{"id":23816,"date":"2021-02-17T18:12:42","date_gmt":"2021-02-17T10:12:42","guid":{"rendered":"https:\/\/swarma.org\/?p=23816"},"modified":"2021-02-17T18:12:42","modified_gmt":"2021-02-17T10:12:42","slug":"%e6%9d%8e%e9%a3%9e%e9%a3%9e%e6%8f%90%e5%87%ba%e6%b7%b1%e5%ba%a6%e8%bf%9b%e5%8c%96%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e6%96%b0%e6%a1%86%e6%9e%b6%ef%bc%9a%e5%88%9b%e5%bb%ba%e5%85%b7%e8%ba%ab%e6%99%ba","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=23816","title":{"rendered":"\u674e\u98de\u98de\u63d0\u51fa\u6df1\u5ea6\u8fdb\u5316\u5f3a\u5316\u5b66\u4e60\u65b0\u6846\u67b6\uff1a\u521b\u5efa\u5177\u8eab\u667a\u80fd\u4f53\u5b66\u4f1a\u52a8\u7269\u8fdb\u5316\u6cd5\u5219"},"content":{"rendered":"<div class='wxsyncmain'>                                                                                                          <img data-cropselx1=\"0\" data-cropselx2=\"578\" data-cropsely1=\"0\" data-cropsely2=\"324\" data-ratio=\"0.6666666666666666\"  data-type=\"jpeg\" 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src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-e16cd5b776e38a4f6806c73548bdc7d4.png\"  \/>\u65b0\u667a\u5143&nbsp;| \u6765\u6e90<\/p>\n<p>\u667a\u80fd\u4f53\/\u4ee3\u7406\uff08Agents\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e00\u4e2a\u4e3b\u8981\u7814\u7a76\u8bfe\u9898\uff0c\u5206\u4e3a\u975e\u5177\u8eab\u667a\u80fd\u548c\u5177\u8eab\u667a\u80fd\u3002<\/p>\n<p>&nbsp;<br \/>\u800c\u521b\u5efa\u5177\u8eab\u667a\u80fd\u4f53\u662f\u4e00\u4e2a\u975e\u5e38\u5177\u6709\u6311\u6218\u7684\u4efb\u52a1\uff0c\u6240\u4ee5\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u9886\u57df\u66f4\u52a0\u5173\u6ce8\u300c\u975e\u5177\u8eab\u8ba4\u77e5\u300d\u3002<br \/>&nbsp;<br \/>\u6700\u8fd1\uff0c\u674e\u98de\u98de\u548c\u5176\u4ed6\u51e0\u540d\u5b66\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u8ba1\u7b97\u6846\u67b6\u2014\u2014\u6df1\u5ea6\u8fdb\u5316\u5f3a\u5316\u5b66\u4e60\u2014\u2014Deep Evolutionary Reinforcement Learning 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learning\uff09\u8bc1\u660e\u4e86\u8fdb\u5316\u751f\u7269\u5b66\u4e2d\u7684\u300c\u9c8d\u5fb7\u6e29\u6548\u5e94\u300d\u3002<br \/>&nbsp;<br \/><img loading=\"lazy\" data-ratio=\"0.5909090909090909\" data-type=\"png\" data-w=\"1474\" height=\"auto\" width=\"1474\" data-backw=\"562\" data-backh=\"332\"  style=\"width: 661px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-372b78417e624a15d43a3444bb562a88.png\"  \/><br \/>&nbsp;<br \/>1953\u5e74\uff0c\u7f8e\u56fd\u53e4\u751f\u7269\u5b66\u5bb6George Gaylord Simpson\u521b\u9020\u4e86\u672f\u8bed\u300c\u9c8d\u5fb7\u6e29\u6548\u5e94\u300d\uff0c\u5176\u4e2d\u63d0\u5230\u4e86\u7f8e\u56fd\u54f2\u5b66\u5bb6\u548c\u5fc3\u7406\u5b66\u5bb6JM Baldwin\u76841896\u5e74\u8bba\u6587\u4e2d\u8fdb\u5316\u7684\u4e00\u4e2a\u65b0\u7684\u56e0\u7d20\u3002<br \/>&nbsp;<br 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\/><img