{"id":1141,"date":"2021-10-12T16:23:59","date_gmt":"2021-10-12T08:23:59","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=1141"},"modified":"2021-10-12T16:23:59","modified_gmt":"2021-10-12T08:23:59","slug":"%e8%b0%b7%e6%ad%8c%e5%a4%a7%e8%84%91%e6%96%b0%e7%a0%94%e7%a9%b6%ef%bc%9a%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%a6%82%e4%bd%95%e5%ad%a6%e4%bc%9a%e7%94%a8%e5%a3%b0%e9%9f%b3%e6%9d%a5%e8%a7%82%e5%af%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2021\/10\/12\/1141\/","title":{"rendered":"\u8c37\u6b4c\u5927\u8111\u65b0\u7814\u7a76\uff1a\u5f3a\u5316\u5b66\u4e60\u5982\u4f55\u5b66\u4f1a\u7528\u58f0\u97f3\u6765\u89c2\u5bdf\uff1f"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1142\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-18.png\" width=\"811\" height=\"497\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-18.png 811w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-18-300x184.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-18-768x471.png 768w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><\/p>\n<p><strong>\u6765\u6e90\uff1aAI\u79d1\u6280\u8bc4\u8bba<\/strong><\/p>\n<p><strong>\u7f16\u8bd1\uff1a\u738b\u6654<br \/>\n<\/strong><\/p>\n<section><strong>\u6821\u5bf9\uff1a\u7ef4\u514b\u591a<\/strong><\/section>\n<p>\u4eba\u7c7b\u5df2\u7ecf\u8bc1\u660e\uff0c\u5927\u8111\u4e2d\u7684\u795e\u7ecf\u7cfb\u7edf\u62e5\u6709\u4e3a\u4e0d\u65ad\u9002\u5e94\u5916\u754c\u73af\u5883\u7684\u53d8\u5316\u800c\u6539\u53d8\u81ea\u8eab\u7ed3\u6784\u7684\u80fd\u529b\u3002\u5927\u8111\u5185\u90e8\u7684\u7a81\u89e6\u3001\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u53ef\u4ee5\u7531\u4e8e\u5b66\u4e60\u548c\u7ecf\u9a8c\u7684\u5f71\u54cd\u5efa\u7acb\u65b0\u7684\u8fde\u63a5\u3002<\/p>\n<p>\u76f8\u5e94\u7684\uff0c\u611f\u5b98\u66ff\u4ee3\uff08sensory substitution\uff09\u8fd9\u4e00\u5929\u8d4b\u4e5f\u5b58\u5728\u4eba\u7c7b\u6280\u80fd\u6811\u4e4b\u4e2d\uff0c\u4f8b\u5982\u6709\u4e9b\u5929\u751f\u5931\u660e\u7684\u4eba\u80fd\u591f\u901a\u8fc7\u5c06\u56fe\u50cf\u8f6c\u6362\u6210\u58f0\u97f3\u5b66\u4f1a\u611f\u77e5\u4eba\u4f53\u8f6e\u5ed3\u5f62\u72b6\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5982\u679c\u8ba9AI\u62e5\u6709\u8fd9\u79cd\u80fd\u529b\uff0c\u5b83\u4e5f\u80fd\u50cf\u8759\u8760\u548c\u6d77\u8c5a\u4e00\u6837\uff0c\u80fd\u591f\u5229\u7528\u5176\u8033\u6735\u901a\u8fc7\u58f0\u97f3\u548c\u56de\u58f0\u6765\u2018\u770b\u2019\u5468\u56f4\u7684\u4e16\u754c\u4e00\u6837\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u6765\u81ea\u8c37\u6b4c\u5927\u8111\u7684\u4e00\u7bc7\u9898\u4e3a<strong>\u201cThe Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning\u201d<\/strong>\u7684\u8bba\u6587\u8bc1\u660e\u4e86\u5f3a\u5316\u5b66\u4e60\u62e5\u6709\u8fd9\u79cd\u201c\u611f\u5b98\u66ff\u4ee3\u201d\u7684\u80fd\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1143\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-31.jpg\" width=\"652\" height=\"412\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-31.jpg 652w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-31-300x190.jpg 300w\" sizes=\"auto, (max-width: 652px) 100vw, 652px\" \/><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2109.02869.pdf<\/p>\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u4f5c\u8005\u5728\u8bba\u6587\u4e2d\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u5f3a\u5316\u5b66\u4e60\u7cfb\u7edf\uff0c\u5176\u80fd\u591f\u5c06\u6765\u81ea\u73af\u5883\u7684\u6bcf\u79cd\u611f\u89c9\u8f93\u5165\uff08sensory