{"id":37889,"date":"2022-10-16T16:43:04","date_gmt":"2022-10-16T08:43:04","guid":{"rendered":"https:\/\/swarma.org\/?p=37889"},"modified":"2022-10-16T16:43:04","modified_gmt":"2022-10-16T08:43:04","slug":"%e5%b8%a6%e9%9a%90%e7%8a%b6%e6%80%81%e7%9a%84%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%ef%bd%9c%e5%91%a8%e6%97%a5%c2%b7%e5%9b%a0%e6%9e%9c%e6%b6%8c%e7%8e%b0%e8%af%bb","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=37889","title":{"rendered":"\u5e26\u9690\u72b6\u6001\u7684\u5f3a\u5316\u5b66\u4e60\u4e16\u754c\u6a21\u578b\uff5c\u5468\u65e5\u00b7\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a"},"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: visible;\">\n<section style=\"outline: 0px;visibility: visible;\">\n<p style=\"text-align: center;\"><img class=\"rich_pages wxw-img\" data-backh=\"409\" data-backw=\"578\" data-galleryid=\"232088937055821824\" data-gallerysupplier=\"4\" data-ratio=\"0.7078125\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"1280\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2022\/10\/wxsync-2022-10-6478f38228e7c82d6468ef4020c3900f.jpeg\"  \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;letter-spacing: 0.544px;visibility: visible;\">\n<section style=\"outline: 0px;width: 661px;visibility: visible;\">\n<section style=\"padding-right: 3px;outline: 0px;float: left;line-height: 1;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: left;visibility: visible;\">\n<section style=\"padding-left: 10px;outline: 0px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;border-left: 3px solid rgb(33, 166, 210);border-bottom-left-radius: 0px;line-height: 0;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;transform: translate3d(-13px, 0px, 0px);visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;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;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;transform: translate3d(-1px, 0px, 0px);visibility: visible;\">\n<section style=\"outline: 0px;text-align: justify;color: rgb(33, 166, 210);font-size: 16px;line-height: 1.5;visibility: visible;\">\n<p style=\"outline: 0px;visibility: 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8px;outline: 0px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;visibility: visible;\">\n<p style=\"outline: 0px;clear: 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);\"><strong><span style=\"color: rgb(63, 63, 63);letter-spacing: 0.544px;text-decoration: none solid rgb(63, 63, 63);\">\u672c\u6b21\u5206\u4eab\u662f\u5bf9\u300aRecurrent world models facilitate policy evolution\u300b\u548c\u300aMastering Atari with Discrete World Models\u300b\u4e24\u7bc7\u8bba\u6587\u7684\u89e3\u8bfb\uff0c\u5c1d\u8bd5\u4ece\u673a\u5668\u5b66\u4e60\u591a\u5c3a\u5ea6\u81ea\u52a8\u5efa\u6a21\u7684\u89c6\u89d2\u5efa\u7acb\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u4e0e\u5f3a\u5316\u5b66\u4e60\u72b6\u6001\u62bd\u8c61\uff08\u8868\u5f81\uff09\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u4ecb\u7ecd\u4e24\u4e2a\u57fa\u4e8eVAE\u7684\u5f3a\u5316\u5b66\u4e60\u4e16\u754c\u6a21\u578b\u76f8\u5173\u5de5\u4f5c\uff1aworld models \u548c DreamerV2\uff0c\u4ece\u7cfb\u7edf\u5fae\u89c2\u52a8\u529b\u5b66\u4e2d\u5b66\u4e60\u7c97\u7c92\u5316\u7684\u5b8f\u89c2\u52a8\u529b\u5b66\uff0c\u5e76\u5728\u5b66\u5230\u7684\u5b8f\u89c2\u7cfb\u7edf\u52a8\u529b\u5b66\u57fa\u7840\u4e0a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u66f4\u597d\u7684\u7b56\u7565\u5b66\u4e60\u3002<\/span><\/strong><\/span><\/strong><\/p>\n<p style=\"outline: 0px;clear: none;line-height: 2em;visibility: visible;\"><strong style=\"letter-spacing: 0.544px;\"><br  \/><\/strong><\/p>\n<p style=\"outline: 0px;clear: none;line-height: 2em;visibility: visible;\"><strong style=\"letter-spacing: 0.544px;\"><strong style=\"letter-spacing: 0.544px;outline: 0px;visibility: visible;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247615893&amp;idx=1&amp;sn=1a1cc5ac3d70a515ee7a0ff062788d63&amp;chksm=e8965f18dfe1d60ed0ab56bf786bffb5a510385b284ea69e8cab7894cade34d6e33a55ef0fe8&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u4e8c\u5b63\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u4e8c\u5b63<\/a><\/strong><\/strong><strong