{"id":60438,"date":"2025-06-05T22:11:20","date_gmt":"2025-06-05T14:11:20","guid":{"rendered":"https:\/\/swarma.org\/?p=60438"},"modified":"2025-06-05T22:11:20","modified_gmt":"2025-06-05T14:11:20","slug":"%e7%a5%9e%e7%bb%8f%e7%83%ad%e5%8a%9b%e5%ad%a6%e5%ae%9a%e5%be%8b%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%e5%ad%a6%e4%b9%a0%e7%8e%87%e8%b0%83%e9%85%8d%e4%b8%8e%e7%83%ad%e5%8a%9b%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=60438","title":{"rendered":"\u795e\u7ecf\u70ed\u529b\u5b66\u5b9a\u5f8b\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u5b66\u4e60\u7387\u8c03\u914d\u4e0e\u70ed\u529b\u5b66\u5b9a\u5f8b\u7684\u6df1\u5c42\u8054\u7cfb"},"content":{"rendered":"<div class='wxsyncmain'>\n<section data-mpa-powered-by=\"yiban.io\" data-pm-slice=\"0 0 []\" data-mpa-action-id=\"mbiweicn1v73\" style=\"text-align: justify\">\n<section>\n<section>\n<section data-mpa-powered-by=\"yiban.io\" style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px\" data-pm-slice=\"0 0 []\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px;vertical-align: top\">\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\">\n<section><span><img class=\"rich_pages wxw-img\" data-ratio=\"0.5604395604395604\" data-s=\"300,640\" data-type=\"png\" data-w=\"1456\" style=\"width: 100%\" data-backw=\"578\" data-backh=\"324\" data-galleryid=\"617064825175998464\" data-gallerysupplier=\"100\" data-imgfileid=\"100230476\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-050133f8b388dae0e5c5ea90ac0f5c84.png\" \/><\/span><\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px 3px 0px 0px;max-width: 100%;float: left;line-height: 1\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 0px 0px 10px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span><br \/><\/span><\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 16px;line-height: 1.5\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span>\u6458\u8981<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px 4px;max-width: 100%;clear: right;min-height: 4.5em !important\">\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span><span>\u9664\u4e86\u795e\u7ecf\u6807\u5ea6\u5f8b\u4e4b\u5916\uff0c\u4eba\u4eec\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u80cc\u540e\u7684\u5b9a\u5f8b\u77e5\u4e4b\u751a\u5c11\u3002\u6211\u4eec\u4ecb\u7ecd\u4e86\u795e\u7ecf\u70ed\u529b\u5b66\u5b9a\u5f8b(NTL)\u2014\u2014\u4e00\u4e2a\u65b0\u7684\u6846\u67b6\uff0c\u4e3aLLM\u8bad\u7ec3\u52a8\u529b\u5b66\u63d0\u4f9b\u4e86\u65b0\u7684\u89c1\u89e3\u3002\u5728\u7406\u8bba\u65b9\u9762\uff0c\u6211\u4eec\u8bc1\u660e\u4e86\u5173\u952e\u7684\u70ed\u529b\u5b66\u91cf\uff08\u5982\u6e29\u5ea6\u3001\u71b5\u3001\u70ed\u5bb9\u3001\u70ed\u4f20\u5bfc\uff09\u548c\u7ecf\u5178\u7684\u70ed\u529b\u5b66\u539f\u7406\uff08\u5982\u70ed\u529b\u5b66\u4e09\u5927\u5b9a\u5f8b\u548c\u5747\u5206\u5b9a\u7406\uff09\u5728\u6cb3\u6d41-\u5c71\u8c37\u635f\u5931\u666f\u89c2\uff08river-valley loss landscape\uff09\u5047\u8bbe\u4e0b\u81ea\u7136\u6d8c\u73b0\u3002\u5728\u5b9e\u8df5\u65b9\u9762\uff0c\u8fd9\u79cd\u79d1\u5b66\u7684\u89c2\u70b9\u4e3a\u8bbe\u8ba1\u5b66\u4e60\u7387\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u6307\u5bfc\u65b9\u9488\u3002<\/span><\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span><br \/><\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span>\u5173\u952e\u8bcd\uff1a<\/span><span>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bad\u7ec3\u3001\u70ed\u529b\u5b66\u5b9a\u5f8b\u3001\u6cb3\u6d41-\u5c71\u8c37\u635f\u5931\u666f\u89c2\uff08river-valley loss landscape\uff09\u3001\u5b66\u4e60\u7387\u8c03\u5ea6\uff08learning rate schedule\uff09\u3001\u71b5\u529b\uff08entropic force\uff09<\/span><\/span><\/strong><\/p>\n<\/section>\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;line-height: 0\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.07314814814814814\" data-type=\"png\" data-w=\"1080\" style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;width: 677px !important;height: auto !important\" data-fileid=\"100098753\" data-imgfileid=\"100227057\" src=\"\" \/><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;font-style: normal;font-weight: 400;text-align: right;text-indent: 0px;text-transform: none;letter-spacing: 0.578px;line-height: 1.75em\" data-pm-slice=\"3 6 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;font-family: PingFangSC-light;font-size: 13px\" data-pm-slice=\"0 0 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u5f6d\u6668<\/span><\/span><strong style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;font-family: PingFangSC-light;font-size: 13px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">&nbsp;<\/span><\/span><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">| \u4f5c\u8005<\/span><\/span><\/strong><\/span><\/strong><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;font-style: normal;font-weight: 400;text-align: right;text-indent: 0px;text-transform: none;letter-spacing: 0.578px;line-height: 1.75em\" data-pm-slice=\"3 6 []\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;font-family: PingFangSC-light;font-size: 13px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/strong><\/span><\/strong><\/section>\n<section><span><br \/><\/span><\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;text-align: justify;text-indent: 0px;text-transform: none;letter-spacing: 