inputs\uff09\u5230\u4e0d\u76f8\u540c\uff0c\u5374\u5177\u6709\u4e00\u5b9a\u8054\u7cfb\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u4e9b\u795e\u7ecf\u7f51\u7edc\u4e4b\u95f4\u6ca1\u6709\u56fa\u5b9a\u7684\u5173\u7cfb\u3002\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u4e9b\u611f\u89c9\u7f51\u7edc\u53ef\u4ee5\u901a\u8fc7\u8bad\u7ec3\u6765\u6574\u5408\u672c\u5730\u6536\u5230\u7684\u4fe1\u606f\uff0c\u5e76\u4e14\u901a\u8fc7\u6ce8\u610f\u673a\u5236\u7684\u4ea4\u6d41\uff0c\u53ef\u4ee5\u96c6\u4f53\u8fbe\u6210\u4e00\u4e2a\u5168\u5c40\u4e00\u81f4\u7684\u65b9\u6848\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5373\u4f7f\u5728\u4e00\u4e2a\u4e8b\u4ef6\u4e2d\uff0c\u8f93\u5165\u987a\u5e8f\u88ab\u968f\u673a\u5730\u6392\u5217\u591a\u6b21\uff0c\u8be5\u7cfb\u7edf\u4ecd\u7136\u53ef\u4ee5\u6267\u884c\u5176\u4efb\u52a1\u3002<\/p>\n<section data-mpa-template=\"t\">\n<section data-mpa-template=\"t\">\n<section>\n<section>\n<section><\/section>\n<section><\/section>\n<section><strong>1<\/strong><\/section>\n<\/section>\n<\/section>\n<section><strong>\u8bc1\u660e\u8fc7\u7a0b<\/strong><\/section>\n<section><\/section>\n<\/section>\n<\/section>\n<section>\u73b0\u4ee3\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u901a\u5e38\u65e0\u6cd5\u9002\u5e94\u611f\u89c9\u8f93\u5165\u7684\u968f\u673a\u91cd\u65b0\u6392\u5e8f\uff0c\u9664\u975e\u5bf9\u6a21\u578b\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\u6216\u8005\u7528\u6237\u4e3a\u6a21\u578b\u7ea0\u6b63\u8f93\u5165\u7684\u987a\u5e8f\u3002\u7136\u800c\uff0cmeta-learning\u8fd9\u9879\u6280\u672f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u9002\u5e94\u8fd9\u79cd\u53d8\u5316\u3002\u4f8b\u5982adaptive weights\u3001Hebbian-learning\u548cmodel-based\u7b49\u65b9\u6cd5\u3002<\/section>\n<section>\u5728\u8bba\u6587\u4e2d\uff0c\u4f5c\u8005\u7814\u7a76\u7684agents\u90fd\u6709\u4e00\u4e2a\u5171\u540c\u7684\u7279\u70b9\uff1a\u5728\u6267\u884c\u4efb\u52a1\u65f6\u88ab\u7528\u6765\u5904\u7406\u611f\u89c9\u8f93\u5165\uff0c\u5e76\u5c06\u8f93\u5165\u7a81\u7136\u968f\u673a\u91cd\u65b0\u8fdb\u884c\u6392\u5e8f\u3002\u53d7\u5230\u4e0e\u7ec6\u80de\u81ea\u52a8\u673a\u76f8\u5173\u7684\u81ea\u7ec4\u7ec7\u795e\u7ecf\u7f51\u7edc\u7684\u6700\u65b0\u53d1\u5c55\u7684\u542f\u53d1\uff0c\u4f5c\u8005\u5728\u5b9e\u9a8c\u4e2d\u5c06\u6bcf\u4e2a\u611f\u89c9\u8f93\u5165\uff08\u53ef\u4ee5\u662f\u8fde\u7eed\u63a7\u5236\u73af\u5883\u4e2d\u7684\u5355\u4e2a\u72b6\u6001\uff0c\u6216\u8005\u662f\u89c6\u89c9\u73af\u5883\u4e2d\u7684\u4e00\u5757\u50cf\u7d20\uff09\u8f93\u5165\u4e00\u4e2a\u5355\u72ec\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u5757\uff0c\u8be5\u6a21\u5757\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u53ea\u6574\u5408\u6765\u81ea\u8fd9\u4e2a\u7279\u5b9a\u611f\u89c9\u8f93\u5165\u901a\u9053\u7684\u4fe1\u606f\u3002<\/section>\n<section>\u5728\u672c\u5730\u63a5\u6536\u4fe1\u606f\u7684\u540c\u65f6\uff0c\u8fd9\u4e9b\u5355\u72ec\u7684\u611f\u89c9\u795e\u7ecf\u7f51\u7edc\u6a21\u5757\u4e5f\u4e0d\u65ad\u5730\u5e7f\u64ad\u8f93\u51fa\u4fe1\u606f\u3002\u53c2\u8003Set Transformer\u67b6\u6784\uff0c\u4e00\u4e2a\u6ce8\u610f\u529b\u673a\u5236\u5c06\u8fd9\u4e9b\u4fe1\u606f\u7ed3\u5408\u8d77\u6765\uff0c\u5f62\u6210\u4e00\u4e2a\u5168\u5c40\u7684\u6f5c\u4ee3\u7801\uff08global latent