{"id":21091,"date":"2020-09-11T19:51:06","date_gmt":"2020-09-11T11:51:06","guid":{"rendered":"https:\/\/swarma.org\/?p=21091"},"modified":"2020-09-18T17:25:29","modified_gmt":"2020-09-18T09:25:29","slug":"%e5%9b%a0%e6%9e%9c%e7%a7%91%e5%ad%a6%e6%80%8e%e6%a0%b7%e6%94%b9%e5%8f%98%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%92%8c%e7%8e%b0%e5%ae%9e%e4%b8%96%e7%95%8c%ef%bc%9f-bdsc2020%e5%9b%a0%e6%9e%9c%e6%8e%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=21091","title":{"rendered":"\u56e0\u679c\u79d1\u5b66\u600e\u6837\u6539\u53d8\u4eba\u5de5\u667a\u80fd\u548c\u73b0\u5b9e\u4e16\u754c\uff1f | BDSC2020\u56e0\u679c\u63a8\u65ad\u5206\u4f1a\u573a\u56de\u987e"},"content":{"rendered":"\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-304b15c4311448fe954be2cd119d725b.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u5bfc\u8bed<\/strong><\/p>\n\n\n\n<p><strong>8\u670822\u65e5\u7684<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247519615&amp;idx=2&amp;sn=75c9cb2b6e9f27b1e906178ab3344a56&amp;chksm=e897d7f2dfe05ee47be5085f000c97920757f2a3e0f3eb39f3f6d57da51de6814f95a1226f66&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noreferrer noopener\">\u5168\u56fd\u5927\u6570\u636e\u4e0e\u793e\u4f1a\u8ba1\u7b97\u4f1a\u8bae<\/a>\u4e2d\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u7ec4\u7ec7\u4e86\u56e0\u679c\u63a8\u7406\u4e13\u9898\u4f1a\u8bae\uff0c\u9080\u8bf7\u6e05\u534e\u5927\u5b66\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u3001\u9ebb\u7701\u7406\u5de5\u5927\u5b66\uff08MIT\uff09\u4ee5\u53ca\u4e1a\u754c\u5b66\u8005\uff0c\u5206\u4eab\u4ed6\u4eec\u5728\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\u3002\u56db\u4f4d\u8bb2\u8005\u5206\u522b\u4ece\u56e0\u679c\u63a8\u7406\u5728\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5fc5\u8981\u6027\u3001\u5728\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u7684\u4e3b\u8981\u65b9\u6cd5\u3001\u4ee5\u53ca\u5728\u4e92\u8054\u7f51\u5e73\u53f0\u548c\u4ea7\u54c1\u4e0a\u7684\u5e94\u7528\u7b49\u51e0\u4e2a\u5c42\u9762\u8fdb\u884c\u4e86\u8bb2\u89e3\u3002<\/strong><strong>\u672c\u6587\u662f\u5bf9\u56e0\u679c\u63a8\u7406\u4e13\u9898\u4f1a\u8bae\u4e0a\u51e0\u4f4d\u4e13\u5bb6\u8bb2\u5ea7\u7684\u603b\u7ed3\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u6574\u4e2a\u4f1a\u8bae\u7684\u90e8\u5206\u8bb2\u5ea7\u89c6\u9891\u5df2\u7ecf\u526a\u8f91\u51fa\u7089\uff0c\u514d\u8d39\u63d0\u4f9b\u7ed9\u9700\u8981\u7684\u8bfb\u8005\uff0c\u5305\u542b\u8bb2\u8005\u6388\u6743\u6211\u4eec\u53d1\u5e03\u7684PPT\u3002\u8bf7\u626b\u4e0b\u65b9\u4e8c\u7ef4\u7801\u83b7\u53d6\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u81ea9\u670820\u65e5\uff08\u5468\u65e5\uff09\u5f00\u59cb\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8fd8\u5c06\u4e3e\u884c\u4e00\u7cfb\u5217\u6709\u5173\u56e0\u679c\u63a8\u7406\u7684\u8bfb\u4e66\u4f1a\uff0c\u6b22\u8fce\u66f4\u591a\u7684\u6709\u5174\u8da3\u7684\u540c\u5b66\u548c\u76f8\u5173\u7814\u7a76\u8005\u53c2\u52a0\uff0c\u4e00\u8d77\u8fce\u63a5\u56e0\u679c\u79d1\u5b66\u7684\u65b0\u65f6\u4ee3\u3002\u7cfb\u5217\u8bfb\u4e66\u4f1a\u8be6\u60c5\u4e0e\u53c2\u4e0e\u65b9\u5f0f\u89c1\u6587\u672b\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-ae4494d35aa7b1708e3868bf2113ade1.