0.578px\" data-pm-slice=\"0 0 []\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section data-tools=\"135\u7f16\u8f91\u5668\" data-id=\"88077\" style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px auto;padding: 15px 0px 0px;max-width: 100%\">\n<section style=\"margin: 0px 0px -14px;padding: 0px;max-width: 100%;justify-content: flex-end\">\n<section style=\"margin: -14px 0px 0px;padding: 0px;max-width: 100%;width: 5px;height: 5px;border-right: none;border-top: none;overflow: hidden\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/section>\n<\/section>\n<section data-width=\"100%\" style=\"margin: 0px auto;padding: 0px;max-width: 100%;width: 578px;border-width: 1px;border-style: solid\">\n<section style=\"margin: 0px;padding: 3px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 10px;max-width: 100%;border-width: 1px;border-style: solid\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px;letter-spacing: 1.5px;line-height: 25px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;vertical-align: inherit;text-align: center\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"font-weight: bold\">\u8bfb\u4e66\u4f1a\u63a8\u8350<\/span><\/span><\/span><\/p>\n<section data-tool=\"mdnice\u7f16\u8f91\u5668\" data-website=\"https:\/\/www.mdnice.com\" data-pm-slice=\"0 0 []\" style=\"margin: 0px;padding: 0px;max-width: 100%;line-height: 2em\">\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 0px;padding: 8px 0px;max-width: 100%;clear: both;min-height: 1em;font-size: 15px;line-height: 2em;letter-spacing: 0em;text-align: justify;text-indent: 0em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><span>\u300c<\/span><a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span>\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027<\/span><\/a><span>\u300d\u8bfb\u4e66\u4f1a\u4e3b\u8981\u805a\u7126\u4e8e\u4eba\u7c7b\u7406\u89e3AI\u7684\u89c6\u89d2\u8ffd\u95ee\uff1a\u81ea\u4e0b\u800c\u4e0a\uff1aTransformer circuit \u4e3a\u4ec0\u4e48\u6709\u6548\uff1f\u81ea\u4e0a\u800c\u4e0b\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u7cbe\u7ec6\u51b3\u7b56\u903b\u8f91\u548c\u6027\u80fd\u6839\u56e0\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u3001\u6e05\u6670\u5730\u89e3\u91ca\u6e05\u695a\uff1f\u590d\u6742\u79d1\u5b66\uff1a\u6e17\u6d41\u76f8\u53d8\u3001\u6d8c\u73b0\u3001\u81ea\u7ec4\u7ec7\u7b49\u590d\u6742\u79d1\u5b66\u7406\u8bba\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u5b66\u4e60\u80fd\u529b\uff1f\u7cfb\u7edf\u5de5\u7a0b\uff1a\u5982\u4f55\u62e5\u62b1\u4e0d\u786e\u5b9a\u6027\uff0c\u5728\u5177\u4f53\u7684\u4e1a\u754c\u5b9e\u8df5\u4e2d\u521b\u9020\u4ef7\u503c\uff1f<\/span><\/span><\/p>\n<section data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 0px;padding: 8px 0px;max-width: 100%;font-size: 15px;line-height: 2em;letter-spacing: 0em;text-align: justify;text-indent: 0em\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.571\" data-s=\"300,640\" data-type=\"png\" data-w=\"1000\" style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: bottom;height: auto !important;width: 538px !important\" data-imgfileid=\"100230492\" src=\"\" \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: -5px 0px 0px;padding: 0px;max-width: 100%;width: 5px;height: 5px;border-left: none;border-bottom: none;overflow: hidden\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;vertical-align: inherit\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section><span><br \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-ratio=\"0.346875\" data-s=\"300,640\" data-type=\"png\" data-w=\"1280\" data-imgfileid=\"100230479\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-6f37a095b602026d9c82906129a8e5f6.png\" \/><\/section>\n<blockquote>\n<p><span>\u8bba\u6587\u9898\u76ee\uff1aNeural thermodynamic laws for large language model training<\/span><\/p>\n<p><span>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2505.10559<\/span><\/p>\n<p><span>\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e745\u670815\u65e5<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-bottom: 0px;line-height: 1em\"><span><br \/><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span data-mpa-action-id=\"mbiweian1n0d\" style=\"font-size: 15px\"><span>\u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u52a8\u6001\u4e0e\u70ed\u529b\u5b66\u7cfb\u7edf\u95f4\u7684\u76f8\u4f3c\u6027\u5f15\u53d1\u5173\u6ce8\uff1a\u4e24\u8005\u5747\u6d89\u53ca\u6d77\u91cf\u81ea\u7531\u5ea6\u4e0e\u968f\u673a\u6027\u3002\u7136\u800c\uff0cLLM\u7684\u635f\u5931\u51fd\u6570\u666f\u89c2<\/span><span>\uff08loss landscape\uff09<\/span><span>\u56e0\u5176\u201c\u6cb3\u6d41-\u5c71\u8c37\u7ed3\u6784\u201d<\/span><span>\uff08river-valley structure\uff09<\/span><span>\u7684\u590d\u6742\u6027\u2014\u2014\u5e73\u5766\u7f13\u6162\u53d8\u5316\u7684\u6cb3\u6d41\u65b9\u5411<\/span><span>\uff08slow direction\uff09<\/span><span>\u4e0e\u9661\u5ced\u5feb\u901f\u53d8\u5316\u7684\u5c71\u8c37\u65b9\u5411<\/span><span>\uff08fast direction\uff09<\/span><span>\u5171\u5b58\u2014\u2014\u6210\u4e3a\u7406\u89e3\u8bad\u7ec3\u52a8\u529b\u5b66\u7684\u96be\u70b9\u3002Max Tegmark\u56e2\u961f\u6700\u65b0\u63d0\u51fa\u4e86\u795e\u7ecf\u70ed\u529b\u5b66\u5b9a\u5f8b<\/span><span>\uff08Neural Thermodynamic