style=\"letter-spacing: 0.544px;\"><strong style=\"font-size: 15px;letter-spacing: 0.544px;\"><span style=\"font-size: 13px;letter-spacing: 0.544px;text-decoration-style: solid;text-decoration-color: rgb(63, 63, 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border-box !important;outline: 0px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;overflow-wrap: break-word !important;box-sizing: border-box !important;outline: 0px;visibility: visible;\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;overflow-wrap: break-word !important;box-sizing: border-box !important;outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;overflow-wrap: break-word !important;box-sizing: border-box !important;outline: 0px;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;caret-color: rgb(89, 89, 89);visibility: visible;\">\u8ddf\u8bfb\u4e66\u4f1a\u4e3b\u9898\u4e4b\u95f4\u7684\u5173\u7cfb<\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin: -2px 0px 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63);\">\u672c\u6b21\u5206\u4eab\u5185\u5bb9\u5c5e\u4e8e\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u4e2d\u7684\u673a\u5668\u5b66\u4e60\u591a\u5c3a\u5ea6\u81ea\u52a8\u5efa\u6a21\u4e13\u9898\uff0c\u5e26\u9690\u72b6\u6001\u7684\u5f3a\u5316\u5b66\u4e60\u4e16\u754c\u6a21\u578b\u4ece\u5fae\u89c2\u72b6\u6001\u52a8\u529b\u5b66\u4e2d\u5b66\u4e60\u7c97\u7c92\u5316\u7684\u5b8f\u89c2\u72b6\u6001\u52a8\u529b\u5b66\uff0c\u662f\u4e00\u79cd\u591a\u5c3a\u5ea6\u7684\u52a8\u529b\u5b66\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h3 style=\"margin-bottom: 0em;white-space: normal;outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);visibility: visible;\">\u62a5\u540d\u5185\u5bb9\u7b80\u4ecb<\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0em;margin-left: 8px;white-space: normal;outline: 0px;font-size: 16px;line-height: 1.75em;visibility: visible;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8fd9\u6b21\u5206\u4eab\u5c1d\u8bd5\u4ece\u673a\u5668\u5b66\u4e60\u591a\u5c3a\u5ea6\u81ea\u52a8\u5efa\u6a21\u7684\u89c6\u89d2\u5efa\u7acb\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u4e0e\u5f3a\u5316\u5b66\u4e60\u72b6\u6001\u62bd\u8c61\uff08\u8868\u5f81\uff09\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u9a6c\u5c14\u79d1\u592b\u72b6\u6001\u8f6c\u79fb\u56fe\u53ef\u4ee5\u770b\u505a\u56e0\u679c\u56fe\uff0c\u5e26\u9690\u72b6\u6001\u52a8\u529b\u5b66\u7684\u5f3a\u5316\u5b66\u4e60\u4e16\u754c\u6a21\u578b\u5373\u662f\u5bf9\u72b6\u6001\u7a7a\u95f4\u8fdb\u884c\u7c97\u7c92\u5316\u5b66\u4e60\u66f4\u62bd\u8c61\u7684\u72b6\u6001\u8868\u5f81\uff0c\u8fd9\u4e00\u70b9\u548c\u56e0\u679c\u6d8c\u73b0\u4e2d\u4ece\u5fae\u89c2\u72b6\u6001\u5230\u5b8f\u89c2\u72b6\u6001\u7684\u6d8c\u73b0\u7c7b\u4f3c\u3002\u672c\u6b21\u5206\u4eab\u4f1a\u4ecb\u7ecd\u4e24\u4e2a\u57fa\u4e8eVAE\u7684\u5f3a\u5316\u5b66\u4e60\u4e16\u754c\u6a21\u578b\u76f8\u5173\u5de5\u4f5c\uff1aworld models \u548c DreamerV2\uff0c\u4ece\u7cfb\u7edf\u5fae\u89c2\u52a8\u529b\u5b66\u4e2d\u5b66\u4e60\u7c97\u7c92\u5316\u7684\u5b8f\u89c2\u52a8\u529b\u5b66\uff0c\u5e76\u5728\u5b66\u5230\u7684\u5b8f\u89c2\u7cfb\u7edf\u52a8\u529b\u5b66\u57fa\u7840\u4e0a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u66f4\u597d\u7684\u7b56\u7565\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u3010\u5927\u7eb2\u3011<\/span><\/strong><\/span><\/p>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u6d8c\u73b0\u4ecb\u7ecd<\/span><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;margin-left: 16px;margin-right: 16px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Eric Hoel\u56e0\u679c\u6d8c\u73b0\u7406\u8bba<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u4e2d\u201c\u6d8c\u73b0\u201c\u7684\u6982\u5ff5\u8fa8\u6790<\/span><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u6d8c\u73b0\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u8054\u7cfb<\/span><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;margin-left: 16px;margin-right: 