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u626b\u7801\u67e5\u770b\u5927\u4f1a\u5f55\u64ad\uff0c\u5305\u542b\u56e0\u679c\u63a8\u65ad\u5206\u4f1a\u573a<\/strong><\/p>\n\n\n\n<p>\u56e0\u679c\u79d1\u5b66\u662f\u7814\u7a76\u56e0\u679c\u5173\u7cfb\u548c\u56de\u7b54\u56e0\u679c\u95ee\u9898\u7684\u5b66\u79d1\uff0c\u56e0\u679c\u9769\u547d\u548c\u6570\u636e\u79d1\u5b66\u9769\u547d\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\u5b83\u662f\u4ee5\u79d1\u5b66\u4e3a\u4e2d\u5fc3\uff0c\u6d89\u53ca\u4ece\u6570\u636e\u5230\u653f\u7b56\u3001\u53ef\u89e3\u91ca\u6027\u3001\u673a\u5236\u7684\u6cdb\u5316\uff0c\u518d\u5230\u4e00\u4e9b\u793e\u4f1a\u79d1\u5b66\u4e2d\u7684\u57fa\u7840\u6982\u5ff5\uff0c\u4f8b\u5982\uff1a\u4fe1\u7528\u3001\u8d23\u5907\u548c\u516c\u5e73\u6027\u7b49\uff0c\u751a\u81f3\u54f2\u5b66\u4e2d\u7684\u521b\u9020\u6027\u548c\u81ea\u7531\u610f\u5fd7\u7b49\u6982\u5ff5\u3002\u56e0\u679c\u9769\u547d\u6b63\u5728\u6539\u53d8\u6574\u4e2a\u6570\u636e\u79d1\u5b66\uff0c\u5e2e\u52a9\u89e3\u51b3\u6df7\u6742\u504f\u5dee\uff0c\u9009\u62e9\u504f\u5dee\u548c\u6d4b\u91cf\u504f\u5dee\u7b49\u95ee\u9898\u3002AI\u4e2d\u7684\u5f00\u653e\u6027\u96be\u9898\uff0c\u4f8b\u5982\u4ece\u4e00\u4e2a\u95ee\u9898\u7684\u53e6\u4e00\u4e2a\u95ee\u9898\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u672c\u8d28\u90fd\u548c\u56e0\u679c\u5bc6\u5207\u76f8\u5173\u3002\u8ba9\u673a\u5668\u5b66\u4f1a\u56e0\u679c\u63a8\u7406\u7684\u662f\u5b9e\u73b0\u771f\u6b63\u4eba\u5de5\u667a\u80fd\u4e00\u4e2a\u91cd\u8981\u6b65\u9aa4\uff0c\u5f53\u524d\u6709\u5f88\u591a\u6700\u4f18\u79c0\u7684\u79d1\u5b66\u5bb6\u5728\u671d\u7740\u8fd9\u4e2a\u65b9\u5411\u52aa\u529b\u3002<\/p>\n\n\n\n<p><strong>\u5d14\u9e4f\uff1a\u5927\u6570\u636e\u73af\u5883\u4e0b\u7684\u56e0\u679c\u63a8\u7406\u662f AI \u53d1\u5c55\u7684\u5fc5\u7136<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-720fa84abe4b74a5455e2b551c42697c.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u5d14\u9e4f\uff0c\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u957f\u8058\u526f\u6559\u6388\u3002\u7814\u7a76\u5174\u8da3\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\u3001\u793e\u4f1a\u52a8\u529b\u5b66\u5efa\u6a21\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<\/p><\/blockquote>\n\n\n\n<p>\u9996\u5148\uff0c\u6765\u81ea\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u957f\u8058\u526f\u6559\u6388\u5d14\u9e4f\u505a\u4e86\u9898\u4e3a\u300a\u4eba\u5de5\u667a\u80fd\uff1a\u4ece\u201c\u77e5\u5176\u7136\u201d\u5230\u201c\u77e5\u5176\u6240\u4ee5\u7136\u201d\u300b\u7684\u5b66\u672f\u62a5\u544a\u3002<\/p>\n\n\n\n<p>\u8fd1\u4e9b\