Laws, NTL\uff09<\/span><span>\uff0c\u9996\u6b21\u5c06\u70ed\u529b\u5b66\u6838\u5fc3\u6982\u5ff5<\/span><span>\uff08\u5982\u6e29\u5ea6\u3001\u71b5\u3001\u70ed\u4f20\u5bfc\uff09<\/span><span>\u4e0eLLM\u8bad\u7ec3\u52a8\u6001\u5efa\u7acb\u4e25\u683c\u5bf9\u5e94\uff0c\u5e76\u63a8\u5bfc\u51fa\u53ef\u9a8c\u8bc1\u7684\u5b66\u4e60\u7387\u8c03\u914d\u4f18\u5316\u51c6\u5219\u3002<\/span><\/span><\/p>\n<h3 data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 30px 0px 15px;padding: 0px;text-align: justify\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px;line-height: 1.5em;letter-spacing: 0em;font-weight: bold\"><span><br \/><\/span><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><strong style=\"font-size: 15px\"><strong style=\"letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><span style=\"font-size: 16px\"><span><span>\u6cb3\u6d41-\u5c71\u8c37\u666f\u89c2\uff1a\u5feb\u6162\u52a8\u529b\u5b66\u7684\u5206\u79bb<\/span><\/span><\/span><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u4f20\u7edf\u70ed\u529b\u5b66\u7cfb\u7edf\u4e0e\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u5b58\u5728\u6df1\u523b\u76f8\u4f3c\u6027\uff1a\u4e24\u8005\u5747\u6d89\u53ca\u5927\u91cf\u81ea\u7531\u5ea6<\/span><span>\uff08\u53c2\u6570\u6216\u5206\u5b50\uff09<\/span><span>\u7684\u968f\u673a\u52a8\u6001\u3002\u5728LLM\u7684\u201c\u6cb3\u6d41-\u5c71\u8c37\u201d\u666f\u89c2\u4e2d\uff0c\u5feb\u52a8\u529b\u5b66\uff08Fast Dynamics\uff09\u5bf9\u5e94\u9661\u5ced\u5c71\u8c37\u65b9\u5411\u7684\u5feb\u901f\u9707\u8361\uff0c\u800c\u6162\u52a8\u529b\u5b66<\/span><span>\uff08Slow Dynamics\uff09<\/span><span>\u5219\u5bf9\u5e94\u6cbf\u5e73\u5766\u6cb3\u6d41\u65b9\u5411\u7684\u7f13\u6162\u6f14\u5316\u3002\u8bba\u6587\u901a\u8fc7\u4e00\u4e2a\u53ef\u89e3\u6790\u6c42\u89e3\u7684\u4e8c\u7ef4\u73a9\u5177\u6a21\u578b<\/span><span>\uff08Toy Model\uff09<\/span><span>\uff0c\u5176\u635f\u5931\u51fd\u6570\u8bbe\u4e3a&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"ell(x,y) = c(y) + frac{1}{2}a(y)x^2\"><span data-formula=\"ell(x,y) = c(y) + frac{1}{2}a(y)x^2\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\uff0c\u5c06\u603b\u635f\u5931\u5206\u89e3\u4e3a\u201c\u5feb\u635f\u5931\u201d\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"ell_f\"><span data-formula=\"ell_f\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u4e0e\u201c\u6162\u635f\u5931\u201d\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"ell_s\"><span data-formula=\"ell_s\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u3002\u5176\u4e2d\uff0c<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"x\"><span data-formula=\"x\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u662f\u5feb\u53d8\u91cf\uff08\u7c7b\u4f3c\u5206\u5b50\u70ed\u8fd0\u52a8\uff09\uff0c<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"y\"><span data-formula=\"y\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u662f\u6162\u53d8\u91cf<\/span><span>\uff08\u7c7b\u4f3c\u5b8f\u89c2\u4f53\u79ef\u53d8\u5316\uff09<\/span><span>\u3002\u8fd9\u79cd\u5206\u89e3\u76f4\u63a5\u547c\u5e94\u70ed\u529b\u5b66\u7b2c\u4e00\u5b9a\u5f8b\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"Delta U = W + Q\"><span data-formula=\"Delta U = W + Q\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\uff1a\u6162\u635f\u5931\u5bf9\u5e94\u201c\u505a\u529f\u201d<\/span><span>\uff08Work\uff09<\/span><span>\uff0c\u5feb\u635f\u5931\u5bf9\u5e94\u201c\u4f20\u70ed\u201d<\/span><span>\uff08Heat\uff09<\/span><span>\u3002<\/span><\/span><\/p>\n<figure data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 10px 0px;padding: 0px;flex-direction: column;justify-content: center;align-items: center\"><span style=\"font-size: 15px\"><img alt=\"img\" class=\"rich_pages wxw-img\" data-ratio=\"0.8653001464128843\" data-type=\"png\" data-w=\"1366\" style=\"margin: 0px auto;max-width: 100%;border-style: none;border-width: 3px;border-radius: 0px\" data-imgfileid=\"100230475\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-049e358084a76ef4c4acc06412fc6446.png\" \/><\/span><figcaption style=\"font-size: 14px;line-height: 1.5em;letter-spacing: 0em;font-weight: normal;margin: 5px 0px 0px;padding: 0px\"><span><span>\u56fe1. LLM\u8bad\u7ec3\u52a8\u529b\u5b66\u548c\u70ed\u529b\u5b66\u4e4b\u95f4\u7684\u8054\u7cfb\u3002<\/span><\/span><\/figcaption><\/figure>\n<h3 data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 30px 0px 15px;padding: 0px;text-align: justify\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px;line-height: 1.5em;letter-spacing: 0em;font-weight: bold\"><span><br \/><\/span><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u7a33\u5b9a\u9636\u6bb5\uff1a\u70ed\u5e73\u8861\u4e0e\u80fd\u91cf\u5747\u5206\u5b9a\u7406<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u5f53\u5b66\u4e60\u7387\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta\"><span data-formula=\"eta\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u56fa\u5b9a\u65f6\uff0c\u5feb\u53d8\u91cf\u5728\u68af\u5ea6\u566a\u58f0\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"sigma_g\"><span data-formula=\"sigma_g\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u9a71\u52a8\u4e0b\u8fbe\u5230\u7a33\u6001\u5206\u5e03\u3002\u65e0\u8bba\u662f\u968f\u673a\u68af\u5ea6\u4e0b\u964d<\/span><span>\uff08SGD\uff09<\/span><span>\u8fd8\u662f\u7b26\u53f7\u68af\u5ea6\u4e0b\u964d<\/span><span>\uff08SignGD\uff09<\/span><span>\uff0c\u7a33\u6001\u5206\u5e03\u5747\u5448\u9ad8\u65af\u5f62\u5f0f\uff0c\u5176\u65b9\u5dee&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"sigma\"><span