{"id":23663,"date":"2021-02-04T21:11:38","date_gmt":"2021-02-04T13:11:38","guid":{"rendered":"https:\/\/swarma.org\/?p=23663"},"modified":"2021-02-04T21:11:38","modified_gmt":"2021-02-04T13:11:38","slug":"%e5%b4%94%e9%b9%8f%ef%bc%9a%e7%a8%b3%e5%ae%9a%e5%ad%a6%e4%b9%a0-%e6%8c%96%e6%8e%98%e5%9b%a0%e6%9e%9c%e6%8e%a8%e7%90%86%e5%92%8c%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%85%b1","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=23663","title":{"rendered":"\u5d14\u9e4f\uff1a\u7a33\u5b9a\u5b66\u4e60\u2014\u2014\u6316\u6398\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u7684\u5171\u540c\u57fa\u7840"},"content":{"rendered":"<div class='wxsyncmain'>                                                                                                          <img class=\"rich_pages\" data-ratio=\"0.6677966101694915\" data-s=\"300,640\"  data-type=\"png\" data-w=\"885\" style=\"\" 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href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247530285&amp;idx=1&amp;sn=45812ca8a633383aff7521f2ce358c89&amp;chksm=e8972da0dfe0a4b69566be4819fd607577b01fe39aa34765a2ae42942959308a90022aeb03d4&amp;scene=21#wechat_redirect\" textvalue=\"\u96c6\u667a\u4ff1\u4e50\u90e8\u5b66\u672f\u5e74\u4f1a\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u96c6\u667a\u4ff1\u4e50\u90e8\u5b66\u672f\u5e74\u4f1a<\/a>\u7684\u5206\u4eab\u3002<\/p>\n<p>\u5d14\u9e4f\u8001\u5e08\u6e05\u534e\u5927\u5b66\u526f\u6559\u6388\uff0c\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5927\u6570\u636e\u73af\u5883\u4e0b\u7684\u56e0\u679c\u63a8\u7406\u4e0e\u7a33\u5b9a\u9884\u6d4b\u3001\u7f51\u7edc\u8868\u5f81\u5b66\u4e60\uff0c\u53ca\u5176\u5728\u91d1\u878d\u79d1\u6280\u3001\u667a\u6167\u533b\u7597\u53ca\u793e\u4ea4\u7f51\u7edc\u7b49\u573a\u666f\u4e2d\u7684\u5e94\u7528\u3002<br \/><img data-type=\"png\" data-ratio=\"0.07314814814814814\" data-w=\"1080\"  style=\"box-sizing: border-box;vertical-align: middle;visibility: visible !important;width: 677px !important;\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-e16cd5b776e38a4f6806c73548bdc7d4.png\"  \/>\u5d14\u9e4f&nbsp;| \u8bb2\u8005<br \/>\u65b9\u5b8f\u6ce2&nbsp;| \u6574\u7406<br \/>\u9093\u4e00\u96ea&nbsp;|&nbsp;\u7f16\u8f91<\/p>\n<p>1. \u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u8fd0\u7528\u8fc7\u7a0b\u4e2d\u7684\u4e24\u5927\u56f0\u5883\uff1a\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027\u548c\u672a\u77e5\u73af\u5883\u4e0b\u7684\u7a33\u5b9a\u6027<\/p>\n<p>\u7eb5\u89c2\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6280\u672f\u7684\u53d1\u5c55\u53f2\uff0c\u5728\u8fc7\u53bb\u768420\u5e74\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u8fdb\u6b65\u7d27\u5bc6\u4f34\u968f\u7740\u4e92\u8054\u7f51\u7ecf\u6d4e\u7684