code\uff09\uff0c\u7136\u540e\u5c06\u5176\u8f6c\u6362\u4e3aagent\u7684\u884c\u52a8\u7a7a\u95f4\u3002\u6ce8\u610f\u529b\u673a\u5236\u53ef\u4ee5\u88ab\u770b\u4f5c\u662f\u795e\u7ecf\u7f51\u7edc\u9002\u5e94\u6027\u52a0\u6743\u7684\u4e00\u79cd\u5f62\u5f0f\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5141\u8bb8\u4efb\u610f\u6570\u91cf\u7684\u611f\u89c9\u8f93\u5165\u4ee5\u4efb\u4f55\u968f\u673a\u987a\u5e8f\u88ab\u5904\u7406\u3002<\/section>\n<section>\u5b9e\u9a8c\u4e2d\uff0c\u4f5c\u8005\u53d1\u73b0\u6bcf\u4e2a\u5355\u72ec\u7684\u611f\u89c9\u795e\u7ecf\u7f51\u7edc\u6a21\u5757\uff0c\u867d\u7136\u53ea\u80fd\u63a5\u6536\u5230\u5c40\u90e8\u4fe1\u606f\uff0c\u4f46\u4ecd\u80fd\u5171\u540c\u4ea7\u751f\u4e00\u4e2a\u5168\u5c40\u4e00\u81f4\u7684\u7b56\u7565\uff0c\u800c\u4e14\u8fd9\u6837\u7684\u7cfb\u7edf\u53ef\u4ee5\u88ab\u8bad\u7ec3\u6765\u6267\u884c\u51e0\u4e2a\u6d41\u884c\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u73af\u5883\u4e2d\u7684\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8bbe\u8ba1\u7684\u7cfb\u7edf\u80fd\u591f\u4ee5\u4efb\u4f55\u968f\u673a\u6392\u5217\u7684\u987a\u5e8f\u5229\u7528\u4e0d\u540c\u6570\u91cf\u7684\u611f\u89c9\u8f93\u5165\u901a\u9053\uff0c\u5373\u4f7f\u5728\u4e00\u4e2aepisode\u4e2d\u987a\u5e8f\u518d\u6b21\u88ab\u91cd\u65b0\u6392\u5217\u3002<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1144\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-32.jpg\" width=\"809\" height=\"497\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-32.jpg 809w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-32-300x184.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-32-768x472.jpg 768w\" sizes=\"auto, (max-width: 809px) 100vw, 809px\" \/><\/section>\n<section>\u5982\u4e0a\u56fepong agent\uff0c\u5373\u4f7f\u5728\u7ed9\u5b83\u4e00\u4e2a\u5c0f\u7684\u5c4f\u5e55\u5b50\u96c6\uff0830%\uff09\uff0c\u4ee5\u4e00\u4e2a\u91cd\u65b0\u6392\u5217\u7684\u987a\u5e8f\uff0c\u4e5f\u80fd\u7ee7\u7eed\u5de5\u4f5c\u3002<\/section>\n<section>\u53e6\u4e00\u65b9\u9762\uff0c\u9f13\u52b1\u7cfb\u7edf\u5b66\u4e60\u7684\u7f6e\u6362\u4e0d\u53d8\u7684\u89c2\u6d4b\u7a7a\u95f4\u7684\u8fde\u8d2f\u6027\u8868\u793a\uff0c\u4f1a\u4f7f policies\u66f4\u52a0\u7a33\u5065\uff0c\u6cdb\u5316\u6027\u66f4\u5f3a\u3002\u7814\u7a76\u8868\u660e\uff0c\u5728\u6ca1\u6709\u989d\u5916\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u5373\u4f7f\u52a0\u5165\u542b\u6709\u566a\u58f0\u6216\u5197\u4f59\u4fe1\u606f\u7684\u5176\u5b83\u8f93\u5165\u901a\u9053\uff0c\u7cfb\u7edf\u4e5f\u80fd\u7ee7\u7eed\u8fd0\u4f5c\u3002\u5728\u89c6\u89c9\u73af\u5883\u4e2d\uff0c\u5373\u4f7f\u53ea\u7ed9\u5b83\u4e00\u5c0f\u90e8\u5206\u4ece\u5c4f\u5e55\u4e0a\u968f\u673a\u9009\u62e9\u7684\u533a\u5757\uff0c\u800c\u5728\u6d4b\u8bd5\u65f6\uff0c\u5982\u679c\u7ed9\u5b83\u66f4\u591a\u7684\u533a\u5757\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5229\u7528\u989d\u5916\u7684\u4fe1\u606f\u6765\u8868\u73b0\u5f97\u66f4\u597d\u3002<\/section>\n<section>\u4f5c\u8005\u8fd8\u8bc1\u660e\uff0c\u5c3d\u7ba1\u5728\u5355\u4e00\u7684\u56fa\u5b9a\u80cc\u666f\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u7cfb\u7edf\u8fd8\u662f\u80fd\u591f\u63a8\u5e7f\u5230\u5177\u6709\u4e0d\u540c\u80cc\u666f\u56fe\u50cf\u7684\u89c6\u89c9\u73af\u5883\u3002\u6700\u540e\uff0c\u4e3a\u4e86\u4f7f\u8bad\u7ec3\u66f4\u52a0\u5b9e\u7528\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u884c\u4e3a\u514b\u9686\uff08behavioral cloning\uff09\u65b9\u6848\uff0c\u5c06\u7528\u73b0\u6709\u65b9\u6cd5\u8bad\u7ec3\u7684\u7b56\u7565\u8f6c\u6362\u6210\u5177\u6709\u7406\u60f3\u7279\u6027\u7684\u7f6e\u6362\u4e0d\u53d8\u7684\u7b56\u7565\u3002<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1145\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-33.jpg\" width=\"808\" height=\"479\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-33.jpg 808w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-33-300x178.