data-formula=\"sigma\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u4e0e\u5b66\u4e60\u7387\u3001\u68af\u5ea6\u566a\u58f0\u53ca\u5c71\u8c37\u9661\u5ced\u5ea6\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"a\"><span data-formula=\"a\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u76f8\u5173\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u5feb\u635f\u5931\u7684\u5e73\u5747\u503c&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"overline{ell_f}\"><span data-formula=\"overline{ell_f}\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u4ec5\u4e0e&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta\"><span data-formula=\"eta\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u548c&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"sigma_g\"><span data-formula=\"sigma_g\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u6210\u6b63\u6bd4\uff0c\u800c\u4e0e\u5c71\u8c37\u9661\u5ced\u5ea6\u65e0\u5173\u3002\u8fd9\u4e00\u73b0\u8c61\u5b8c\u7f8e\u5bf9\u5e94\u70ed\u529b\u5b66\u7684\u80fd\u91cf\u5747\u5206\u5b9a\u7406<\/span><span>\uff08Equipartition Theorem\uff09<\/span><span>\uff1a\u7cfb\u7edf\u4e2d\u6bcf\u4e2a\u81ea\u7531\u5ea6\u5747\u5206\u80fd\u91cf\uff0c\u4e0e\u5177\u4f53\u7269\u7406\u53c2\u6570\u65e0\u5173\u3002\u4f8b\u5982\uff0c\u65e0\u8bba\u5f39\u7c27\u521a\u5ea6\u5982\u4f55\uff0c\u6bcf\u4e2a\u632f\u52a8\u81ea\u7531\u5ea6\u7684\u5e73\u5747\u52a8\u80fd\u5747\u4e3a&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"frac{1}{2}k_B T\"><span data-formula=\"frac{1}{2}k_B T\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u3002\u5728LLM\u4e2d\uff0c\u5b66\u4e60\u7387&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta\"><span data-formula=\"eta\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u88ab\u6620\u5c04\u4e3a&#8221;\u6e29\u5ea6&#8221;\uff0c\u800c\u70ed\u5bb9<\/span><span>\uff08Heat Capacity\uff09<\/span><span>\u5219\u5bf9\u5e94&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"overline{ell_f}\"><span data-formula=\"overline{ell_f}\"><\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\" \u5bf9 \"><span data-formula=\" \u5bf9 \"><span><span>\u5bf9<\/span><\/span><\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta\"><span data-formula=\"eta\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u7684\u5bfc\u6570\u3002<\/span><\/span><\/p>\n<h3 data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 30px 0px 15px;padding: 0px;text-align: justify\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px;line-height: 1.5em;letter-spacing: 0em;font-weight: bold\"><span><br \/><\/span><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u8870\u51cf\u9636\u6bb5\uff1a\u9000\u706b\u4e0e\u5085\u91cc\u53f6\u5bfc\u70ed\u5b9a\u5f8b<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u5f53\u5b66\u4e60\u7387\u8fdb\u5165\u8870\u51cf\u9636\u6bb5<\/span><span>\uff08\u5982WSD\u8c03\u5ea6\u4e2d\u7684Decay Phase\uff09<\/span><span>\uff0c\u7cfb\u7edf\u52a8\u6001\u7c7b\u4f3c\u70ed\u529b\u5b66\u4e2d\u7684\u9000\u706b<\/span><span>\uff08Annealing\uff09<\/span><span>\u3002\u8bba\u6587\u63a8\u5bfc\u4e86\u6700\u4f18\u5b66\u4e60\u7387\u8870\u51cf\u516c\u5f0f\uff1a&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_t propto 1\/(t + t_h)\"><span data-formula=\"eta_t propto 1\/(t + t_h)\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff0c\u5176\u4e2d&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"t_h\"><span data-formula=\"t_h\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u4e3a\u7279\u5f81\u65f6\u95f4\u5c3a\u5ea6\u3002\u8fd9\u4e00\u7ed3\u679c\u6311\u6218\u4e86\u4f20\u7edf\u8fde\u7eed\u8870\u51cf\u7b56\u7565<\/span><span>\uff08\u5982\u7ebf\u6027\u6216\u4f59\u5f26\u8870\u51cf\uff09<\/span><span>\u7684\u76f4\u89c9\uff0c\u8868\u660e\u6700\u4f18\u8c03\u5ea6\u5728\u521d\u59cb\u65f6\u523b\u5b58\u5728\u4e0d\u8fde\u7eed\u6027\uff08\u5373&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_0 approx eta\/2\"><span data-formula=\"eta_0 approx eta\/2\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u3002\u8fdb\u4e00\u6b65\u5b9e\u9a8c\u663e\u793a\uff0c\u82e5\u5b66\u4e60\u7387\u8870\u51cf\u8fc7\u5feb\uff0c\u7cfb\u7edf\u4f1a\u504f\u79bb\u70ed\u5e73\u8861\uff0c\u5bfc\u81f4\u6700\u7ec8\u635f\u5931\u4e0a\u5347\u3002<\/span><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u6b64\u5916\uff0c\u5b66\u4e60\u7387\u5728\u8870\u51cf\u4e2d\u626e\u6f14\u53cc\u91cd\u89d2\u8272\uff1a\u65e2\u662f\u63a7\u5236\u566a\u58f0\u7684\u201c\u6e29\u5ea6\u201d\uff0c\u53c8\u662f\u63a7\u5236\u65f6\u95f4\u6b65\u957f\u7684&#8221;\u5c3a\u5ea6&#8221;\u3002\u5f53\u5b66\u4e60\u7387\u4ece&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_A\"><span data-formula=\"eta_A\"><\/span><\/span><span style=\"font-size: 15px\"><span>&nbsp;\u7a81\u964d\u81f3<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_B\"><span data-formula=\"eta_B\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff08\u7c7b\u4f3c\u70ed\u529b\u5b66\u4e2d\u4e00\u4e2a\u6e29\u5ea6\u4e3a<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"T_A\"><span data-formula=\"T_A\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u7684\u70ed\u7269\u4f53\u63a5\u89e6\u6e29\u5ea6\u4e3a<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"T_B\"><span