\"1080\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-42cc4198beced32a314edfc1d0e5e097.png\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe13. \u79d1\u5b66\u6982\u5ff5\u5bf9\u4e8eAI\u6a21\u578b\u7684\u589e\u5f3a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;outline: 0px;letter-spacing: 0.544px;white-space: normal;line-height: 1.7;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;visibility: visible;\">\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"108\" data-source-title=\"\" data-text=\"\u8bba\u6587\u6807\u9898\uff1aTensor networks for unsupervised machine learning\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/journals.aps.org\/pre\/abstract\/10.1103\/PhysRevE.107.L012103\" data-editid=\"moa3koayoklpwgzzsw\" style=\"outline: 0px;color: rgba(0, 0, 0, 0.5);\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;letter-spacing: 0.544px;\">[29] Xu, Yilun, et al. &#8220;Poisson flow generative models.&#8221; NeurIPS 2022<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[30] Liu, Ziming, et al. &#8220;Towards understanding grokking: An effective theory of representation learning.&#8221; Advances in Neural Information Processing Systems 35 (2022): 34651-34663.<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(34, 34, 34);font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">4. AI + Science \u4e0b\u4e00\u6b65\u5173\u6ce8\u4ec0\u4e48\u95ee\u9898\uff1f<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">AI+Science\u662f\u4e00\u4e2a\u9010\u6e10\u5174\u8d77\u7684\u7814\u7a76\u65b9\u5411\u3002\u5728\u8fd9\u4e2a\u9886\u57df\u6211\u4eec\u63a5\u4e0b\u6765\u5e94\u8be5\u5173\u6ce8\u7684\u662f\u4ec0\u4e48\u95ee\u9898\u5462\uff1f\u8bb2\u8005\u8ba4\u4e3a\uff0c\u4e00\u4e2a\u8db3\u591f\u91cd\u8981\u4e14\u6709\u6f5c\u529b\u7684\u95ee\u9898\u5e94\u8be5\u6ee1\u8db3\u4ee5\u4e0b\u51e0\u4e2a\u6761\u4ef6\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">1\uff09\u666e\u9002\u4e14\u5f71\u54cd\u6df1\u8fdc\u3002\u4e5f\u5c31\u662f\u8bf4\u8fd9\u4e2a\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u88ab\u7528\u4e8e\u89e3\u51b3\u5176\u4ed6\u5f88\u591a\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">2\uff09\u8fd9\u4e2a\u95ee\u9898\u672c\u8eab\u53ef\u80fd\u76ee\u524d\u770b\u8d77\u6765\u662f\u6a21\u7cca\u7684\uff0c\u4f46\u57282-3\u5e74\u5185\u662f\u6709\u5e0c\u671b\u89e3\u51b3\u7684\uff1b<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 8px;\"><span style=\"font-size: 15px;\">3\uff09\u6709\u5145\u8db3\u7684\u6570\u636e\uff1b<\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">4\uff09\u6709\u660e\u786e\u7684\u8bc4\u4ef7\u76ee\u6807\uff1b<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u53ef\u4ee5\u770b\u5230\uff0c\u50cf ChatGPT \u548c AlphaFold \u5176\u5b9e\u90fd\u6ee1\u8db3\u8fd9\u6837\u7684\u6761\u4ef6\uff0c\u73b0\u5982\u4eca\u5b83\u4eec\u4e5f\u786e\u5b9e\u6210\u4e3a\u4e86AI\u6280\u672f\u7684\u73b0\u8c61\u7ea7\u4ea7\u54c1\u3002\u6216\u8bb8\u6cbf\u7740\u8fd9\u4e00\u601d\u8def\uff0c\u4e0b\u4e00\u4e2a ChatGPT \u548c AlphaFold \u4e5f\u5c06\u5f88\u5feb\u51fa\u73b0\u3002\u5434\u6cf0\u9716\u8001\u5e08\u4e5f\u5728\u5206\u4eab\u65f6\u63d0\u51fa\u4e86\u81ea\u5df1\u7684\u60f3\u6cd5\uff1a\u6211\u4eec\u662f\u5426\u80fd\u591f\u521b\u5efa\u4e00\u4e2a\u96c6\u6210\u5e73\u53f0\uff0c\u6211\u4eec\u53ea\u9700\u8981\u7ed9\u51fa\u4e00\u4e9b\u6587\u672c\u547d\u4ee4\u6216\u8005\u51fd\u6570\u5f62\u5f0f\uff0c\u8fd9\u4e2a\u5e73\u53f0\u5c31\u80fd\u591f\u81ea\u52a8\u8bbe\u8ba1\u51fa\u7b26\u5408\u6211\u4eec\u8981\u6c42\u7684\u7cfb\u7edf\uff0c\u6bd4\u5982\u53d1\u52a8\u673a\u7684\u5f62\u72b6\uff0c\u6216\u8005\u7ed9\u51fa\u7cfb\u7edf\u6700\u4f18\u7684\u53c2\u6570\u7b49\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">AI + Science \u6b63\u65b9\u5174\u672a\u827e\uff0cAI\u548c\u79d1\u5b66\u7684\u7ed3\u5408\u4ec5\u88ab\u6316\u6398\u51fa\u4e86\u51b0\u5c71\u4e00\u89d2\uff0c\u800cAI\u7684\u8fc5\u901f\u53d1\u5c55\u53c8\u80fd\u7ed9\u4e8c\u8005\u7ed3\u5408\u7684\u6548\u80fd\u63d0\u4f9b\u5f3a\u6709\u529b\u7684\u6f5c\u529b\u3002\u5bf9\u4e8eAI + Science\uff0c\u8fd9\u662f\u4e00\u4e2a\u6700\u597d\u7684\u65f6\u4ee3\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u8bb2\u8005\u7b80\u4ecb<\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h2 dir=\"ltr\" style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;text-align: center;\"><img loading=\"lazy\" class=\"rich_pages wxw-img\" data-ratio=\"0.9541015625\"  data-type=\"png\" data-w=\"1024\" height=\"404\" style=\"outline: 0px;box-sizing: border-box !important;width: 204px !important;visibility: visible !important;\" width=\"422\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-9362fe8c7b6a5a18ef9af83b6c9cf26b.png\"  \/><\/h2>\n<h2 dir=\"ltr\" style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><strong style=\"outline: 0px;\"><span style=\"font-size: 14px;outline: 0px;\">\u5434\u6cf0\u9716<\/span><\/strong><span style=\"font-size: 14px;outline: 0px;\">\u662f\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u535a\u58eb\u540e\u7814\u7a76\u5458\uff0c\u7531Jure Leskovec\u6559\u6388\u6307\u5bfc\u3002\u4ed6\u4ece\u9ebb\u7701\u7406\u5de5\u7269\u7406\u5b66\u535a\u58eb\u6bd5\u4e1a\uff0c\u5176\u6bd5\u4e1a\u8bba\u6587\u4e3b\u9898\u4e3aAI for Physics and Physics for AI\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u5317\u4eac\u5927\u5b66\u3002\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u4e3aAI+Science\uff0c\u5305\u62ec\u5f00\u53d1\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u7528\u4e8e\u5927\u89c4\u6a21\u79d1\u5b66\u548c\u5de5\u7a0b\u6a21\u62df\uff0c\u5f00\u53d1\u795e\u7ecf\u7b26\u53f7\u65b9\u6cd5\u7528\u4e8e\u79d1\u5b66\u53d1\u73b0\uff0c\u4ee5\u53ca\u7531\u79d1\u5b66\u95ee\u9898\u542f\u53d1\u7684\u8868\u793a\u5b66\u4e60\uff08\u8fd0\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u3001\u4fe1\u606f\u7406\u8bba\u548c\u7269\u7406\u7b49\u65b9\u6cd5\uff09\u3002\u4ed6\u7684\u5de5\u4f5c\u53d1\u8868\u5728NeurIPS\u3001ICLR\u3001UAI\u7b49\u9876\u7ea7\u673a\u5668\u5b66\u4e60\u4f1a\u8bae\u4ee5\u53ca\u7269\u7406\u5b66\u9876\u7ea7\u671f\u520a\u4e0a\uff0c\u5e76\u88abMIT Technology Review\u62a5\u9053\u3002\u4ed6\u662f\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u9662\u520a\uff08PNAS\uff09\u3001Nature Communications\u3001Nature Machine Intelligence\u3001Science Advances\u7b49\u7efc\u5408\u671f\u520a\u7684\u5ba1\u7a3f\u4eba\u3002<\/span><\/span><\/h2>\n<h2 dir=\"ltr\" style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;line-height: 1.75em;text-align: left;\"><span style=\"outline: 0px;font-size: 14px;color: rgb(136, 136, 136);\">\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/tailin.org\/<\/span><\/h2>\n<section style=\"margin-bottom: 0px;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, 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0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">AI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<p style=\"outline: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">AI+Science \u662f\u8fd1\u5e74\u5174\u8d77\u7684\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u76f8\u7ed3\u5408\u7684\u4e00\u79cd\u8d8b\u52bf\u3002\u4e00\u65b9\u9762\u662f AI for Science\uff0c\u673a\u5668\u5b66\u4e60\u548c\u5176\u4ed6 