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-33-768x455.jpg 768w\" sizes=\"auto, (max-width: 808px) 100vw, 808px\" \/><\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1146\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-34.jpg\" width=\"809\" height=\"417\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-34.jpg 809w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-34-300x155.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-34-768x396.jpg 768w\" sizes=\"auto, (max-width: 809px) 100vw, 809px\" \/><\/section>\n<section>\u56fe\u6ce8\uff1a\u65b9\u6cd5\u6982\u8ff0<\/section>\n<section>\u4e0a\u56fe\u7684AttentionNeuron \u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u5c42\uff0c\u5176\u4e2d\u6bcf\u4e2a\u611f\u89c9\u795e\u7ecf\u5143\u53ea\u80fd\u8bbf\u95ee\u201c\u65e0\u5e8f\u89c2\u5bdf\uff08unordered observations\uff09\u201d\u7684\u4e00\u90e8\u5206\u3002\u7ed3\u5408agent\u7684\u524d\u4e00\u6b65\u52a8\u4f5c\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u4f7f\u7528\u5171\u4eab\u51fd\u6570\uff0c\u7136\u540e\u72ec\u7acb\u751f\u6210\u4fe1\u606f\u3002<\/section>\n<section><img decoding=\"async\" class=\"img_loading\" src=\"data:image\/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVQImWNgYGBgAAAABQABh6FO1AAAAABJRU5ErkJggg==\" alt=\"\u56fe\u7247\" crossorigin=\"anonymous\" data-backh=\"222\" data-backw=\"546\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/cNFA8C0uVPsKVwelGuVZyl9TozufoGNqm1SkdNBxibNl3J7E4lDMxpVkh84AQlnYeg9FNy7ZavaMMsZKx1mx1Kw\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"818\" data-cropy1=\"0\" data-cropy2=\"332.5934065934066\" data-ratio=\"0.4070904645476773\" data-type=\"jpeg\" data-w=\"818\" data-src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/f84kJBXzrBUEJiau5iamOYKmPcmXicabFhgmSYpZH0uZUJdysda9WhFa5VXia89nGW4Q5yY8gDAX7QuvlWaFwsIrKg\/640?wx_fmt=jpeg\" \/><\/section>\n<section>\u56fe\u6ce8\uff1a\u7b26\u53f7\u5217\u8868<\/section>\n<section>\u5728\u4e0a\u8ff0\u8868\u683c\u4e2d\uff0c\u4f5c\u8005\u8fd8\u63d0\u4f9b\u4e86\u6211\u4eec\u7684\u6a21\u578b\u4e2d\u7528\u4e8e\u4e0d\u540c\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u7684\u7ef4\u5ea6\uff0c\u4ee5\u4f7f\u8bfb\u8005\u4e86\u89e3\u7cfb\u7edf\u4e2d\u6bcf\u4e00\u90e8\u5206\u3002<\/section>\n<section><img decoding=\"async\" class=\"img_loading\" src=\"data:image\/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVQImWNgYGBgAAAABQABh6FO1AAAAABJRU5ErkJggg==\" alt=\"\u56fe\u7247\" crossorigin=\"anonymous\" data-backh=\"359\" data-backw=\"546\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/cNFA8C0uVPsKVwelGuVZyl9TozufoGNq6Ym3TcLr6iaYaFziaPjy6C7CtzbsYUeV3bSISJiaWtJg9asiaKX86Oklsg\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"856\" data-cropy1=\"0\" data-cropy2=\"561.2600732600733\" data-ratio=\"0.6542056074766355\" data-type=\"jpeg\" data-w=\"856\" data-src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/f84kJBXzrBUEJiau5iamOYKmPcmXicabFhgzofTgRbHBUabVAQQ9DV7jnb2AGOhkJSfxBQ8ibK7LWic4AuvGpK9AKNg\/640?wx_fmt=jpeg\" \/><\/section>\n<section>\u56fe\u6ce8\uff1aCartPoleSwingUpHarder\u4e2d\u7684\u7f6e\u6362\u4e0d\u53d8agent<\/section>\n<section>\u5728\u4e0a\u8ff0\u6f14\u793a\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u91cd\u65b0\u6392\u52175\u4e2a\u8f93\u5165\u7684\u987a\u5e8f\uff0c\u5e76\u89c2\u5bdfagent\u5982\u4f55\u9002\u5e94\u8f93\u5165\u7684\u65b0\u987a\u5e8f\u3002<\/section>\n<section>\u6f14\u793a\u5730\u5740\uff1ahttps:\/\/attentionneuron.github.io\/<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1147\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-35.jpg\" width=\"826\" height=\"198\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-35.jpg 826w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-35-300x72.