data-formula=\"T_B\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u7684\u51b7\u7269\u4f53\uff09\uff0c\u5feb\u635f\u5931\u7684\u6f14\u5316\u9075\u5faa\u7c7b\u4f3c\u5085\u91cc\u53f6\u5bfc\u70ed\u5b9a\u5f8b<\/span><span>\uff08Fourier&#8217;s Law\uff09<\/span><span>\u7684\u6307\u6570\u6536\u655b\u8fc7\u7a0b\uff0c\u9a8c\u8bc1\u4e86\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b<\/span><span>\uff08\u71b5\u589e\u4e0d\u53ef\u9006\uff09<\/span><span>\u5728\u4f18\u5316\u4e2d\u7684\u666e\u9002\u6027\u3002<\/span><\/span><\/p>\n<figure data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 10px 0px;padding: 0px;flex-direction: column;justify-content: center;align-items: center\"><span style=\"font-size: 15px\"><img alt=\"img\" class=\"rich_pages wxw-img\" data-ratio=\"0.2628797886393659\" data-type=\"png\" data-w=\"1514\" style=\"margin: 0px auto;max-width: 100%;border-style: none;border-width: 3px;border-radius: 0px\" data-imgfileid=\"100230472\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-02813f6e9a5eca3ffd298a39015c526f.png\" \/><\/span><figcaption style=\"font-size: 14px;line-height: 1.5em;letter-spacing: 0em;font-weight: normal;margin: 5px 0px 0px;padding: 0px\"><span style=\"font-size: 15px\"><span>\u56fe 2. (a) LLM\u9884\u8bad\u7ec3\u901a\u5e38\u4f7f\u7528WSD \uff08warm &#8211; up-stable-decay\uff09\u5b66\u4e60\u7387\u8c03\u914d\u3002<\/span><\/span><\/figcaption><\/figure>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_{min}\"><span data-formula=\"eta_{min}\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u4e3a\u6700\u7ec8\u5b66\u4e60\u7387\u3002(b)\u5f53<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_{min}\"><span data-formula=\"eta_{min}\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u8f83\u5927\u65f6\uff0c\u9a8c\u8bc1\u635f\u5931\u662f<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta_{min}\"><span data-formula=\"eta_{min}\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u7684\u7ebf\u6027\u51fd\u6570\u3002(c)<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"Deltaeta\"><span data-formula=\"Deltaeta\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u5f88\u5c0f\u65f6\uff0c<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"Deltaell\"><span data-formula=\"Deltaell\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u662f<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"Deltaeta\"><span data-formula=\"Deltaeta\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u7684\u7ebf\u6027\u51fd\u6570\u3002<\/span><\/span><\/p>\n<h3 data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 30px 0px 15px;padding: 0px;text-align: justify\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px;line-height: 1.5em;letter-spacing: 0em;font-weight: bold\"><span><br \/><\/span><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u6cb3\u6d41\u52a8\u529b\u5b66\uff1a\u71b5\u529b\u4e0e\u7b2c\u4e09\u5b9a\u5f8b<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u6162\u52a8\u529b\u5b66\u5e76\u975e\u5b64\u7acb\u6f14\u5316\uff0c\u800c\u662f\u53d7\u5230\u5feb\u52a8\u529b\u5b66\u4ea7\u751f\u7684\u71b5\u529b<\/span><span>\uff08Entropic Force\uff09<\/span><span>\u5f71\u54cd\u3002\u5728\u73a9\u5177\u6a21\u578b\u4e2d\uff0c\u71b5\u529b\u6e90\u4e8e\u5feb\u53d8\u91cf\u7a33\u6001\u5206\u5e03\u5bf9\u6162\u53d8\u91cf\u68af\u5ea6\u7684\u5e73\u5747\u4f5c\u7528\uff0c\u5176\u65b9\u5411\u503e\u5411\u4e8e\u964d\u4f4e\u5c71\u8c37\u9661\u5ced\u5ea6\uff08\u5373&nbsp;<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"a(y)\"><span data-formula=\"a(y)\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u3002\u82e5\u635f\u5931\u51fd\u6570\u5e95\u90e8\uff08<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"c(y)\"><span data-formula=\"c(y)\"><\/span><\/span><span style=\"font-size: 15px\"><span>\uff09\u7684\u68af\u5ea6\u4e0e\u71b5\u529b\u65b9\u5411\u76f8\u53cd\uff0c\u53ef\u80fd\u5f15\u53d1\u71b5\u6355\u83b7<\/span><span>\uff08Entropic Trapping\uff09<\/span><span>\u2014\u2014\u4f18\u5316\u5668\u88ab&#8221;\u56f0&#8221;\u5728\u5c40\u90e8\u5e73\u5766\u533a\u57df\uff0c\u65e0\u6cd5\u7ee7\u7eed\u4e0b\u964d\u3002<\/span><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u71b5\u529b\u7684\u5f15\u5165\u4e3a\u70ed\u529b\u5b66\u7b2c\u4e09\u5b9a\u5f8b<\/span><span>\uff08\u7edd\u5bf9\u96f6\u5ea6\u4e0d\u53ef\u8fbe\uff09<\/span><span>\u63d0\u4f9b\u4e86\u65b0\u89e3\u8bfb\uff1a\u5f53\u5b66\u4e60\u7387\u8d8b\u8fd1\u4e8e\u96f6\u65f6\uff0c\u7cfb\u7edf\u8d8b\u4e8e\u6709\u5e8f<\/span><span>\uff08\u4f4e\u71b5\uff09<\/span><span>\uff0c\u4f46\u5b9e\u9645\u8bad\u7ec3\u4e2d\u9700\u5e73\u8861\u566a\u58f0\u4e0e\u6536\u655b\u901f\u5ea6\u3002\u8bba\u6587\u901a\u8fc7GPT-2\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u4e0d\u540c\u5b66\u4e60\u7387\u8c03\u5ea6\u5728\u201c\u5b66\u4e60\u7387\u7d2f\u79ef\u548c\u201d<\/span><span>\uff08Learning Rate Sum\uff09<\/span><span>\u5bf9\u9f50\u65f6\uff0c\u6700\u7ec8\u635f\u5931\u5dee\u5f02\u5fae\u5c0f\uff0c\u8868\u660e\u5f53\u524dLLM\u8bad\u7ec3\u4e2d\u71b5\u529b\u6548\u5e94\u8f83\u5f31\uff0c\u4f46\u672a\u6765\u66f4\u5927\u89c4\u6a21\u8bad\u7ec3\u53ef\u80fd\u51f8\u663e\u5176\u9650\u5236\u3002<\/span><\/span><\/p>\n<figure data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 10px 0px;padding: 0px;flex-direction: column;justify-content: center;align-items: center\"><span style=\"font-size: 15px\"><img alt=\"img\" class=\"rich_pages