16px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);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;\">\u5f3a\u5316\u5b66\u4e60\u72b6\u6001\u8f6c\u79fb\u56fe\u2014\u2014\u5bf9\u5e94\u56e0\u679c\u56fe<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);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;\">\u5f3a\u5316\u5b66\u4e60\u72b6\u6001\u62bd\u8c61<\/span><br  \/><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\uff08\u4e16\u754c\u6a21\u578b\uff09<\/span><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;margin-left: 16px;margin-right: 16px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);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;\">\u6a21\u578b\u7684\u4e09\u4e2a\u4f5c\u7528<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);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;\">\u57fa\u4e8e\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u2014\u2014Dyna<\/span><br  \/><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bba\u6587\u89e3\u8bfb\uff1aworld model with latent dynamics<\/span><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: square;margin-left: 16px;margin-right: 16px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><span style=\"color: rgb(63, 63, 63);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;\">W<\/span><span style=\"color: rgb(63, 63, 63);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;\">orld models<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);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;\">DreamerV2<\/span><br  \/><\/p>\n<\/li>\n<\/ul>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px;\">\n<li>\n<p style=\"line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u603b\u7ed3\u4e0e\u8ba8\u8bba<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(33, 166, 210);\">\u3010\u4e3b\u8981\u6d89\u53ca\u5230\u7684\u77e5\u8bc6\u6982\u5ff5\u3011<\/span><\/strong><\/section>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;white-space: normal;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">\u9a6c\u5c14\u79d1\u592b\u51b3\u7b56\u8fc7\u7a0b MDP<\/section>\n<\/li>\n<\/ul>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;white-space: normal;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">\u5f3a\u5316\u5b66\u4e60 reinforcement learning<\/section>\n<\/li>\n<\/ul>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;white-space: normal;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 8px;\">\u4e16\u754c\u6a21\u578b world model<\/section>\n<\/li>\n<\/ul>\n<ul start=\"1\" class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;width: 577.422px;white-space: normal;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<p style=\"line-height: 1.75em;\">\u53d8\u5206\u81ea\u7f16\u7801\u5668 VAE<\/p>\n<\/li>\n<\/ul>\n<h2 style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/h2>\n<p style=\"margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h3 style=\"margin-bottom: 0em;white-space: normal;outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);visibility: visible;\">\u4e3b\u8bb2\u4eba\u4ecb\u7ecd<\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0em;margin-left: 8px;white-space: normal;outline: 0px;font-size: 16px;line-height: 1.75em;visibility: visible;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-height=\"972\" data-ratio=\"1.0010298661174046\"  data-type=\"jpeg\" data-w=\"971\" data-width=\"971\" style=\"width: 242px;height: 242px;\" src=\"\/wp-content\/uploads\/2022\/10\/wxsync-2022-10-8204798cc5d37c790bc2e549191aeb12.jpeg\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u725f\u7267\u4e91<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u535a\u58eb\u5728\u8bfb\uff0c\u5bfc\u5e08\u5f20\u6c5f\u8001\u5e08\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e0e\u51b3\u7b56\u3001\u5f3a\u5316\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u8003\u6587\u732e<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: left;line-height: normal;margin-bottom: 8px;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[1]Danijar Hafner, Timothy Lillicrap, Mohammad Norouzi, et al. Mastering Atari with Discrete World Models. arXiv:2010.02193, 2022\uff08&nbsp;arXiv:2010.02193v4\uff09<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;text-align: left;line-height: normal;margin-bottom: 