AI \u6280\u672f\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u95ee\u9898\uff0c\u4ece\u9884\u6d4b\u5929\u6c14\u548c\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u5230\u6a21\u62df\u661f\u7cfb\u78b0\u649e\u3001\u8bbe\u8ba1\u4f18\u5316\u6838\u805a\u53d8\u53cd\u5e94\u5806\uff0c\u751a\u81f3\u50cf\u79d1\u5b66\u5bb6\u4e00\u6837\u8fdb\u884c\u79d1\u5b66\u53d1\u73b0\uff0c\u88ab\u79f0\u4e3a\u79d1\u5b66\u53d1\u73b0\u7684\u201c\u7b2c\u4e94\u8303\u5f0f\u201d\u3002\u53e6\u4e00\u65b9\u9762\u662f Science for AI\uff0c\u79d1\u5b66\u5c24\u5176\u662f\u7269\u7406\u5b66\u4e2d\u7684\u89c4\u5f8b\u548c\u601d\u60f3\u542f\u53d1\u673a\u5668\u5b66\u4e60\u7406\u8bba\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u5168\u65b0\u7684\u89c6\u89d2\u548c\u65b9\u6cd5\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;\"><span style=\"outline: 0px;text-indent: 0em;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;letter-spacing: 0.544px;\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u6cf0\u9716\uff08Jure Leskovec \u6559\u6388\u6307\u5bfc\uff09\u3001\u54c8\u4f5b\u91cf\u5b50\u8ba1\u5212\u7814\u7a76\u5458\u6248\u9e3f\u4e1a\u3001\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7269\u7406\u7cfb\u535a\u58eb\u751f\u5218\u5b50\u9e23\uff08Max Tegmark \u6559\u6388\u6307\u5bfc\uff09\uff0c\u5171\u540c\u53d1\u8d77\u4ee5<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u201cAI+Science\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;cursor: pointer;color: var(--weui-LINK);-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\" rel=\"noopener noreferrer\">\u201cAI+Science<\/a>\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u63a2\u8ba8\u8be5\u9886\u57df\u7684\u91cd\u8981\u95ee\u9898\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002\u8bfb\u4e66\u4f1a\u4ece2023\u5e743\u670826\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u65e9\u4e0a 9:00-11:00 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normal;clear: both;min-height: 1em;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659349&amp;idx=1&amp;sn=5e0bcad718d122a04e1b34a8bf94f906&amp;chksm=e89935d8dfeebcceb72a61c9c7602a6042eefad7bf106147d81c3110e04c6f61fbde5214aec9&amp;scene=21#wechat_redirect\" textvalue=\"\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;outline: 0px;white-space: normal;background-color: rgb(255, 255, 255);\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0px;white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);text-align: center;justify-content: center;\">\n<section style=\"outline: 0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">\u201c\u540eChatGPT\u201d\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<p style=\"outline: 0px;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(136, 136, 136);\">2022\u5e7411\u670830\u65e5\uff0c\u4e00\u4e2a\u73b0\u8c61\u7ea7\u5e94\u7528\u7a0b\u5e8f\u8bde\u751f\u4e8e\u4e92\u8054\u7f51\uff0c\u8fd9\u5c31\u662fOpenAI\u5f00\u53d1\u7684ChatGPT\u3002\u4ece\u95ee\u7b54\u5230\u5199\u7a0b\u5e8f\uff0c\u4ece\u63d0\u53d6\u6458\u8981\u5230\u8bba\u6587\u5199\u4f5c\uff0cChatGPT\u5c55\u73b0\u51fa\u4e86\u591a\u6837\u5316\u7684\u901a\u7528\u667a\u80fd\u3002\u4e8e\u662f\uff0c\u5fae\u8f6f\u3001\u8c37\u6b4c\u3001\u767e\u5ea6\u3001\u963f\u91cc\u3001\u8baf\u98de\uff0c\u4e92\u8054\u7f51\u5927\u4f6c\u4eec\u7eb7\u7eb7\u6469\u62f3\u64e6\u638c\u51c6\u5907\u5165\u573a\u2026\u2026\u4f46\u662f\uff0c\u8bf7\u5148\u51b7\u9759\u4e00\u4e0b\u2026\u2026 \u73b0\u5728 all in \u5927\u8bed\u8a00\u6a21\u578b\u662f\u5426\u771f\u7684\u5408\u9002\uff1f\u8981\u77e5\u9053\uff0cChatGPT\u7684\u80cc\u540e\u5176\u5b9e\u5c31\u662f\u6df1\u5ea6\u5b66\u4e60+\u5927\u6570\u636e+\u5927\u6a21\u578b\uff0c\u800c\u8fd9\u4e9b\u8981\u7d20\u65e9\u57285\u5e74\u524d\u7684AlphaGo\u65f6\u671f\u5c31\u5df2\u7ecf\u5f00\u59cb\u706b\u70ed\u4e86\u30025\u5e74\u524d\u6ca1\u6709\u6293\u4f4f\u673a\u9047\uff0c\u73b0\u5728\u53c8\u51ed\u4ec0\u4e48\u53ef\u4ee5\u642d\u4e0a\u5927\u8bed\u8a00\u6a21\u578b\u8fd9\u8d9f\u5217\u8f66\u5462\uff1f<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;line-height: 2em;\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;outline: 0px;color: rgb(34, 34, 34);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;line-height: 2em;\"><span style=\"outline: 0px;font-size: 15px;color: rgb(136, 136, 136);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u7279\u522b\u7ec4\u7ec7<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247656500&amp;idx=1&amp;sn=ef9d94a43068525c3b8aa155d8cd9cdc&amp;chksm=e8993eb9dfeeb7af86c86834c2952d4a130be87bfd162a33907c5da6edb6cdd87cc1e4f9b69e&amp;scene=21#wechat_redirect\" textvalue=\"\u201c\u540e ChatGPT\u201d\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"color: var(--weui-LINK);outline: 0px;cursor: pointer;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\" rel=\"noopener noreferrer\">\u201c\u540e ChatGPT\u201d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u7531\u5317\u5e08\u5927\u6559\u6388\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u521b\u59cb\u4eba\u5f20\u6c5f\u8001\u5e08\u8054\u5408\u8096\u8fbe\u3001\u674e\u5ae3\u7136\u3001\u5d14\u9e4f\u3001\u4faf\u6708\u6e90\u3001\u949f\u7ff0\u5ef7\u3001\u5362\u71da\u7b49\u591a\u4f4d\u8001\u5e08\u5171\u540c\u53d1\u8d77\uff0c\u65e8\u5728\u7cfb\u7edf\u6027\u5730\u68b3\u7406ChatGPT\u6280\u672f\uff0c\u5e76\u53d1\u73b0\u5176\u5f31\u70b9\u4e0e\u77ed\u677f\u3002\u672c\u7cfb\u5217\u8bfb\u4e66\u4f1a\u7ebf\u4e0a\u8fdb\u884c\uff0c2023\u5e743\u67083\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e94\u665a\uff0c\u6b22\u8fce\u62a5\u540d\u4ea4\u6d41\u3002<\/span><\/section>\n<p style=\"outline: 0px;\"><br  \/><\/p>\n<\/section>\n<p style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;white-space: normal;outline: 0px;letter-spacing: 0.544px;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 2em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247656500&amp;idx=1&amp;sn=ef9d94a43068525c3b8aa155d8cd9cdc&amp;chksm=e8993eb9dfeeb7af86c86834c2952d4a130be87bfd162a33907c5da6edb6cdd87cc1e4f9b69e&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" hasload=\"1\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\" style=\"outline: 0px;line-height: 0;vertical-align: bottom;user-select: none;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.6\"  data-w=\"1080\" style=\"outline: 0px;border-width: 0px;border-style: initial;border-color: initial;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;text-align: center;box-sizing: border-box !important;width: 677px !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2023\/04\/wxsync-2023-04-35eedf521d4779cb7c105e581c7de1c9.jpeg\"  \/><\/span><\/a><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247656500&amp;idx=1&amp;sn=ef9d94a43068525c3b8aa155d8cd9cdc&amp;chksm=e8993eb9dfeeb7af86c86834c2952d4a130be87bfd162a33907c5da6edb6cdd87cc1e4f9b69e&amp;scene=21#wechat_redirect\" textvalue=\"\u201c\u540e ChatGPT\u201d\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u4ece\u901a\u7528\u4eba\u5de5\u667a\u80fd\u5230\u610f\u8bc6\u673a\u5668\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" style=\"text-decoration: underline;font-size: 15px;\" rel=\"noopener noreferrer\">\u201c\u540e