wxw-img\" data-ratio=\"0.3482587064676617\" data-type=\"png\" data-w=\"1206\" style=\"margin:0px auto;max-width:100%;border-style:none;border-width:3px;border-radius:0px;width:100%\" data-backw=\"578\" data-backh=\"201\" data-imgfileid=\"100230471\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-7e62f90bb4816a3d413f47e603e455f5.png\" \/><\/span><figcaption style=\"font-size: 14px;line-height: 1.5em;letter-spacing: 0em;font-weight: normal;margin: 5px 0px 0px;padding: 0px\"><span style=\"font-size: 15px\"><span>\u56fe 3. \u68c0\u9a8cLLM\u4e2d\u71b5\u529b\u7684\u5b58\u5728\u6027\u3002<\/span><\/span><\/figcaption><\/figure>\n<h3 data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 30px 0px 15px;padding: 0px;text-align: justify\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px;line-height: 1.5em;letter-spacing: 0em;font-weight: bold\"><span><br \/><\/span><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u5b9e\u8df5\u610f\u4e49\uff1a\u5b66\u4e60\u7387\u8c03\u914d\u7684\u201c\u4e09\u4f53\u95ee\u9898\u201d<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u7814\u7a76\u6307\u51fa\uff0c\u5b66\u4e60\u7387<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta\"><span data-formula=\"eta\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u5728\u8bad\u7ec3\u4e2d\u626e\u6f14\u4e09\u91cd\u89d2\u8272\uff1a<\/span><\/span><\/p>\n<ul style=\"list-style-type: disc;margin: 8px 0px;padding: 0px 0px 0px 25px\" class=\"list-paddingleft-1\">\n<li>\n<section style=\"margin-top: 5px;margin-bottom: 5px;font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;font-weight: normal\"><strong style=\"font-weight: bold;width: auto;height: auto;margin: 0px;padding: 0px;border-style: none;border-width: 3px;border-radius: 0px;font-size: 15px\"><span><span>\u6e29\u5ea6<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\uff1a\u63a7\u5236\u53c2\u6570\u5206\u5e03\u7684\u6ce2\u52a8\u5e45\u5ea6\uff1b<\/span><\/span><\/section>\n<\/li>\n<li>\n<section style=\"margin-top: 5px;margin-bottom: 5px;font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;font-weight: normal\"><strong style=\"font-weight: bold;width: auto;height: auto;margin: 0px;padding: 0px;border-style: none;border-width: 3px;border-radius: 0px;font-size: 15px\"><span><span>\u71b5\u529b\u5f3a\u5ea6<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\uff1a\u901a\u8fc7\u65b9\u5dee\u5f71\u54cd\u6162\u901f\u65b9\u5411\u7684\u6f14\u5316\u8def\u5f84\uff1b<\/span><\/span><\/section>\n<\/li>\n<li>\n<section style=\"margin-top: 5px;margin-bottom: 5px;font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;font-weight: normal\"><strong style=\"font-weight: bold;width: auto;height: auto;margin: 0px;padding: 0px;border-style: none;border-width: 3px;border-radius: 0px;font-size: 15px\"><span><span>\u65f6\u95f4\u5c3a\u5ea6<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\uff1a\u51b3\u5b9a\u53c2\u6570\u66f4\u65b0\u7684\u6b65\u957f\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ul>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u57fa\u4e8e\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u9488\u5bf9WSD<\/span><span>\uff08warmup-stable-decay\uff09<\/span><span>\u8c03\u914d\u7b56\u7565\u7684\u4f18\u5316\u51c6\u5219\uff1a\u5728<\/span><\/span><strong style=\"font-weight: bold;width: auto;height: auto;margin: 0px;padding: 0px;border-style: none;border-width: 3px;border-radius: 0px;font-size: 15px\"><span><span>\u7a33\u5b9a\u9636\u6bb5\uff0c<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u9009\u62e9\u5c3d\u53ef\u80fd\u5927\u7684<\/span><\/span><span style=\"cursor: pointer;font-size: 15px\" data-formula=\"eta\"><span data-formula=\"eta\"><\/span><\/span><span style=\"font-size: 15px\"><span>\u4ee5\u52a0\u901f\u6cb3\u6d41\u65b9\u5411\u6536\u655b\uff1b\u5728<\/span><\/span><strong style=\"font-weight: bold;width: auto;height: auto;margin: 0px;padding: 0px;border-style: none;border-width: 3px;border-radius: 0px;font-size: 15px\"><span><span>\u8870\u51cf\u9636\u6bb5\uff0c<\/span><\/span><\/strong><span style=\"font-size: 15px\"><span>\u63091\/t\u89c4\u5f8b\u7f13\u6162\u964d\u6e29\uff0c\u907f\u514d\u975e\u5e73\u8861\u6001\u5bfc\u81f4\u7684\u6b21\u4f18\u89e3\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u91c7\u7528\u8be5\u7b56\u7565\u7684GPT-2\u6a21\u578b\u5728\u9a8c\u8bc1\u635f\u5931\u4e0a\u8f83\u4f20\u7edf\u65b9\u6cd5\u964d\u4f4e3.2%\uff0c\u4e14\u8bad\u7ec3\u7a33\u5b9a\u6027\u663e\u8457\u63d0\u5347\u3002<\/span><\/span><\/p>\n<h3 data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 30px 0px 15px;padding: 0px;text-align: justify\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px;line-height: 1.5em;letter-spacing: 0em;font-weight: bold\"><span><br \/><\/span><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u672a\u6765\u5c55\u671b\uff1a\u70ed\u529b\u5b66\u6846\u67b6\u7684\u6269\u5c55\u6027<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span style=\"font-size: 15px\"><span>\u5c3d\u7ba1\u5f53\u524d\u7406\u8bba\u57fa\u4e8e\u7b80\u5316\u5047\u8bbe<\/span><span>\uff08\u5982\u76f4\u7ebf\u6cb3\u6d41\u3001\u5747\u5300\u9661\u5ced\u5ea6\uff09<\/span><span>\uff0c\u4f46\u5176\u63ed\u793a\u4e86\u4f18\u5316\u4e0e\u70ed\u529b\u5b66\u7684\u672c\u8d28\u5173\u8054\u3002\u7814\u7a76\u56e2\u961f\u8ba1\u5212\u8fdb\u4e00\u6b65\u63a2\u7d22\u52a8\u91cf\u9879\u3001\u6743\u91cd\u8870\u51cf\u7684\u7269\u7406\u5bf9\u5e94\uff0c\u5e76\u5c06\u6846\u67b6\u6269\u5c55\u81f3\u6269\u6563\u6a21\u578b\u7b49\u590d\u6742\u67b6\u6784\u3002\u70ed\u529b\u5b66\u4e3a\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u63d0\u4f9b\u4e86\u65b0\u7684\u2018\u7b2c\u4e00\u6027\u539f\u7406\u2019\uff0c\u672a\u6765\u6216\u53ef\u7edf\u4e00\u89e3\u91ca\u9690\u5f0f\u6b63\u5219\u5316\u3001\u6a21\u5f0f\u8fde\u63a5\u7b49\u73b0\u8c61\u3002<\/span><\/span><\/p>\n<p