\u53d1\u5c55\uff0c\u5728\u8bf8\u5982\u7f51\u4e0a\u641c\u7d22\u3001\u63a8\u8350\u5546\u54c1\u7b49\u4f17\u591a\u573a\u666f\u4e2d\u90fd\u6709\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fd0\u7528\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0cAI\u505a\u51fa\u9519\u8bef\u51b3\u7b56\u7684\u5371\u5bb3\u8f83\u5c0f\uff08\u6bd4\u5982\u63a8\u8350\u4e86\u7528\u6237\u4e0d\u611f\u5174\u8da3\u7684\u5546\u54c1\uff09\uff0c\u4f7f\u7528\u8005\u5bf9AI\u6a21\u578b\u7b97\u6cd5\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u8981\u6c42\u76f8\u5bf9\u8f83\u4f4e\u3002\u5982\u4eca\uff0cAI\u6280\u672f\u9010\u6e10\u6e17\u900f\u8fdb\u4e86\u5305\u62ec\u533b\u7597\u3001\u53f8\u6cd5\u3001\u8fd0\u8f93\u7b49\u4e0e\u6c11\u4f17\u751f\u6d3b\u7d27\u5bc6\u76f8\u5173\uff0c\u5bf9\u4eba\u7c7b\u7684\u751f\u5b58\u548c\u53d1\u5c55\u6709\u91cd\u5927\u5f71\u54cd\u7684\u9886\u57df\u4e2d\u3002\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0cAI\u6a21\u578b\u7684\u53ef\u9760\u6027\u548c\u7a33\u5b9a\u6027\u95ee\u9898\u53d8\u5f97\u65e5\u76ca\u91cd\u8981\uff0c\u4e5f\u5f88\u5927\u7a0b\u5ea6\u4e0a\u51b3\u5b9a\u4e86\u6211\u4eec\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u5229\u7528\u548c\u4f9d\u8d56\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e2e\u52a9\u51b3\u7b56\u3002<\/p>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5728\u5b9e\u8df5\u5229\u7528\u4e2d\u5b58\u5728\u4e24\u4e2a\u91cd\u8981\u95ee\u9898\u3002\u4e00\u662f\u6a21\u578b\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027\uff1b\u4e5f\u5373\u4eba\u4eec\u65e0\u6cd5\u7406\u89e3\u6a21\u578b\u505a\u51fa\u5224\u65ad\u7684\u903b\u8f91\u548c\u539f\u56e0\u3002\u8fd9\u5c31\u5bfc\u81f4\u4eba\u4eec\u9762\u5bf9\u6a21\u578b\u7684\u51b3\u7b56\u65f6\uff0c\u53ea\u80fd\u65e0\u6761\u4ef6\u5730\u5b8c\u5168\u80af\u5b9a\u6216\u5426\u5b9a\u5176\u63d0\u4f9b\u7684\u7b54\u6848\uff0c\u6211\u4eec\u8ba4\u4e3a\u53ef\u4ee5\u901a\u8fc7\u5efa\u7acb\u4eba\u673a\u534f\u4f5c\uff08human in the loop\uff09\u7684\u673a\u5236\u5408\u4f5c\u51b3\u7b56\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u7b2c\u4e8c\u4e2a\u95ee\u9898\u5219\u662f\u6a21\u578b\u7f3a\u4e4f\u5728\u4f4d\u7f6e\u73af\u5883\u4e0b\u6027\u80fd\u7684\u7a33\u5b9a\u6027\uff1b\u76ee\u524d\u5927\u591a\u6570\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4f9d\u8d56\u4e8eiid\u5047\u8bbe\uff08Independent and identically distributed\uff09\uff0c \u5373\u8bad\u7ec3\u6570\u636e\u96c6\u548c\u6d4b\u8bd5\u6570\u636e\u96c6\u7684\u6570\u636e\u5206\u5e03\u662f\u76f8\u4f3c\u7684\uff1b\u800c\u5728\u5b9e\u9645\u8fd0\u7528\u4e2d\uff0c\u65e0\u6cd5\u5b8c\u5168\u9884\u89c1\u53ef\u80fd\u51fa\u73b0\u7684\u6570\u636e\u5206\u5e03\uff08\u65e0\u6cd5\u4e86\u89e3\u6d4b\u8bd5\u6570\u636e\u96c6\u7684\u5206\u5e03\uff09\uff0c\u6b64\u65f6\u6a21\u578b\u7684\u6027\u80fd\u65e0\u6cd5\u4fdd\u8bc1\u3002\u672c\u6587\u5c06\u91cd\u70b9\u89e3\u51b3\u6a21\u578b\u5728\u672a\u77e5\u73af\u5883\u4e0b\u7684\u6027\u80fd\u7a33\u5b9a\u6027\u95ee\u9898\u3002<\/p>\n<p>\u4ee5\u8bc6\u522b\u56fe\u7247\u4e2d\u662f\u5426\u5b58\u5728\u72d7\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e3a\u4f8b\u3002\u56fe1\u4e2d\u7684\u5de6\u56fe\u662f\u8bad\u7ec3\u96c6\u4e2d\u5305\u542b\u72d7\u7684\u56fe\u7247\u96c6\uff0c\u5176\u4e2d\u5927\u591a\u6570\u56fe\u7247\u7684\u80cc\u666f\u662f\u8349\u5730\u3002\u800c\u5728\u6d4b\u8bd5\u96c6\u4e2d\uff0c\u6a21\u578b\u5bf9\u540c\u6837\u4e3a\u8349\u5730\u80cc\u666f\u7684\u56fe\u7247\u6709\u826f\u597d\u7684\u5224\u65ad\u529b\uff08\u53f3\u56fe\u4e0a\uff09\uff1b\u5bf9\u975e\u8349\u5730\u80cc\u666f\u7684\u56fe\u7247\u5224\u65ad\u51c6\u786e\u5ea6\u4e0b\u964d\uff08\u53f3\u56fe\u4e2d\u3001\u4e0b\uff09\u3002<\/p>\n<p><img class=\"rich_pages\" data-ratio=\"0.6308411214953271\" data-s=\"300,640\"  data-type=\"png\" data-w=\"856\" style=\"\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-94f0a8918891f57caedf48d4370c4b57.png\"  \/>\u56fe1. \u4eba\u5de5\u667a\u80fd\u8bc6\u522b\u56fe\u7247\u4e2d\u7684\u72d7\u4efb\u52a1\u8bad\u7ec3\u96c6\uff08\u5de6\uff09\uff0c\u6d4b\u8bd5\u96c6\u7ed3\u679c\uff08\u53f3\uff09<\/p>\n<p><br  \/>2. \u5bf9\u6a21\u578b\u7a33\u5b9a\u6027\u95ee\u9898\u7684\u4e00\u4e2a\u63a2\u8ba8\uff1a\u57fa\u4e8e\u7279\u5f81\u76f8\u5173\u6027\u7684\u4e0d\u53ef\u9760\u51b3\u7b56<br \/><br style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"  \/><br 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\/>\u56fe4\uff1a\u72ec\u7acb\u540c\u5206\u5e03\u5b66\u4e60\u3001\u8fc1\u79fb\u5b66\u4e60\u548c\u7a33\u5b9a\u5b66\u4e60<\/p>\n<p>\u5728\u524d\u6587\u7684\u8ba8\u8bba\u4e2d\uff0c\u6211\u4eec\u8ba4\u4e3a\u4e0e\u8f93\u51fa\u53d8\u91cf\u5b58\u5728\u56e0\u679c\u8054\u7cfb\u7684\u8f93\u5165\u53d8\u91cf\u662f\u6a21\u578b\u505a\u51fa\u51b3\u7b56\u5e94\u8be5\u4f9d\u8d56\u7684\u7279\u5f81\u3002\u8981\u63a8\u7406\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u6839\u636e\u56e0\u679c\u5173\u7cfb\u7684\u5b9a\u4e49\uff1a\u201c\u53d8\u91cfA\u5bf9\u53d8\u91cfB\u6709\u56e0\u679c\u5173\u7cfb\uff0c\u5f53\u4e14\u4ec5\u5f53\u4fdd\u6301\u5176\u5b83\u6240\u6709\u53d8\u91cf\u4e0d\u53d8\u65f6\uff0c\u82e5\u6539\u53d8A\u7684\u503c\uff0cB\u7684\u503c\u53d1\u751f\u6539\u53d8\u3002\u201d\u4ee5\u4e0a\u6587\u795e\u7ecf\u7f51\u7edc\u8bc6\u522b\u56fe\u7247\u4e2d\u7684\u72d7\u4e3a\u4f8b\uff0c\u8f93\u51fa\u53d8\u91cf\u4e3a\u662f\u5426\u5b58\u5728\u72d7\uff0c\u8f93\u5165\u53d8\u91cf\u4e3a\u80cc\u666f\u72b6\u6001\uff08\u662f\u5426\u4e3a\u8349\u5730\uff09\u548c\u72d7\u7684\u5f62\u6001\u7279\u5f81\uff08\u5982\u662f\u5426\u5b58\u5728\u72d7\u9f3b\u5b50\u3001\u72d7\u773c\u775b\uff09\uff1b\u8981\u5224\