ChatGPT\u201d\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u4ece\u901a\u7528\u4eba\u5de5\u667a\u80fd\u5230\u610f\u8bc6\u673a\u5668<\/a><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><br  \/><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);text-align: left;\"><span style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 13px;color: rgb(136, 136, 136);\">\u62a5\u540d\u94fe\u63a5\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);text-align: left;\"><span style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 13px;color: rgb(136, 136, 136);\">https:\/\/pattern.swarma.org\/study_group\/23?from=wechat<\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);text-align: left;\"><span style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 13px;color: rgb(136, 136, 136);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;outline: 0px;color: rgba(0, 0, 0, 0.9);font-family: system-ui, -apple-system, &quot;system-ui&quot;, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);text-align: left;\"><span style=\"outline: 0px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 13px;color: rgb(136, 136, 136);\"><br  \/><\/span><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;color: rgb(0, 0, 0);font-size: 16px;text-align: center;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;\">1.&nbsp;<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247661388&amp;idx=1&amp;sn=da17427bc2e50e0d1fa2ecdd5a4fc689&amp;chksm=e8992dc1dfeea4d7e648f87f65b408a1549a908470b35de11229bada3c923c4189acbe6df012&amp;scene=21#wechat_redirect\" textvalue=\"Wolfram\uff1aAI \u4f1a\u62a2\u8d70\u6240\u6709\u5de5\u4f5c\u5e76\u7ec8\u7ed3\u4eba\u7c7b\u5386\u53f2\u5417\uff1f\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">Wolfram\uff1aAI \u4f1a\u62a2\u8d70\u6240\u6709\u5de5\u4f5c\u5e76\u7ec8\u7ed3\u4eba\u7c7b\u5386\u53f2\u5417\uff1f<\/a><\/strong><\/span><strong style=\"outline: 0px;\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">2.<\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">&nbsp;<\/strong><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659365&amp;idx=1&amp;sn=d90cd2b209b6da9eefeb32b7e450e4ba&amp;chksm=e89935e8dfeebcfe7f8fdfd9d1192a54004a95c48c8e94d37d17b3718dad647ec3862a6e58ea&amp;scene=21#wechat_redirect\" textvalue=\"AI\u4f55\u4ee5\u6d8c\u73b0\uff1a\u590d\u6742\u9002\u5e94\u7cfb\u7edf\u89c6\u89d2\u7684ChatGPT\u548c\u5927\u8bed\u8a00\u6a21\u578b\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">AI\u4f55\u4ee5\u6d8c\u73b0\uff1a\u590d\u6742\u9002\u5e94\u7cfb\u7edf\u89c6\u89d2\u7684ChatGPT\u548c\u5927\u8bed\u8a00\u6a21\u578b<\/a><\/strong><\/span><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">3.&nbsp;<\/strong><\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247661388&amp;idx=2&amp;sn=07874f749cf80a975830dcdf588d1eb3&amp;chksm=e8992dc1dfeea4d78b297d3314b81a3f29a5d5d9f04d99ca28c41c5ce30d00baf89978bca83e&amp;scene=21#wechat_redirect\" textvalue=\"\u4e00\u4f5c\u89e3\u8bfb\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684Neural Scaling Law (\u795e\u7ecf\u6807\u5ea6\u5f8b)\u548c\u5bf9AI+Science\u7684\u542f\u53d1\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4e00\u4f5c\u89e3\u8bfb\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684Neural Scaling Law (\u795e\u7ecf\u6807\u5ea6\u5f8b)\u548c\u5bf9AI+Science\u7684\u542f\u53d1<\/a><\/strong><\/strong><\/span><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">4.