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-35-768x184.jpg 768w\" sizes=\"auto, (max-width: 826px) 100vw, 826px\" \/><\/section>\n<section>\u56fe\u6ce8\uff1a\u8f66\u6746\u6d4b\u8bd5<\/section>\n<section>\u4f5c\u8005\u62a5\u544a\u4e86\u6bcf\u4e2a\u5b9e\u9a8c\u76841000\u4e2a\u6d4b\u8bd5\u4e8b\u4ef6\u7684\u5e73\u5747\u5f97\u5206\u548c\u6807\u51c6\u504f\u5dee\u3002agent\u53ea\u5728\u67095\u4e2a\u611f\u89c9\u8f93\u5165\u7684\u73af\u5883\u4e2d\u8fdb\u884c\u8bad\u7ec3\u3002<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1148\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-36.jpg\" width=\"780\" height=\"589\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-36.jpg 780w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-36-300x227.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-36-768x580.jpg 768w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/section>\n<section>\u56fe\u6ce8\uff1a\u7f6e\u6362\u4e0d\u53d8\u7684\u8f93\u51fa<\/section>\n<section>\u5f53\u4f5c\u8005\u6309\u539f\u6837\u8f93\u5165\u4f20\u611f\u5668\u9635\u5217\uff08\u9876\u90e8\uff09\u6216\u968f\u673a\u91cd\u65b0\u6392\u5217\u9635\u5217\uff08\u5e95\u90e8\uff09\u65f6\uff0cAttention Neuron\u5c42\u7684\u8f93\u51fa\uff0816\u7ef4\u5168\u5c40\u6f5c\u4ee3\u7801\uff09\u4e0d\u4f1a\u6539\u53d8\u3002\u9ec4\u8272\u4ee3\u8868\u8f83\u9ad8\u7684\u6570\u503c\uff0c\u800c\u84dd\u8272\u4ee3\u8868\u8f83\u4f4e\u7684\u6570\u503c\u3002<\/section>\n<section><img decoding=\"async\" class=\"img_loading\" src=\"data:image\/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVQImWNgYGBgAAAABQABh6FO1AAAAABJRU5ErkJggg==\" alt=\"\u56fe\u7247\" crossorigin=\"anonymous\" data-backh=\"647\" data-backw=\"546\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/cNFA8C0uVPsKVwelGuVZyl9TozufoGNqEohdNGpJ1OS3NEgDBmrticYLYqwVPKEMicicyHaW0JPpLdvUZBicqD8CQw\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"820\" data-cropy1=\"0\" data-cropy2=\"970.18315018315\" data-ratio=\"1.1817073170731707\" data-type=\"jpeg\" data-w=\"820\" data-src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/f84kJBXzrBUEJiau5iamOYKmPcmXicabFhgGjm9LsBSUsQhFSyDYK1n0IibK2paPq47HDKGUfOsAfbv0SQviaDppia3Q\/640?wx_fmt=jpeg\" \/><\/section>\n<section>\u56fe\u6ce8\uff1a\u5904\u7406\u672a\u6307\u5b9a\u6570\u91cf\u7684\u989d\u5916\u566a\u58f0\u901a\u9053<\/section>\n<section>\u5728\u6ca1\u6709\u989d\u5916\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0cagent\u63a5\u653615\u4e2a\u6309\u91cd\u65b0\u6392\u5217\u540e\u987a\u5e8f\u6392\u5217\u7684\u8f93\u5165\u4fe1\u53f7\uff0c\u5176\u4e2d10\u4e2a\u662f\u7eaf\u9ad8\u65af\u566a\u58f0\uff08\u03c3=0.1\uff09\uff0c\u53e6\u59165\u4e2a\u662f\u6765\u81ea\u73af\u5883\u7684\u5b9e\u9645\u89c2\u5bdf\u7ed3\u679c\u3002\u50cf\u5148\u524d\u7684\u6f14\u793a\u4e00\u6837\uff0c\u7528\u6237\u53ef\u4ee5\u5bf915\u4e2a\u8f93\u5165\u7684\u987a\u5e8f\u8fdb\u884c\u91cd\u65b0\u6392\u5217\uff0c\u5e76\u89c2\u5bdfagent\u5982\u4f55\u9002\u5e94\u65b0\u7684\u8f93\u5165\u987a\u5e8f\u3002<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1149\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-37.jpg\" width=\"833\" height=\"498\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-37.jpg 833w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-37-300x179.