u65ad\u67d0\u4e2a\u8f93\u5165\u53d8\u91cf\u662f\u5426\u548c\u8f93\u51fa\u53d8\u91cf\u6709\u56e0\u679c\u5173\u7cfb\uff0c\u5219\u9700\u8981\u63a7\u5236\u53e6\u4e00\u4e2a\u8f93\u5165\u53d8\u91cf\u7684\u503c\uff08\u6bd4\u5982\u9009\u53d6\u6240\u6709\u5305\u542b\u72d7\u5f62\u6001\u7279\u5f81\u7684\u56fe\u7247\uff0c\u5224\u65ad\u80cc\u666f\u662f\u5426\u4e3a\u8349\u5730\u548c\u5b58\u5728\u72d7\u7684\u7ed3\u8bba\u4e4b\u95f4\u662f\u5426\u6709\u56e0\u679c\u6027\uff09\u3002<br 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src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-eba977ba8ff470db0ba6a849cec0b057.png\"  \/>\u56fe6\uff1aNICO 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data-ratio=\"0.3109807208717519\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1193\" style=\"\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-082b5d44dece5b0b8a5daf9730227f70.png\"  \/><br \/>\u56fe7\uff1a\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u56fe\u7247\u5dee\u5f02\u5927\u5c0f\u548c\u56e0\u679c\u6027\u7f51\u7edc\u6027\u80fd\u63d0\u5347\uff08\u56fe\u5de6\uff09\uff0c\u5176\u4e2d\u7ea2\u8272\u6761\u67f1\u4ee3\u8868\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u5dee\u5f02\u5927\u5c0f\uff0c\u84dd\u8272\u6298\u7ebf\u4ee3\u8868\u56e0\u679c\u6027\u7f51\u7edc\u76f8\u6bd4\u4e8e\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd\u63d0\u5347\uff08\u767e\u5206\u6bd4\uff09\u3002\u53ef\u89c6\u5316\u663e\u793a\u7f51\u7edc\u4f9d\u8d56\u7684\u7279\u5f81\uff08\u56fe\u53f3\uff09\uff0c\u5176\u4e2d\u7ea2\u6846\u6807\u51fa\u56e0\u679c\u6027\u7f51\u7edc\u5229\u7528\u7684\u7279\u5f81\uff0c\u7eff\u6846\u6807\u51fa\u4f20\u7edf\u7f51\u7edc\u5229\u7528\u7684\u7279\u5f81\u3002<\/p>\n<p>4. \u5bf9\u8fde\u7eed\u6027\u8f93\u5165\u53d8\u91cf\u7684\u7a33\u5b9a\u5b66\u4e60\u548c\u7a33\u5b9a\u5b66\u4e60\u7684\u4f18\u5316<br \/><br style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\"  \/><br \/>\u4e0a\u6587\u7684\u4f18\u5316\u65b9\u5f0f\u4ec5\u4ec5\u9002\u7528\u4e8e\u4e8c\u5143\u79bb\u6563\u53d8\u91cf\uff0c\u6211\u4eec\u540c\u6837\u63d0\u51fa\u4e86\u53ef\u4ee5\u5728\u8fde\u7eed\u6027\u8f93\u5165\u53d8\u91cf\u4e0b\u8bad\u7ec3\u7684\u4f18\u5316\u65b9\u7a0b\uff08\u56fe8\uff09\u3002\u5b9e\u9a8c\u8868\u660e\u5728\u8fde\u7eed\u8f93\u5165\u7684\u73af\u5883\u4e0b\uff0c\u57fa\u4e8e\u56e0\u679c\u6027\u7684\u6a21\u578b\u5728\u5404\u79cd\u4e0d\u540c\u7684\u73af\u5883\u4e0b\u8868\u73b0\u66f4\u4e3a\u7a33\u5b9a\uff0c\u6d4b\u91cf\u53ef\u5f97\u5176\u51c6\u786e\u7387\u5728\u5404\u4e2a\u73af\u5883\u4e0b\u7684\u65b9\u5dee\u66f4\u5c0f\uff08\u56fe9\uff09\u3002<\/p>\n<p><img class=\"rich_pages\" data-ratio=\"0.36329588014981273\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1068\" style=\"\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-5711540c9a3b6bf4eda6321cf6edce59.png\"  \/>\u56fe8\uff1a\u5bf9\u8fde\u7eed\u6027\u8f93\u5165\u53d8\u91cf\u7684\u635f\u5931\u51fd\u6570\u548c\u9650\u5236\u6761\u4ef6<\/p>\n<p><img class=\"rich_pages\" data-ratio=\"0.38055322715842416\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1193\" style=\"\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-85d62b78cfcc781b7118494b702bd29a.png\"  \/>\u56fe9\uff1a\u56e0\u679c\u6027\u6a21\u578b\u548c\u5176\u5b83\u7f51\u7edc\u6a21\u578b\u5728\u4e0d\u540c\u73af\u5883\u4e0b\u6027\u80fd\u7684\u6bd4\u8f83\uff0c\u5de6\u56fe\u6a2a\u8f74\u4ee3\u8868\u4e0d\u540c\u7684\u73af\u5883\uff0c\u7eb5\u8f74\u4ee3\u8868\u8bef\u5dee\uff0c\u4e0d\u540c\u989c\u8272\u4ee3\u8868\u4e0d\u540c\u7684\u6a21\u578b\u3002\u53f3\u56fe\u6a2a\u8f74\u4ee3\u8868\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u7eb5\u8f74\u4ee3\u8868\u5728\u4e0d\u540c\u73af\u5883\u4e0b\u7684\u5e73\u5747\u9519\u8bef\uff0c\u6027\u80fd\u7684\u65b9\u5dee\u5728\u6761\u67f1\u9876\u7aef\u7528\u9ed1\u5b9e\u7ebf\u6807\u51fa\u3002<\/p>\n<p><br  \/>\u66f4\u8fdb\u4e00\u6b65\u5730\uff0c\u5bfc\u81f4\u6a21\u578b\u4f9d\u8d56\u4e8e\u76f8\u5173\uff0c\u4f46\u65e0\u56e0\u679c\u5173\u7cfb\u7684\u53d8\u91cf\u7684\u539f\u56e0\u662f\u56e0\u679c\u6027\u53d8\u91cf\u548c\u76f8\u5173\u6027\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u4ece\u800c\u5bfc\u81f4\u6a21\u578b\u4f9d\u8d56\u4ec5\u6709\u76f8\u5173\u6027\u7684\u53d8\u91cf\u4f7f\u5f97\u6027\u80fd\u4e0d\u7a33\u5b9a\u3002\u4f46\u662f\u56e0\u679c\u6027\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u4ee5\u53ca\u76f8\u5173\u6027\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5e76\u4e0d\u4f1a\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u7684\u4e0d\u7a33\u5b9a\u3002\u901a\u8fc7\u5c06\u8f93\u5165\u53d8\u91cf\u8fdb\u884c\u805a\u7c7b\uff0c\u5c06\u53d8\u91cf\u5206\u4e3a\u76f8\u5173\u6027\u53d8\u91cf\u548c\u56e0\u679c\u6027\u53d8\u91cf\uff0c\u8fd9\u4f7f\u5f97\u5728\u5e73\u8861\u5e72\u6270\u53d8\u91cf\u65f6\u53ea\u9700\u8981\u4fdd\u8bc1\u76f8\u5173\u6027\u53d8\u91cf\u548c\u56e0\u679c\u6027\u53d8\u91cf\u4e4b\u95f4\u72ec\u7acb\u5373\u53ef\u3002\u5982\u524d\u6587\u6240\u8ff0\uff0c\u6837\u672c\u91cf\u8d8a\u5927\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u4fdd\u8bc1\u53d8\u91cf\u4e4b\u95f4\u7684\u72ec\u7acb\u6027\u8d8a\u5f3a\uff1b\u800c\u901a\u8fc7\u51cf\u5c0f\u9700\u8981\u4fdd\u8bc1\u72ec\u7acb\u7684\u53d8\u91cf\u6570\u91cf\uff0c\u53ef\u4f7f\u5f97\u5728\u7ed9\u5b9a\u56fa\u5b9a\u6837\u672c\u91cf\u7684\u524d\u63d0\u4e0b\u4fdd\u8bc1\u53d8\u91cf\u4e4b\u95f4\u7684\u72ec\u7acb\u6027\u66f4\u5f3a\uff0c\u66f4\u6709\u52a9\u4e8e\u6a21\u578b\u5728\u5404\u79cd\u73af\u5883\u4e0b\u7684\u8868\u73b0\u7a33\u5b9a\u3002<br  \/>\u672c\u6587\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5728\u9ad8\u98ce\u9669\u9886\u57df\u7684\u5e94\u7528\u5b9e\u8df5\uff0c\u6df1\u5165\u63a2\u8ba8\u4e86\u7a33\u5b9a\u6027\u95ee\u9898\u5728\u6a21\u578b\u5e94\u7528\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u5f71\u54cd\uff0c\u5e76\u636e\u6b64\u63d0\u51fa\u4e86\u5229\u7528\u56e0\u679c\u6027\u7279\u5f81\u8bad\u7ec3\u6a21\u578b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4eba\u5de5\u667a\u80fd\u7684\u7a33\u5b9a\u6027\uff0c\u6cdb\u5316\u6027\uff0c\u548c\u5728\u4eba\u7c7b\u751f\u4ea7\u751f\u6d3b\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u9886\u57df\u7684\u53ef\u7528\u6027\uff0c\u5c06\u4f1a\u662f\u5b66\u754c\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\uff1b\u57fa\u4e8e\u56e0\u679c\u6027\u7279\u5f81\u7684\u6a21\u578b\u8bad\u7ec3\u4e30\u5bcc\u4e86\u5bf9\u8fd9\u4e00\u95ee\u9898\u7684\u63a2\u7d22\u4e0e\u5b9e\u8df5\uff0c\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u89c6\u89d2\u3002<\/p>\n<p>\u53c2\u8003\u6587\u732e1. Yue He, Zheyan Shen, Peng Cui. Towards Non-I.I.D. Image Classification: A Dataset and Baselines. Pattern Recognition, 2020.2. Zheyan Shen, Peng Cui, Kun Kuang, Bo Li, Peixuan Chen. Causally Regularized Learning with Agnostic Data Selection Bias. ACM Multimedia, 2018.3. Kun Kuang, Peng Cui, Susan Athey, Ruoxuan Xiong and Bo Li. Stable Prediction across Unknown Environments. KDD, 2018.4. Zheyan Shen, Peng Cui, Tong Zhang, Kun Kuang. Stable Learning via Sample Reweighting. AAAI, 2020.5. Zheyean Shen, Peng Cui, Jiashuo Liu, Tong Zhang, Bo Li and Zhitang Chen. Stable Learning via Differentiated Variable Decorrelation. KDD, 2020.6. Kun Kuang, Ruoxuan Xiong, Peng Cui, Susan Athey, Bo Li. Stable Prediction with Model Misspecification and Agnostic Distribution Shift. AAAI, 2020.7. Jiashuo Liu, Zheyan Shen, Peng Cui, Linjun Zhou, Kun Kuang, Bo Li, Yishi Lin. Stable Adversarial Learning under Distributional Shifts. AAAI, 2021.<\/p>\n<p>\u5f55\u64ad\u5730\u5740<\/p>\n<p><img class=\"rich_pages\" data-ratio=\"0.3812615955473098\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1078\" style=\"\" src=\"\/wp-content\/uploads\/2021\/02\/wxsync-2021-02-000f7458de56595e80e521f903a86c75.png\"  \/>https:\/\/campus.swarma.org\/course\/2323?from=wechat<\/p>\n<p>\u63a8\u8350\u9605\u8bfb<\/p>\n<p><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520660&amp;idx=1&amp;sn=22cc85b84b5e22aae45e5a60bf789276&amp;chksm=e897cb19dfe0420f42634d4057d03c81c38449ff6daebc4c875dab695fb463abe3c9d2025414&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"font-size: 14px;text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u501f\u52a9\u56e0\u679c\u63a8\u65ad\uff0c\u66f4\u9c81\u68d2\u7684\u673a\u5668\u5b66\u4e60\u6765\u4e86\uff01<\/a><a target=\"_blank\" 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