&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247576923&amp;idx=2&amp;sn=57f0d320812c01ff6f5ea97c09fc9623&amp;chksm=e896f7d6dfe17ec038e8d238dae313119fca8c62aabd4730896bc99398db981dd5d9d3e0b927&amp;scene=21#wechat_redirect\" textvalue=\"\u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;text-decoration: underline;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;letter-spacing: 0.544px;\" rel=\"noopener noreferrer\"><strong style=\"outline: 0px;\">\u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">5.&nbsp;<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247617062&amp;idx=1&amp;sn=e963acb6885ea3b26d32e91c12eae076&amp;chksm=e89650abdfe1d9bddf82c71e612a15bc4393d0a61cde39d325b01b3099247145c98b492c37b8&amp;scene=21#wechat_redirect\" textvalue=\"\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u200d\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;letter-spacing: 0.544px;\" rel=\"noopener noreferrer\"><strong style=\"outline: 0px;\"><span style=\"outline: 0px;letter-spacing: 0.544px;text-decoration: underline;\">\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a><\/strong><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;\"><strong style=\"outline: 0px;\">6<strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\">.&nbsp;<\/strong><\/strong><\/strong><span style=\"text-decoration: underline;\"><strong style=\"outline: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"><strong style=\"outline: 0px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247659079&amp;idx=2&amp;sn=bb67a4c87c48119faa8134c2f2b5a27d&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u200d\u6742\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\"><strong style=\"outline: 0px;\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/span><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><br  \/><\/p>\n<\/section>\n<section style=\"outline: currentcolor none 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;margin-bottom: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;font-size: 15px;text-align: left;color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><span style=\"outline: 0px;background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540dAI+Science\u8bfb\u4e66\u4f1a<\/span><\/strong><\/section>\n<p style=\"display: none;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed \u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\uff0c\u8de8\u8d8a\u5e7f\u9614\u7684\u7a7a\u95f4\u548c\u65f6\u95f4\u5c3a\u5ea6\uff0cAI + Science \u5728\u53d1\u73b0\u57fa\u672c\u7c92\u5b50\u3001\u91cf\u5b50\u8ba1\u7b97\u3001\u86cb\u767d\u8d28\u6a21\u62df\u3001\u6750\u6599\u8bbe\u8ba1\u3001\u53ef\u63a7\u6838\u805a\u53d8\u3001\u6c14\u8c61\u9884\u6d4b\u3001\u78b3\u6355\u6349\u7b49\u653f\u7b56\u8bbe\u8ba1\u3001\u63a2\u7d22\u6d69\u701a\u5b87\u5b99\u7b49\u5404\u4e2a\u65b9\u9762\uff0c\u90fd\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002\u4e00\u65b9\u9762\uff0c\u5404\u4e2a\u79d1\u5b66\u9886\u57df\u4e2d\u7684\u91cd\u5927\u95ee\u9898\u4e3a AI \u7814\u7a76\u5e26\u6765\u5168\u65b0\u7684\u6311\u6218\u548c\u673a\u4f1a\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u6700\u65b0\u7684 AI \u6280\u672f\u4e3a&#8230;<\/p>\n","protected":false},"author":0,"featured_media":41828,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/41846"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=41846"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/41846\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/41828"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=41846"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=41846"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=41846"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=41846"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}