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-37-768x459.jpg 768w\" sizes=\"auto, (max-width: 833px) 100vw, 833px\" \/><\/section>\n<section>\u56fe\u6ce8\uff1a\u6ce8\u610f\u529b\u795e\u7ecf\u5143\u5c42\u7684\u8f93\u51fa\u5728\u6d4b\u8bd5\u60c5\u8282\u4e2d\u7684\u4e8c\u7ef4\u5d4c\u5165<\/section>\n<section>\u4f5c\u8005\u5728\u56fe\u4e2d\u7a81\u51fa\u4e86\u51e0\u4e2a\u6709\u4ee3\u8868\u6027\u7684\u7ec4\uff0c\u5e76\u5c55\u793a\u4e86\u5b83\u4eec\u7684\u62bd\u6837\u8f93\u5165\u3002\u6bcf\u4e2a\u7ec4\u6211\u4eec\u663e\u793a3\u4e2a\u76f8\u5e94\u7684\u8f93\u5165\uff08\u884c\uff09\uff0c\u5e76\u5bf9\u6bcf\u4e2a\u8f93\u5165\u8fdb\u884c\u89e3\u5806\u4ee5\u663e\u793a\u65f6\u95f4\u7ef4\u5ea6\uff08\u5217\uff09\u3002<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1150\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-38.jpg\" width=\"808\" height=\"403\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-38.jpg 808w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-38-300x150.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-38-768x383.jpg 768w\" sizes=\"auto, (max-width: 808px) 100vw, 808px\" \/><\/section>\n<section>CarRacing\u7684\u57fa\u672c\u4efb\u52a1\uff08\u5de6\uff09\uff0c\u4fee\u6539\u540e\u7684\u6d17\u5c4f\u4efb\u52a1\uff08\u53f3\uff09\u3002<\/section>\n<section>\u4f5c\u8005\u7684agent\u53ea\u5728\u8fd9\u4e2a\u73af\u5883\u4e2d\u8bad\u7ec3\u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u53f3\u8fb9\u7684\u5c4f\u5e55\u662fagent\u89c2\u5bdf\u5230\u7684\uff0c\u5de6\u8fb9\u7684\u662f\u4eba\u7c7b\u7684\u89c6\u89c9\u89c2\u5bdf\u5230\u7684\u3002\u4eba\u7c7b\u4f1a\u53d1\u73b0\u7528\u91cd\u65b0\u6392\u5217\u89c2\u5bdf\u7684\u65b9\u5f0f\u9a7e\u9a76\u662f\u975e\u5e38\u56f0\u96be\u7684\uff0c\u56e0\u4e3a\u4eba\u7c7b\u6ca1\u6709\u7ecf\u5e38\u63a5\u89e6\u5230\u8fd9\u6837\u7684\u4efb\u52a1\uff0c\u5c31\u50cf\u524d\u9762\u63d0\u5230\u7684 &#8220;\u5012\u9a91\u81ea\u884c\u8f66 &#8220;\u7684\u4f8b\u5b50\u3002<\/section>\n<section><img decoding=\"async\" class=\"img_loading\" src=\"data:image\/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVQImWNgYGBgAAAABQABh6FO1AAAAABJRU5ErkJggg==\" alt=\"\u56fe\u7247\" crossorigin=\"anonymous\" data-backh=\"301\" data-backw=\"546\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/cNFA8C0uVPsKVwelGuVZyl9TozufoGNqXc2x2xGg3RMKZqr7iaa17atE75LViaao6EGdekBVqvlnyh1icsiceq5xicw\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"809\" data-cropy1=\"0\" data-cropy2=\"445.98717948717945\" data-ratio=\"0.5512978986402967\" data-type=\"jpeg\" data-w=\"809\" data-src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/f84kJBXzrBUEJiau5iamOYKmPcmXicabFhgmfALbzoWnQHMLke0u7RAnuNVYbj9BcY2J37hhdoYqMWDNv77dJeRrw\/640?wx_fmt=jpeg\" \/><\/section>\n<section><img decoding=\"async\" class=\"img_loading\" src=\"data:image\/gif;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVQImWNgYGBgAAAABQABh6FO1AAAAABJRU5ErkJggg==\" alt=\"\u56fe\u7247\" crossorigin=\"anonymous\" data-backh=\"300\" data-backw=\"546\" data-croporisrc=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/cNFA8C0uVPsKVwelGuVZyl9TozufoGNqMXuBrTiaaUyp8KOTowRb7M87OIWHAd2VwjNSFNTemh9kFokpydRaVLg\/640?wx_fmt=png\" data-cropx1=\"0\" data-cropx2=\"812\" data-cropy1=\"0\" data-cropy2=\"446.1538461538461\" data-ratio=\"0.5492610837438424\" data-type=\"jpeg\" data-w=\"812\" data-src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/f84kJBXzrBUEJiau5iamOYKmPcmXicabFhgwVicdaEdMibzuBS8E5TsAWC9PCS8hZ3cauatYb1LiaVKib9TY3o0af6NPg\/640?wx_fmt=jpeg\" \/><\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1151\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-39.jpg\" width=\"807\" height=\"446\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-39.jpg 807w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-39-300x166.