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u5927\u6570\u636e\u548c\u7b97\u529b\u63d0\u5347\u7684\u52a0\u6301\u4e0b\uff0c\u5728\u8bf8\u591a\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4f8b\u5982\u4eba\u8138\u8bc6\u522b\u3001\u68cb\u7c7b\u6e38\u620f\u3001\u793e\u4ea4\u548c\u8d2d\u7269\u7f51\u7ad9\u7684\u63a8\u8350\u7cfb\u7edf\u7b49\u7b49\u3002\u7136\u800c\u7a76\u5176\u5b9e\u8d28\uff0c\u5374\u53ea\u662f\u4e00\u4e2a\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u7684\u9ed1\u7bb1\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\u7684\u667a\u80fd\u7cfb\u7edf\u5b58\u5728\u8bf8\u591a\u7cfb\u7edf\u74f6\u9888\uff1a<\/p>\n\n\n\n<ol><li>\u7f3a\u4e4f\u201c\u4e3e\u4e00\u53cd\u4e09\u201d\u7684\u80fd\u529b\uff0c\u5728\u4e00\u4e2a\u73af\u5883\u6216\u573a\u666f\u4e2d\u5b66\u4e60\u7684\u6a21\u578b\u96be\u4ee5\u6cdb\u5316\u5230\u5176\u4ed6\u73af\u5883\u548c\u573a\u666f\uff1b<\/li><li>\u63a8\u7406\u7ed3\u679c\u548c\u63a8\u7406\u8fc7\u7a0b\u96be\u4ee5\u89e3\u91ca\uff0c\u9650\u5236\u4e86\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u667a\u6167\u533b\u7597\u3001\u91d1\u878d\u79d1\u6280\u7b49\u98ce\u9669\u654f\u611f\u9886\u57df\u7684\u5e94\u7528\u3002<\/li><\/ol>\n\n\n\n<p>&nbsp; &nbsp; &nbsp;<img loading=\"lazy\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-c986e386c8385e52da4e739fa9c0b07e.png\" width=\"1172\" height=\"auto\">\u8fd9\u6837\u7684\u667a\u80fd\u7cfb\u7edf\u662f\u4e92\u8054\u7f51\u601d\u7ef4\u4e0b\u201c\u6027\u80fd\u9a71\u52a8\u201d\u7684\u4ea7\u7269\uff0c\u9700\u8981\u4e0d\u65ad\u7684\u6295\u5165\u6570\u636e\u548c\u7b97\u529b\u624d\u80fd\u8fdb\u884c\u63d0\u5347\u3002\u4f46\u5373\u4f7f\u5982\u6b64\uff0c\u5728\u4e92\u8054\u7f51\u4e4b\u5916\u7684\u8bf8\u591a\u5782\u76f4\u9886\u57df\uff0c\u5982\u667a\u6167\u533b\u7597\u3001\u91d1\u878d\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u8fd9\u4e9b\u98ce\u9669\u6781\u4e3a\u654f\u611f\u9886\u57df\uff0c\u4f20\u7edf\u6570\u636e\u65b9\u6cd5\u4e5f\u65e0\u6cd5\u6ee1\u8db3\u5e94\u7528\u7684\u5b89\u5168\u6027\u9700\u6c42\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-f8836e5046cb78d373b3f6dacbeeb8e4.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u90a3\u4e48\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1f\u5d14\u9e4f\u526f\u6559\u6388\u8ba4\u4e3a\uff0c\u8fd9\u5c31\u9700\u8981\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u5f15\u5165\u56e0\u679c\u63a8\u7406\u80fd\u529b\uff0c\u4ece\u89e3\u51b3 \u201cWhat problem\u201d \u5230\u201c Why problem\u201d\uff0c\u8ba9\u5de5\u667a\u80fd\u6280\u672f\u4ece\u201c\u77e5\u5176\u7136\u201d\u5230\u201c\u77e5\u5176\u6240\u4ee5\u7136\u201d\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u4eba\u5de5\u667a\u80fd\u4ece\u6027\u80fd\u9a71\u52a8\u8f6c\u5230\u98ce\u9669\u654f\u611f\u9a71\u52a8\uff0c\u53bb\u7740\u529b\u89e3\u51b3\u6709\u5173\u4eba\u7c7b\u5b89\u5168\u548c\u5065\u5eb7\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5bf9\