data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"font-size: 16px;line-height: 1.8em;letter-spacing: 0em;text-align: justify;text-indent: 0em;margin: 0px;padding: 8px 0px\"><span data-mpa-action-id=\"mbiweian1qh2\" style=\"font-size: 15px\"><span>\u672c\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u5218\u5b50\u9e23\u662f\u96c6\u667a\u793e\u533a\u79d1\u5b66\u5bb6\uff0c\u4ed6\u7684\u7814\u7a76\u5174\u8da3\u5728AI\u548c\u7269\u7406\u7684\u4ea4\u53c9\uff1a\u4e00\u65b9\u9762AI for Physics\uff0c\u5229\u7528AI\u5de5\u5177\u81ea\u52a8\u5316\u7269\u7406\u89c4\u5f8b\u548c\u6982\u5ff5\u7684\u53d1\u73b0\uff1b\u53e6\u4e00\u65b9\u9762Physics for AI\uff0c\u5229\u7528\u7269\u7406\u542f\u53d1\u6784\u5efaAI\u7406\u8bba\u548c\u66f4\u5177\u53ef\u89e3\u91ca\u6027\u7684\u6a21\u578b\u3002\u5728\u96c6\u667a\u5206\u4eab\u8fc7\uff1a\u79d1\u5b66\u542f\u53d1\u7684\u673a\u5668\u5b66\u4e60\u7406\u8bba\u3002\u626b\u7801\u67e5\u770b\u89c6\u9891\ud83d\udc47<\/span><\/span><\/p>\n<figure data-tool=\"mdnice\u7f16\u8f91\u5668\" style=\"margin: 10px 0px;padding: 0px;flex-direction: column;justify-content: center;align-items: center\"><span><img alt=\"img\" class=\"rich_pages wxw-img\" data-ratio=\"0.5625\" data-type=\"png\" data-w=\"1920\" style=\"margin: 0px auto;max-width: 100%;border-style: none;border-width: 3px;border-radius: 0px\" data-imgfileid=\"100230474\" src=\"\/wp-content\/uploads\/2025\/06\/wxsync-2025-06-512713bef20b5d6458ab51b57a970fd8.png\" \/><\/span><figcaption style=\"font-size: 14px;line-height: 1.5em;letter-spacing: 0em;font-weight: normal;margin: 5px 0px 0px;padding: 0px\"><span><br \/><\/span><\/figcaption><\/figure>\n<\/section>\n<section data-pm-slice=\"2 3 []\" style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 1.75em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;text-align: center;justify-content: center\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto\">\n<section style=\"margin: 0px 0px -15px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 10px;max-width: 100%;font-size: 16px;line-height: 2;letter-spacing: 3px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; 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; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<p data-pm-slice=\"0 0 []\" style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u8bfb\u4e66\u4f1a\u65e8\u5728\u7a81\u7834\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\uff0c\u5c1d\u8bd5\u4ece\u4ee5\u4e0b\u56db\u4e2a\u89c6\u89d2\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u79d1\u5b66\u65b9\u6cd5\u8bba\uff1a<\/span><\/p>\n<p style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u81ea\u4e0b\u800c\u4e0a\uff1aTransformer circuit \u4e3a\u4ec0\u4e48\u6709\u6548\uff1f<\/span><\/p>\n<p style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u81ea\u4e0a\u800c\u4e0b\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u7cbe\u7ec6\u51b3\u7b56\u903b\u8f91\u548c\u6027\u80fd\u6839\u56e0\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u3001\u6e05\u6670\u5730\u89e3\u91ca\u6e05\u695a\uff1f<\/span><\/p>\n<section style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u590d\u6742\u79d1\u5b66\uff1a\u6e17\u6d41\u76f8\u53d8\u3001\u6d8c\u73b0\u3001\u81ea\u7ec4\u7ec7\u7b49\u590d\u6742\u79d1\u5b66\u7406\u8bba\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u5b66\u4e60\u80fd\u529b\uff1f<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u7cfb\u7edf\u5de5\u7a0b\uff1a\u5982\u4f55\u62e5\u62b1\u4e0d\u786e\u5b9a\u6027\uff0c\u5728\u5177\u4f53\u7684\u4e1a\u754c\u5b9e\u8df5\u4e2d\u521b\u9020\u4ef7\u503c\uff1f<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u4e94\u4f4d\u53d1\u8d77\u4eba\u8001\u5e08\u4f1a\u5e26\u9886\u5927\u5bb6\u7814\u8bfb\u9886\u57df\u524d\u6cbf\u8bba\u6587\uff0c\u73b0\u8bda\u9080\u5bf9\u6b64\u8bdd\u9898\u611f\u5174\u8da3\u7684\u670b\u53cb\uff0c\u4e00\u8d77\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u4e3b\u9898\u793e\u533a\uff0c\u901a\u8fc7\u4e92\u76f8\u7684\u4ea4\u6d41\u4e0e\u78b0\u649e\uff0c\u4fc3\u8fdb\u6211\u4eec\u66f4\u6df1\u5165\u7684\u7406\u89e3\u4ee5\u4e0a\u95ee\u9898\u3002\u65e0\u8bba\u60a8\u662f\u81f4\u529b\u4e8e\u7a81\u7834AI\u53ef\u89e3\u91ca\u6027\u7406\u8bba\u74f6\u9888\u7684\u7814\u7a76\u8005\uff0c\u63a2\u7d22\u590d\u6742\u7cfb\u7edf\u4e0e\u667a\u80fd\u672c\u8d28\u7684\u4ea4\u53c9\u5b66\u79d1\u63a2\u7d22\u8005\uff0c\u8fd8\u662f\u8ffd\u6c42\u6a21\u578b\u5b89\u5168\u53ef\u4fe1\u7684\u5de5\u7a0b\u5b9e\u8df5\u8005\uff0c\u8bda\u9080\u60a8\u5171\u540c\u53c2\u4e0e\u8fd9\u573a\u63ed\u5f00\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u7684\u601d\u60f3\u76db\u5bb4\u3002<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u8bfb\u4e66\u4f1a\u8ba1\u5212\u4e8e2025\u5e746\u670819\u65e5\u542f\u52a8\uff0c\u6bcf\u5468\u56db\u665a19:30-21:30\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab10\u5468\u5de6\u53f3\u3002<\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><br \/><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" target=\"_blank\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span style=\"margin:0px;padding:0px;max-width:100%;vertical-align:bottom;overflow:hidden;width:100%\" class=\"js_jump_icon h5_image_link\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.5712962962962963\" data-w=\"1080\" style=\"margin: 0px;padding: 0px;border: 0px;max-width: 100%;vertical-align: bottom;height: auto !important;width: 661px !important\" data-backw=\"578\" data-backh=\"330\" src=\"\" \/><\/span><\/a><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; 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; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; 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; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px 24px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 8px 5px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);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;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(63, 63, 63);font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\">\u8be6\u60c5\u8bf7\u89c1\uff1a<a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247713890&amp;idx=1&amp;sn=816619fcf7efca6f9dea8de014145234&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7834\u89e3AI\u9ed1\u7bb1\u7684\u56db\u91cd\u89c6\u89d2\uff1a\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/section>\n<p style=\"margin: 0px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/p>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><strong style=\"letter-spacing: 0.544px;font-size: 16px;text-align: center;, Arial, sans-serif\"><strong style=\"text-align: left;font-family: PingFangSC-light;letter-spacing: 0.544px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong><span>1.<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247690790&amp;idx=1&amp;sn=518f551f3b0c0c2cf50702204d416838&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">KAN\u4e00\u4f5c\u5218\u5b50\u9e23\u76f4\u64ad\u603b\u7ed3\uff1aKAN\u7684\u80fd\u529b\u8fb9\u754c\u548c\u5f85\u89e3\u51b3\u7684\u95ee\u9898<\/span><\/a><\/span><\/strong><span style=\"text-decoration: underline\"><strong><span><br \/><\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>2.<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247699225&amp;idx=1&amp;sn=dc3b1df331012aa5056081779f02e144&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">KAN 1.0\u52302.0\uff1a\u6784\u5efa\u5168\u65b0\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u5f00\u521bAI+Science\u5927\u7edf\u4e00\u65b0\u8303\u5f0f<\/span><\/a><\/span><\/strong><span style=\"text-decoration: underline\"><strong style=\"letter-spacing: 0.544px\"><span><br \/><\/span><\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><span>3.<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247710394&amp;idx=1&amp;sn=8733d782c7c9d41d744b215e14e80bdb&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u4ece\u65e0\u5e8f\u5230\u6709\u5e8f\uff1a2025\u5e74\u73bb\u5c14\u5179\u66fc\u5956\u5f97\u4e3b\u5982\u4f55\u63ed\u793a\u81ea\u7136\u754c\u7684\u9690\u85cfscaling law<\/span><\/a><\/span><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-bottom: 8px;margin-left: 8px;letter-spacing: 0.544px;, Arial, sans-serif;font-size: 14px\"><strong style=\"letter-spacing: 0.544px\"><\/strong><\/section>\n<section data-pm-slice=\"0 0 []\" style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">4.&nbsp;<\/span><\/strong><\/span><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247710363&amp;idx=2&amp;sn=e373a26564cb72858b6c8de260ef2731&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\n<section style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><strong style=\"margin: 0px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">5.&nbsp;<\/span><\/strong><span style=\"margin: 0px;padding: 0px;max-width: 100%;text-decoration: underline\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 8px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);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;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;text-decoration: underline;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247710237&amp;idx=3&amp;sn=58ef1bd72e608f0778d03e8f271520c6&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&amp;\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/section>\n<p style=\"margin: 0px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">6.&nbsp;<a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247698432&amp;idx=2&amp;sn=2e1db9af7eaac616bdb42f1064841034&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline\">\u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><\/p>\n<section style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px\" data-pm-slice=\"0 0 []\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/span><\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em\"><span><br \/><\/span><\/p>\n<section style=\"margin-bottom: 0px;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.578px;line-height: 2em;margin-left: 0px;margin-right: 0px\"><span style=\"text-indent: 0em;font-family: PingFangSC-light;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: left\"><span>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 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