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-39-768x424.jpg 768w\" sizes=\"auto, (max-width: 807px) 100vw, 807px\" \/><\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1152\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-40.jpg\" width=\"808\" height=\"447\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-40.jpg 808w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-40-300x166.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-40-768x425.jpg 768w\" sizes=\"auto, (max-width: 808px) 100vw, 808px\" \/><\/section>\n<section data-mpa-template=\"t\">\n<section data-mpa-template=\"t\">\n<section>\n<section>\n<section><\/section>\n<section><strong>2<\/strong><\/section>\n<\/section>\n<\/section>\n<section><strong>\u8ba8\u8bba\u4ee5\u53ca\u672a\u6765<\/strong><\/section>\n<section><\/section>\n<\/section>\n<\/section>\n<section>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u7814\u7a76\u4e86\u6df1\u5ea6\u5b66\u4e60agents\u7684\u7279\u6027\uff0c\u8fd9\u4e9bagents\u53ef\u4ee5\u628a\u5b83\u4eec\u7684\u89c2\u5bdf\u4f5c\u4e3a\u4e00\u4e2a\u4efb\u610f\u6392\u5e8f\u7684\u3001\u53ef\u53d8\u957f\u5ea6\u7684\u611f\u89c9\u8f93\u5165\u5217\u8868\u3002\u901a\u8fc7\u72ec\u7acb\u5730\u5904\u7406\u6bcf\u4e2a\u8f93\u5165\u6d41\uff0c\u5e76\u4f7f\u7528\u6ce8\u610f\u529b\u6574\u5408\u5904\u7406\u540e\u7684\u4fe1\u606f\u3002\u5373\u4f7f\u89c2\u6d4b\u7684\u987a\u5e8f\u5728\u4e00\u4e2aepisode\u4e2d\u88ab\u968f\u673a\u5730\u6539\u53d8\u4e86\u591a\u6b21\uff0c\u800c\u4e14\u6ca1\u6709\u8fdb\u884c\u8bad\u7ec3\uff0cagents\u4ecd\u7136\u53ef\u4ee5\u6267\u884c\u4efb\u52a1\u3002\u6211\u4eec\u5728\u4e0b\u8868\u4e2d\u62a5\u544a\u4e86\u6bcf\u4e2a\u73af\u5883\u7684\u6027\u80fd\u5bf9\u6bd4\u7ed3\u679c\u3002<\/section>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1153\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-41.jpg\" width=\"835\" height=\"237\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-41.jpg 835w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-41-300x85.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/10\/4ffce04d92a4d6cb21c1494cdfcd6dc1-41-768x218.jpg 768w\" sizes=\"auto, (max-width: 835px) 100vw, 835px\" \/><\/section>\n<section>\u5728\u5c55\u5f00\u7684\u5de5\u4f5c\u4e2d\u91cd\u65b0\u68b3\u7406\u89c2\u6d4b\u7ed3\u679c<\/section>\n<section>\u5728\u6bcf\u4e2aepisode\u4e2d\uff0c\u4f5c\u8005\u6bcf\u9694t step\u91cd\u65b0\u6253\u4e71\u987a\u5e8f\u89c2\u5bdf\u3002CartPole\u4efb\u52a1\u5dee\u5f02\u8f83\u5927\uff0c\u56e0\u6b64\u5bf9\u5b83\u6d4b\u8bd5\u4e861000\u6b21\u3002\u5176\u4ed6\u4efb\u52a1\uff0c\u62a5\u544a\u4e86100\u6b21\u6d4b\u8bd5\u7684\u5e73\u5747\u503c\u548c\u6807\u51c6\u504f\u5dee\u3002\u9664\u4e86Atari Pong\uff0c\u6240\u6709\u73af\u5883\u90fd\u6709\u6bcf\u96c61000 step\u7684\u786c\u6027\u9650\u5236\u3002\u5728Atari Pong\u4e2d\uff0c\u867d\u7136\u4e0d\u5b58\u5728\u4e00\u96c6\u7684\u6700\u5927\u957f\u5ea6\uff0c\u4f46\u89c2\u5bdf\u5230\uff0c\u6bcf\u4e2aepisode\u901a\u5e38\u6301\u7eed2500 step\u5de6\u53f3\u3002<\/section>\n<section>\u901a\u8fc7\u6253\u4e71agent\u6392\u5e8f\uff0c\u751a\u81f3\u662f\u4e0d\u5b8c\u6574\u7684\u89c2\u6d4b\u4fe1\u606f\uff0c\u53ef\u4ee5\u9a71\u52a8\u5b83\u89e3\u91ca\u6bcf\u4e2a\u5c40\u90e8\u611f\u89c9\u8f93\u5165\u7684\u610f\u4e49\u4ee5\u53ca\u5b83\u4eec\u4e0e\u5168\u5c40\u7684\u5173\u7cfb\uff0c\u8fd9\u5728\u76ee\u524d\u7684\u8bb8\u591a\u5e94\u7528\u4e2d\u90fd\u6709\u5b9e\u9645\u7528\u9014\u3002\u4f8b\u5982\uff0c\u5f53\u88ab\u5e94\u7528\u4e8e\u673a\u5668\u4eba\u65f6\uff0c\u53ef\u4ee5\u907f\u514d\u7531\u4e8e\u4ea4\u53c9\u5e03\u7ebf\u6216\u590d\u6742\u7684\