u540e\u8005\uff0c\u4e00\u65b9\u9762\u662f\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u95ee\u9898\uff0c\u4e00\u65b9\u9762\u662f\u5c06\u56e0\u679c\u63a8\u7406\u5f15\u5165\u9884\u6d4b\u6027\u95ee\u9898\uff0c\u4ee5\u53ca\u5728\u7a33\u5b9a\u9884\u6d4b\u6a21\u578b\u65b9\u9762\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u76f8\u5173\u5173\u7cfb\u672c\u8eab\u5c31\u662f\u4e0d\u53ef\u89e3\u91ca\u7684\uff0c\u4e0d\u53ef\u89e3\u91ca\u5c31\u610f\u5473\u7740\u4eba\u548c\u673a\u5668\u4e4b\u95f4\u4eba\u673a\u4e0d\u80fd\u534f\u540c\u3002\u4e5f\u5c31\u662f\u8bf4\u667a\u80fd\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u5728\u590d\u6742\u4efb\u52a1\u6027\u80fd\u662f\u4e0d\u53ef\u80fd\u8fbe\u5230\u975e\u5e38\u53ef\u9760\u975e\u5e38\u9ad8\u7cbe\u51c6\u7684\u7a0b\u5ea6\u7684\u3002\u8fd9\u6837\u5728\u5305\u62ec\u533b\u7597\u3001\u519b\u4e8b\u3001\u91d1\u878d\u3001\u5de5\u4e1a\u9ad8\u98ce\u9669\u9886\u57df\u4eba\u7c7b\u5c31\u4e0d\u53ef\u80fd\u53bb\u4fe1\u8d56\u673a\u5668\u53bb\u505a\u51b3\u7b56\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-49e30b31d8f94f5bce5d67c1dcd60ce9.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6b64\u5916\u5c31\u662f AI \u7cfb\u7edf\u7684\u4e0d\u7a33\u5b9a\u6027\u3002\u8fd9\u6e90\u4e8e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u4e00\u4e2a\u57fa\u672c\u5047\u8bbe\uff0c\u5373\u72ec\u7acb\u540c\u5206\u5e03\u5047\u8bbe\u3002\u5b83\u8981\u6c42\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u6700\u7ec8\u6570\u636e\u5206\u5e03\u5e94\u8be5\u662f\u76f8\u4f3c\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-d5c0e2dd54d08f5e223b9cfeddc894a9.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4f46\u95ee\u9898\u662f\uff0c\u5728\u771f\u5b9e\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u4f8b\u5982\u81ea\u52a8\u9a7e\u9a76\u7684\u8def\u51b5\u548c\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u6709\u5f88\u5927\u7684\u504f\u5dee\uff0c\u56e0\u4e3a\u4f60\u4e0d\u80fd\u771f\u6b63\u63a7\u5236\u53f8\u673a\u53bb\u4ec0\u4e48\u5730\u65b9\u3002\u8fd9\u5c31\u5bfc\u81f4\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6570\u636e\u5206\u5e03\u4f1a\u6709\u4e00\u4e2a\u7cfb\u7edf\u6027\u504f\u5dee\uff0c\u53ea\u80fd\u6293\u5230\u6570\u636e\u4e2d\u8868\u9762\u4e0a\u4e00\u4e9b\u865a\u5047\u5173\u8054\uff0c\u5e76\u6ca1\u6709\u7406\u89e3\u771f\u6b63\u7406\u89e3\u6982\u5ff5\u4ee5\u53ca\u8fd9\u4e9b\u5c5e\u6027\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u56e0\u6b64\u4e0d\u7ba1\u662f\u4ece\u6027\u80fd\u8fd8\u662f\u7406\u8bba\u4e0a\u6765\u8bb2\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u6027\u80fd\u662f\u53ef\u4ee5\u4efb\u610f\u7684\u5dee\u3002\u8fd9\u4e2a\u95ee\u9898\u751a\u81f3\u5728\u56fe\u50cf\u8bc6\u522b\u4e2d\u4e5f\u662f\u91cd\u5927\u7f3a\u9677\uff0c\u4eba\u8111\u53ef\u4ee5\u8fa8\u8ba4\u5728\u4efb\u4f55\u60c5\u51b5\u4e0b\u7684\u4e00\u53ea\u72d7\uff0c\u4f46\u5bf9\u673a\u5668\u6765\u8bf4\u603b\u53ef\u80fd\u5851\u9020\u8fd9\u6837\u7684\u6570\u636e\u8ba9 AI \u65e0\u6cd5\u8fdb\u884c\u6b63\u786e\u8bc6\u522b\u5206\u7c7b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-df9ed902ec80c495a776236e90464a4b.