loading=\"lazy\" data-ratio=\"0.4796875\" data-type=\"png\" data-w=\"1920\" height=\"auto\" width=\"3728\" data-backw=\"562\" data-backh=\"270\"  style=\"width: 481px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: 231px;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-60d6cf66d75d9219923575aff8267124.png\"  \/><br \/>&nbsp;<br \/>\u6b64\u5916\uff0c\u4ee5\u524d\u7684\u7814\u7a76\u4e3b\u8981\u5c40\u9650\u4e8e\u5728\u5730\u9762\u4e0a\u79fb\u52a8\u7684\u7b80\u5355\u4efb\u52a1\u3002<\/p>\n<p>\u667a\u80fd\u4f53\u81ea\u7531\u5ea6(DoF)\u6bd4\u8f83\u5c11 \uff0c\u6216\u8005\u7531\u591a\u4e2a\u7acb\u65b9\u4f53\u6784\u6210\uff0c\u8fd9\u5c31\u8fdb\u4e00\u6b65\u7b80\u5316\u4e86\u63a7\u5236\u5668\u7684\u5b66\u4e60\u95ee\u9898\u3002<br \/>&nbsp;<\/p>\n<p><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/>\u4e09\u79cd\u7ef4\u5ea6\uff1a\u73af\u5883\u3001\u5f62\u6001\u548c\u63a7\u5236\uff0c\u5177\u8eab\u667a\u80fd\u4f53\u53ef\u4ee5\u6267\u884c\u54ea\u4e9b\u4efb\u52a1\uff1f<br \/><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/><br  \/>&nbsp;\u65af\u5766\u798f\u5927\u5b66\u674e\u98de\u98de\u548cAgrim Gupta\uff0cSilvio Savarese\uff0cSurya Ganguli\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u7684\u65b0\u578b\u8ba1\u7b97\u6846\u67b6\u2014\u2014\u6df1\u5ea6\u8fdb\u5316\u5f3a\u5316\u5b66\u4e60\uff08DERL\uff09\u53ef\u4ee5\u5728\u73af\u5883\uff0c\u5f62\u6001\u548c\u63a7\u5236\u8fd9\u4e09\u79cd\u590d\u6742\u7ef4\u5ea6\u540c\u65f6\u6269\u5c55\u521b\u5efa\u5177\u8eab\u667a\u80fd\u4f53\u7684\u89c4\u6a21\u3002<br \/>&nbsp;<br \/><img loading=\"lazy\" data-ratio=\"0.5107296137339056\" data-type=\"png\" data-w=\"1165\" height=\"auto\" width=\"1165\" data-backw=\"562\" data-backh=\"287\"  style=\"width: 501px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: 256px;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-962d548535f4fd005174c671baca0e6a.png\"  \/><br \/>&nbsp;<br \/>DERL\u4e3a\u8ba1\u7b97\u673a\u6a21\u62df\u5b9e\u9a8c\u4e2d\u7684\u5927\u89c4\u6a21\u5177\u8eab\u667a\u80fd\u4f53\u521b\u5efa\u6d3b\u52a8\u6253\u5f00\u4e86\u4e00\u6247\u95e8\uff0c\u8fd9\u6709\u52a9\u4e8e\u83b7\u5f97\u6709\u5173\u5b66\u4e60\u548c\u8fdb\u5316\u5982\u4f55\u534f\u4f5c\u4ee5\u5728\u73af\u5883\u590d\u6742\u6027\uff0c\u5f62\u6001\u667a\u80fd\u548c\u63a7\u5236\u7684\u53ef\u5b66\u4e60\u6027\u4e4b\u95f4\u5efa\u7acb\u590d\u6742\u5173\u7cfb\u7684\u79d1\u5b66\u89c1\u89e3\u3002<br \/>&nbsp;<br 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!important;visibility: visible !important;height: 281px;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-2f0ab85613bc7e5090363e0b5c547e9c.png\"  \/><br \/>&nbsp;<br \/>\u65af\u5766\u798f\u5927\u5b66\u6559\u6388\uff0c\u8bba\u6587\u7684\u4f5c\u8005\u674e\u98de\u98de\u8868\u793a\uff0c\u300c\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u8ba1\u7b97\u6846\u67b6\uff0c\u5373\u6df1\u5ea6\u8fdb\u5316\u5f3a\u5316\u5b66\u4e60\uff08DERL\uff09\uff0c\u800c\u4e14\u901a\u8fc7\u5f62\u6001\u5b66\u4e60\u9996\u6b21\u8bc1\u660e\u4e86\u8fbe\u5c14\u6587-\u9c8d\u5fb7\u6e29\u6548\u5e94\u3002\u5f62\u6001\u5b66\u4e60\u5bf9\u4e8e\u81ea\u7136\u754c\u4e2d\u7684\u52a8\u7269\u8fdb\u5316\u81f3\u5173\u91cd\uff0c\u73b0\u5df2\u5728\u6211\u4eec\u521b\u5efa\u7684 AI \u667a\u80fd\u4f53\u4e2d\u5c55\u73b0\u300d\u3002<br \/>&nbsp;<br \/><img loading=\"lazy\" data-ratio=\"0.5142857142857142\" data-type=\"png\" data-w=\"595\" height=\"auto\" width=\"auto\" data-backw=\"562\" data-backh=\"289\"  style=\"width: 462px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: 238px;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-2fef3ad8bf156db0039b173c91c35523.png\"  \/><br \/>&nbsp;<br \/>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\u521b\u5efa\u7684\u5177\u8eab\u667a\u80fd\u4f53\u53ef\u4ee5\u5e73\u5730\uff08FT\uff09\uff0c\u591a\u53d8\u5730\u5f62\uff08VT\uff09\u548c\u591a\u53d8\u5730\u5f62\u7684\u975e\u6293\u63e1\u64cd\u4f5c\uff08MVT\uff09\u4e2d\u6267\u884c\u5de1\u89c6\uff08patrol\uff09\u3001\u70b9\u5bfc\u822a\uff08point navigation\uff09\u3001\u907f\u969c\uff08obstacle\uff09\u3001\u63a2\u7d22\uff08exploration\uff09\u3001\u9003\u8131\uff08escape\uff09\u3001\u722c\u5761\uff08incline\uff09\u3001\u659c\u5761\u63a8\u7bb1\u5b50\uff08push box incline\uff09\u548c\u63a7\u7403\uff08manipulate ball\uff09\u7b49\u4efb\u52a1\u3002<br \/>&nbsp;<br \/><img loading=\"lazy\" data-ratio=\"0.3159246575342466\" data-type=\"png\" data-w=\"1168\" height=\"auto\" width=\"1168\" data-backw=\"562\" data-backh=\"177\"  style=\"width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: auto;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-d6da007eacb4543353295718a9a23de0.png\"  \/><br \/>&nbsp;<\/p>\n<p><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/>DERL\uff1a\u7528\u4e8e\u521b\u5efa\u5177\u8eab\u667a\u80fd\u4f53\u7684\u8ba1\u7b97\u6846\u67b6\uff0cUniversal aniMAL \u5f62\u6001\u8bbe\u8ba1\u7a7a\u95f4<br \/><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/><br style=\"max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;\"  \/>&nbsp;<br  \/>\u4e3a\u4e86\u5b66\u4e60\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u4ec5\u901a\u8fc7\u63a5\u6536\u4f4e\u7ea7\u81ea\u6211\u611f\u77e5\u548c\u5916\u90e8\u611f\u53d7\u89c2\u5bdf\u6765\u611f\u77e5\u4e16\u754c\uff0c\u5e76\u901a\u8fc7\u7531\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u786e\u5b9a\u7684\u968f\u673a\u7b56\u7565\u9009\u62e9\u5176\u52a8\u4f5c\u3002<br \/>&nbsp;<br \/>\u8be5\u968f\u673a\u7b56\u7565\u662f\u901a\u8fc7\u8fd1\u7aef\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u7b56\u7565\u4f18\u5316\uff08PPO\uff09\u5b66\u4e60\u5f97\u5230\u3002<br \/>&nbsp;<br \/>\u901a\u5e38\uff0cDERL\u5141\u8bb8\u7814\u7a76\u4eba\u5458\u57281152\u4e2aCPU\u4e0a\u8fdb\u884c\u5927\u89c4\u6a21\u5b9e\u9a8c\uff0c\u5e73\u5747\u6d89\u53ca10\u4ee3\u8fdb\u5316\uff0c\u641c\u7d22\u548c\u8bad\u7ec34000\u79cd\u5f62\u6001\uff0c\u6bcf\u79cd\u5f62\u5f0f\u6709500\u4e07\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\uff08\u5373\u5b66\u4e60\u8fed\u4ee3\uff09\u3002<br \/>&nbsp;<br \/><img loading=\"lazy\" data-ratio=\"0.8269617706237424\" data-type=\"png\" data-w=\"994\" height=\"486px\" width=\"588px\" data-backw=\"562\" data-backh=\"465\"  style=\"width: 470px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: 389px;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-7d200acbb197dc184305ea0b178b868c.png\"  \/><br \/>\u591a\u79cd\u5f62\u6001\u4e2d\u8fdb\u5316\u52a8\u529b\u5b66<br \/>&nbsp;<br \/>\u8be5\u7814\u7a76\u53ef\u4ee5\u5728\u5e76\u884c\u7684\u5f02\u6b65\u7ade\u8d5b\u4e2d\u8bad\u7ec3288\u79cd\u5f62\u6001\uff0c\u56e0\u6b64\u5728\u4efb\u4f55\u7ed9\u5b9a\u65f6\u523b\uff0c\u6574\u4e2a\u5b66\u4e60\u548c\u6f14\u5316\u8fc7\u7a0b\u90fd\u53ef\u4ee5\u572816\u5c0f\u65f6\u5185\u5b8c\u6210\u3002<\/p>\n<p>\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0c\u8fd9\u662f\u8fc4\u4eca\u4e3a\u6b62\u5f62\u6001\u8fdb\u5316\u548cRL\u7684\u6700\u5927\u540c\u65f6\u6a21\u62df\u3002<br \/>&nbsp;<br \/>\u4e3a\u4e86\u514b\u670d\u8fc7\u53bb\u5f62\u6001\u5b66\u641c\u7d22\u7a7a\u95f4\u8868\u8fbe\u80fd\u529b\u7684\u5c40\u9650\u6027\uff0c\u672c\u7814\u7a76\u5f15\u5165\u4e86 Universal aniMAL\uff08UNIMAL\uff09\u8bbe\u8ba1\u7a7a\u95f4\u3002<br \/>&nbsp;<br \/>\u672c\u7814\u7a76\u7684\u57fa\u56e0\u578b\uff08genotype \uff09\u662f\u8fd0\u52a8\u6811\uff0c\u5b83\u5bf9\u5e94\u4e8e\u901a\u8fc7\u7535\u673a\u9a71\u52a8\u7684\u94f0\u94fe\u8fde\u63a5\u76843D\u521a\u6027\u96f6\u4ef6\u7684\u5c42\u6b21\u7ed3\u6784\u3002<br \/>&nbsp;<br \/>\u8fd0\u52a8\u6811\u7684\u8282\u70b9\u7531\u4e24\u79cd\u7c7b\u578b\u7684\u7ec4\u4ef6\u7ec4\u6210\uff1a\u4ee3\u8868\u667a\u80fd\u4f53\u5934\u90e8\u7684\u7403\u4f53\uff08\u6811\u7684\u6839\uff09\u548c\u4ee3\u8868\u80a2\u4f53\u7684\u5706\u67f1\u4f53\u3002<br \/>&nbsp;<br \/>\u8fdb\u5316\u901a\u8fc7\u4e09\u79cd\u7c7b\u578b\u7684\u53d8\u5f02\u7b97\u5b50\u65e0\u6027\u7e41\u6b96\uff1a<\/p>\n<p>1.\u901a\u8fc7\u589e\u52a0\u6216\u51cf\u5c11\u80a2\u4f53\u6765\u6536\u7f29\u6216\u751f\u957f\u8fd0\u52a8\u6811<br \/>2.\u6539\u53d8\u73b0\u6709\u80a2\u4f53\u7684\u7269\u7406\u7279\u5f81\uff0c\u5982\u957f\u5ea6\u548c\u5bc6\u5ea6<br \/>3.\u4fee\u6539\u56db\u80a2\u4e4b\u95f4\u5173\u8282\u7684\u5c5e\u6027\uff0c\u5305\u62ec\u81ea\u7531\u5ea6\u3001\u65cb\u8f6c\u89d2\u5ea6\u9650\u5236\u4ee5\u53ca\u9f7f\u8f6e\u6bd4<br \/>&nbsp;<br \/>\u6700\u91cd\u8981\u7684\u662f\uff0c\u8be5\u7814\u7a76\u53ea\u5141\u8bb8\u4fdd\u6301\u4e24\u4fa7\u5bf9\u79f0\u7684\u6210\u5bf9\u53d8\u5f02\uff0c\u8fd9\u662f\u52a8\u7269\u5f62\u4f53\u6784\u578b\u5728\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u6700\u53e4\u8001\u7684\u7279\u5f81\uff08\u8d77\u6e90\u4e8e6\u4ebf\u5e74\u524d\uff09\u3002<br \/>&nbsp;<br \/>\u4e00\u4e2a\u5173\u952e\u7684\u7269\u7406\u7ed3\u679c\u662f\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684\u8d28\u5fc3\u90fd\u4f4d\u4e8e\u77e2\u72b6\u9762\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u5b66\u4e60\u5de6\u53f3\u5e73\u8861\u6240\u9700\u8981\u7684\u63a7\u5236\u7a0b\u5ea6\u3002<br \/>&nbsp;<br \/>\u5c3d\u7ba1\u6709\u8fd9\u4e00\u9650\u5236\uff0c\u4f46\u8be5\u7814\u7a76\u63d0\u51fa\u7684\u5f62\u6001\u8bbe\u8ba1\u7a7a\u95f4\u6781\u5177\u8868\u8fbe\u529b\uff0c\u5305\u542b\u5927\u7ea61018\u79cd\u72ec\u7279\u7684\u667a\u80fd\u4f53\u5f62\u6001\uff0c\u81f3\u5c11\u670910\u4e2a\u80a2\u4f53\u3002<br \/>&nbsp;<br \/><img loading=\"lazy\" data-ratio=\"0.31042128603104213\" data-type=\"png\" data-w=\"902\" height=\"auto\" width=\"902\" data-backw=\"562\" data-backh=\"174\"  style=\"width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: auto;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-9e70fa78aeff16703bf855fc96e8be84.png\"  \/><br \/>&nbsp;<br \/>\u7814\u7a76\u5c0f\u7ec4\u8868\u660e\uff0c \u5229\u7528DERL\u8bc1\u660e\u4e86\u73af\u5883\u590d\u6742\u6027\u3001\u5f62\u6001\u667a\u80fd\u548c\u63a7\u5236\u7684\u53ef\u5b66\u4e60\u6027\u4e4b\u95f4\u7684\u5173\u7cfb\uff1a<br \/>&nbsp;<br \/>\u9996\u5148\uff0c\u73af\u5883\u590d\u6742\u6027\u4fc3\u8fdb\u4e86\u5f62\u6001\u667a\u80fd\u7684\u8fdb\u5316\uff0c\u53ef\u7528\u5f62\u6001\u4fc3\u8fdb\u65b0\u4efb\u52a1\u5b66\u4e60\u7684\u80fd\u529b\u6765\u91cf\u5316\u3002<br \/>&nbsp;<br \/>\u5176\u6b21\uff0c\u8fdb\u5316\u5feb\u901f\u9009\u62e9\u5b66\u5f97\u66f4\u5feb\u7684\u5f62\u6001\uff0c\u4ece\u800c\u4f7f\u65e9\u671f\u7956\u5148\u4e00\u751f\u4e2d\u8f83\u665a\u5b66\u4f1a\u7684\u884c\u4e3a\u5728\u5176\u540e\u4ee3\u4e00\u751f\u4e2d\u8f83\u65e9\u8868\u73b0\u51fa\u6765<br \/>&nbsp;<br \/>\u7b2c\u4e09\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u901a\u8fc7\u7269\u7406\u4e0a\u66f4\u7a33\u5b9a\u3001\u80fd\u91cf\u6548\u7387\u66f4\u9ad8\u7684\u5f62\u6001\u7684\u8fdb\u5316\uff0c\u4fc3\u8fdb\u5b66\u4e60\u548c\u63a7\u5236\uff0c\u9c8d\u5fb7\u6e29\u6548\u5e94\u548c\u5f62\u6001\u667a\u80fd\u7684\u51fa\u73b0\u90fd\u6709\u4e00\u4e2a\u673a\u7406\u57fa\u7840\u3002<br \/>&nbsp;<\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1a<br \/>https:\/\/medium.com\/dataprophet\/evolutionary-reinforcement-learning-derl-stanfords-li-feifei-and-other-scholars-have-proposed-eb20a2d01087<br \/>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2102.02202.pdf<\/p>\n<p>\u590d\u6742\u79d1\u5b66\u6700\u65b0\u8bba\u6587<br \/><br style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;\"  \/><br \/>\u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81eaNature\u3001Science\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u5373\u53ef\u4e00\u952e\u8ba2\u9605\uff1a<\/p>\n<div class=\"post-image\"><img class=\"rich_pages\" data-ratio=\"0.3088962108731466\" data-s=\"300,640\" data-type=\"png\" data-w=\"1214\"  style=\"box-sizing: border-box !important;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-fdadfa689e4fd2c0d00404fdcd994125.png\"  \/><\/div>\n<p>\u63a8\u8350\u9605\u8bfb<\/p>\n<p><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247530602&amp;idx=2&amp;sn=f69359dfca252ddb8f9f368163ef7555&amp;chksm=e89722e7dfe0abf11bb0d936363f05782e4b0e4a6858049fabb8e6bfe8bdc8e0d15b5c5d2d0c&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u590d\u6742\u7cfb\u7edf\u4e0b\u7684\u4e2a\u4f53\uff0c\u5982\u4f55\u81ea\u53d1\u53d8\u5f97\u6709\u5e8f\uff1f| Science<\/a><\/p>\n<p><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489069&amp;idx=1&amp;sn=a6d81598f3e2438f4c74308d8f531eef&amp;chksm=e8944ca0dfe3c5b68cccab2a3382d709de22a622bfc34f9e3d3db38ace7d77284a433b842aa0&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u79cd\u7fa4\u7ed3\u6784\u5982\u4f55\u5f71\u54cd\u81ea\u7136\u9009\u62e9\uff1f| \u56fe\u8bba\u5bf9\u8fdb\u5316\u751f\u7269\u5b66\u7684\u542f\u53d1<\/a><\/p>\n<p><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247496286&amp;idx=1&amp;sn=b57c08008fb5a328b78802b64b701008&amp;chksm=e897a8d3dfe021c50af47aeddc0f9db2d4855c448ab5c8289f91143aaaadfee41c7666081b97&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u7fa4\u4f53\u667a\u80fd\u65b0\u8bba\uff1a\u4e2a\u4f53\u8fc7\u4e8e\u806a\u660e\u4f1a\u5bfc\u81f4\u7fa4\u4f53\u6b7b\u677f<\/a><\/p>\n<p><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/p>\n<p>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u8ffd\u8e2a\u590d\u6742\u79d1\u5b66\u9876\u520a\u8bba\u6587                 <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed6\u4ebf\u591a\u5e74\u7684\u8fdb\u5316\u4e2d\uff0c\u52a8\u7269\u8868\u73b0\u51fa\u663e\u8457\u7684\u5177\u8eab\u667a\u80fd\uff0c\u5229\u7528\u8fdb\u5316\u5b66\u4e60\u590d\u6742\u7684\u4efb\u52a1\u3002\u7814\u7a76\u4eba\u5458\u79f0\uff0cAI\u667a\u80fd\u4f53\u4e5f\u53ef\u4ee5\u5f88\u5feb\u5b66\u4f1a\u52a8\u7269\u7684\u8fd9\u79cd\u667a\u80fd\u884c\u4e3a\uff0c\u4f46\u76ee\u524d\u63a8\u52a8\u5177\u8eab\u8ba4\u77e5\u9762\u4e34\u5f88\u591a\u6311\u6218\u3002\u6700\u8fd1\u65af\u5766\u798f\u674e\u98de\u98de\u6559\u6388\u7b49\u4eba\u7684\u7814\u7a76\u300c\u6df1\u5ea6\u8fdb\u5316\u5f3a\u5316\u5b66\u4e60\u300d\u6709\u4e86\u7a81\u7834\uff0c\u9996\u6b21\u8bc1\u660e\u4e86\u300c\u9c8d\u5fb7\u6e29\u6548\u5e94\u300d\u3002\u65b0\u667a\u5143&nbsp;| \u6765\u6e90 \u667a\u80fd\u4f53\/\u4ee3\u7406\uff08Agents&#8230;<\/p>\n","protected":false},"author":1,"featured_media":23804,"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\/23816"}],"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=23816"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/23816\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/23804"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23816"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23816"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23816"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=23816"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}