8px;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">[2]David Ha, J\u00fcrgen Schmidhuber.Recurrent world models facilitate policy evolution. &nbsp; &nbsp; &nbsp; &nbsp; arXiv:1809.01999 ,2018\uff08arXiv:1809.01999v1\uff09<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h3 style=\"margin-bottom: 0em;white-space: normal;outline: 0px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;letter-spacing: 0.544px;text-align: right;font-size: 13px;visibility: visible;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;letter-spacing: 0.544px;text-align: center;visibility: visible;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;visibility: visible;\">\n<section style=\"margin-bottom: -2px;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\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 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;visibility: visible;\">\n<p style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;visibility: visible;\"><strong style=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);letter-spacing: 0.544px;visibility: visible;\"><span style=\"outline: 0px;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;caret-color: rgb(89, 89, 89);visibility: visible;\">\u62a5\u544a\u53c2\u4e0e\u4fe1\u606f<\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;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;visibility: visible;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;visibility: visible;\"><br style=\"outline: 0px;visibility: visible;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p 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\/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u7531\u5317\u4eac\u5e08\u8303\u5927\u5b66\u6559\u6388\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u521b\u59cb\u4eba\u5f20\u6c5f\u548c\u52a0\u5dde\u5927\u5b66\u5723\u5730\u4e9a\u54e5\u5206\u6821\u52a9\u7406\u6559\u6388\u5c24\u4ea6\u5e84\u7b49\u4eba<span style=\"font-family: -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);\">\u53d1\u8d77\u7684<\/span><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247615893&amp;idx=1&amp;sn=1a1cc5ac3d70a515ee7a0ff062788d63&amp;chksm=e8965f18dfe1d60ed0ab56bf786bffb5a510385b284ea69e8cab7894cade34d6e33a55ef0fe8&amp;scene=21#wechat_redirect\" 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rel=\"noopener noreferrer\"><strong><span style=\"font-size: 14px;\">\u56e0\u679c\u3001\u6d8c\u73b0\u4e0e\u673a\u5668\u5b66\u4e60\uff1a\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u4e8c\u5b63\u542f\u52a8<\/span><\/strong><\/a><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 0px;\"><br  \/><\/section>\n<p style=\"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;margin-bottom: 0px;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p 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<strong style=\"outline: 0px;letter-spacing: 0.544px;\"><span style=\"outline: 0px;\">\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/span><\/strong><\/p>\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 \u672c\u6b21\u5206\u4eab\u662f\u5bf9\u300aRecurrent world models facilitate policy evolution\u300b\u548c\u300aMastering Atari with Discrete World Models\u300b\u4e24\u7bc7\u8bba\u6587\u7684\u89e3\u8bfb\uff0c\u5c1d\u8bd5\u4ece\u673a\u5668\u5b66\u4e60\u591a\u5c3a\u5ea6\u81ea\u52a8\u5efa\u6a21\u7684\u89c6\u89d2\u5efa\u7acb\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u4e0e\u5f3a\u5316\u5b66\u4e60\u72b6\u6001\u62bd\u8c61\uff08\u8868&#8230;<\/p>\n","protected":false},"author":1,"featured_media":37880,"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\/37889"}],"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"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=37889"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/37889\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/37880"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37889"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37889"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37889"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=37889"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}