u52a8\u6001\u8f93\u5165-\u8f93\u51fa\u6620\u5c04\u800c\u4ea7\u751f\u7684\u9519\u8bef\u3002\u7c7b\u4f3c\u4e8eCartPole\u5b9e\u9a8c\u7684\u8bbe\u7f6e\uff0c\u52a0\u4e0a\u989d\u5916\u7684\u566a\u58f0\u901a\u9053\uff0c\u53ef\u4ee5\u4f7f\u4e00\u4e2a\u6536\u5230\u6210\u5343\u4e0a\u4e07\u7684\u566a\u58f0\u8f93\u5165\u901a\u9053\u7684\u7cfb\u7edf\u8bc6\u522b\u51fa\u5177\u6709\u76f8\u5173\u4fe1\u606f\u7684\u5c0f\u7684\u901a\u9053\u5b50\u96c6\u3002<\/section>\n<section><strong>\u5c40\u9650\u6027\u5728\u4e8e\uff0c<\/strong>\u5bf9\u4e8e\u89c6\u89c9\u73af\u5883\uff0cpatch size\u7684\u9009\u62e9\u4f1a\u5f71\u54cd\u6027\u80fd\u548c\u8ba1\u7b97\u7684\u590d\u6742\u6027\u3002\u4f5c\u8005\u53d1\u73b06&#215;6\u50cf\u7d20\u7684patch size\u5728\u4efb\u52a1\u4e2d\u5f88\u6709\u6548\uff0c4&#215;4\u50cf\u7d20\u7684patch size\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4e5f\u53ef\u53d1\u6325\u6548\u7528\uff0c\u4f46\u5355\u4e2a\u50cf\u7d20\u7684\u89c2\u5bdf\u5374\u4e0d\u80fd\u53d1\u6325\u4f5c\u7528\u3002\u5c0f\u7684patch size\u4e5f\u4f1a\u4ea7\u751f\u4e00\u4e2a\u5927\u7684\u6ce8\u610f\u529b\u77e9\u9635\uff0c\u9664\u975e\u4f7f\u7528\u8fd1\u4f3c\u503c\uff0c\u5426\u5219\u8ba1\u7b97\u6210\u672c\u53ef\u80fd\u4f1a\u8fc7\u9ad8\u3002<\/section>\n<section><strong>\u53e6\u4e00\u4e2a\u9650\u5236\u662f<\/strong>\uff0c\u6392\u5217\u7ec4\u5408\u4e0d\u53d8\u7684\u7279\u6027\u53ea\u9002\u7528\u4e8e\u8f93\u5165\uff0c\u800c\u4e0d\u9002\u7528\u4e8e\u8f93\u51fa\u3002\u867d\u7136\u89c2\u6d4b\u7ed3\u679c\u7684\u6392\u5e8f\u53ef\u4ee5\u4ee5\u518d\u6b21\u6253\u4e71\uff0c\u4f46\u884c\u52a8\u7684\u6392\u5e8f\u5374\u4e0d\u80fd\u3002\u4e3a\u4e86\u4f7f\u7f6e\u6362\u4e0d\u53d8\u7684\u8f93\u51fa\u53d1\u6325\u4f5c\u7528\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u9700\u8981\u6765\u81ea\u73af\u5883\u7684\u53cd\u9988\u4ee5\u4fbf\u5b66\u4e60\u81ea\u8eab\u548c\u73af\u5883\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5305\u62ec\u5956\u52b1\u4fe1\u606f\u3002<\/section>\n<section>\u4e00\u4e2a\u9887\u4e3a\u6709\u8da3\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411\u662f\u4f7f\u884c\u52a8\u5c42\u4e5f\u5177\u6709\u76f8\u540c\u7684\u5c5e\u6027\uff0c\u5e76\u5c06\u6bcf\u4e2a\u8fd0\u52a8\u795e\u7ecf\u5143\u5efa\u6a21\u4e3a\u4e00\u4e2a\u4f7f\u7528\u6ce8\u610f\u529b\u8fde\u63a5\u7684\u6a21\u5757\u3002\u6709\u4e86\u4f5c\u8005\u7684\u65b9\u6cd5\uff0c\u5c31\u6709\u53ef\u80fd\u8bad\u7ec3\u4e00\u4e2a\u5177\u6709\u4efb\u610f\u6570\u91cf\u7684agent\uff0c\u6216\u8005\u7528\u4e00\u4e2a\u5355\u4e00\u7684\u88ab\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5956\u52b1\u4fe1\u53f7\u4f5c\u4e3a\u53cd\u9988\u7684policy\u63a7\u5236\u5177\u6709\u4e0d\u540c\u5f62\u6001\u7684\u673a\u5668\u4eba\u3002\u6b64\u5916\uff0c\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u8bbe\u8ba1\u7684\u65b9\u6cd5\u63a5\u53d7\u4ee5\u524d\u7684\u884c\u52a8\u4f5c\u4e3a\u53cd\u9988\u4fe1\u53f7\u3002\u7136\u800c\uff0c\u53cd\u9988\u4fe1\u53f7\u5e76\u4e0d\u5c40\u9650\u4e8e\u884c\u52a8\u3002\u4f5c\u8005\u8868\u793a\uff0c\u5176\u671f\u5f85\u770b\u5230\u672a\u6765\u7684\u5de5\u4f5c\u5305\u62ec\u73af\u5883\u5956\u52b1\u7b49\u4fe1\u53f7\uff0c\u4e0d\u4ec5\u80fd\u9002\u5e94\u89c2\u5bdf\u5230\u7684\u73af\u5883\u53d8\u5316\uff0c\u8fd8\u80fd\u9002\u5e94\u81ea\u8eab\u7684\u53d8\u5316\uff0c\u4ee5\u8bad\u7ec3\u7f6e\u6362\u4e0d\u53d8\u7684 meta-learning agents\u3002<\/section>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_1141\" class=\"pvc_stats total_only  \" data-element-id=\"1141\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 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