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8981\u89e3\u51b3\u8fd9\u79cd\u9884\u6d4b\u7684\u4e0d\u7a33\u5b9a\u6027\uff0c\u5373\u4e0d\u7ba1\u73af\u5883\u600e\u4e48\u53d8\uff0c\u72d7\u5728\u5929\u4e0a\u53bb\u4f9d\u7136\u8fd8\u662f\u4e00\u53ea\u72d7\uff0c\u80fd\u591f\u505a\u5230\u4e3e\u4e00\u53cd\u4e09\uff0c\u5c31\u9700\u8981\u673a\u5668\u5b66\u4e60\u5230\u56e0\u679c\u5173\u7cfb\u3002\u77e5\u5176\u7136\uff0c\u66f4\u77e5\u5176\u6240\u4ee5\u7136\u3002\u8fd9\u91cc\u5d14\u9e4f\u8001\u5e08\u8bb2\u4e86\u4e00\u79cd\u81ea\u5df1\u5e38\u5e38\u4f7f\u7528\u7684\u7a33\u5b9a\u5b66\u4e60\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u673a\u5668\u5b66\u4e60\u5c31\u76f8\u5f53\u4e8e\u5728\u4e00\u4e2a\u5206\u5e03\uff08distribution 1 \uff09\u4e0a\u8bad\u7ec3\u4e00\u4e2a\u72ec\u7acb\u540c\u5206\u5e03\uff08IID\uff09\u7684\u6a21\u578b\uff0c\u53bb\u4f18\u5316\u7684\u76ee\u6807\u65c1\u8fb9 accuracy 1\u3002\u90a3\u4e48\u5982\u679c\u518d\u8bad\u7ec3\u591a\u4e2a\u5206\u5e03\u548c\u4f18\u5316\u76ee\u6807\u7684\u6a21\u578b\u5462\uff1f\u5982\u56fe\u6240\u793a\uff0c\u663e\u7136 \u4ece distribution x \u53bb\u4f18\u5316 accuracy y\uff0c\u90a3\u5c31\u662f\u8fc1\u79fb\u5b66\u4e60\uff08Transfer Learning\uff09\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u80fd\u89e3\u51b3\u9884\u6d4b\u4e0d\u7a33\u5b9a\u95ee\u9898\uff0c\u4f46\u5b83\u4f9d\u7136\u662f\u4e00\u79cd\u7406\u60f3\u5316\u5047\u8bbe\u60c5\u51b5\uff0c\u56e0\u4e3a\u4ed6\u8981\u6c42\u77e5\u9053\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e0b\u771f\u5b9e\u6d4b\u8bd5\u6570\u636e\u7684\u771f\u5b9e\u5206\u5e03\u3002&nbsp; &nbsp;&nbsp;&nbsp;<img loading=\"lazy\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-9c87f5c8819ef529922c8e7e0cea360f.png\" width=\"1141\" height=\"auto\"><\/p>\n\n\n\n<p>\u8fd9\u6837\u57fa\u4e8e\u5927\u6570\u636e\u7684\u56e0\u679c\u63a8\u7406\uff0c\u4e0d\u4ec5\u80fd\u56e0\u4e3a\u53ef\u89e3\u91ca\u6027\u8ba9\u4eba\u7c7b\u53c2\u4e0e\u534f\u4f5c\u3001\u89e3\u51b3\u8981\u6c42\u66f4\u9ad8\u7684\u5b89\u5168\u95ee\u9898\uff0c\u8fd8\u5c06\u6210\u4e3a\u4ece\u5b9a\u5411\u63a8\u7406\u5230\u901a\u7528\u63a8\u7406\u7684\u91cd\u8981\u7406\u8bba\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u800c\u7a33\u5b9a\u5b66\u4e60\uff08Stable learning\uff09\u5219\u662f\u7ed3\u5408\u4e0a\u9762\u4e0d\u540c\u7684\u5206\u5e03\uff08distribution 1~n\uff09\uff0c\u53bb\u4f18\u5316\u4e0d\u540c\u7684\u6570\u636e\u73af\u5883\u3002\u81f3\u4e8e\u4f18\u5316\u76ee\u6807\uff0c\u5219\u8bbe\u7f6e\u4e3a accuracy \u7684\u65b9\u5dee\u3002\u8fd9\u5c31\u610f\u5473\u7740\uff0c\u5728\u4ee5\u4e0a\u73af\u5883\u4e0b\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\uff0c\u80fd\u591f\u4fdd\u8bc1\u5b83\u5728\u6240\u6709\u7684\u53ef\u80fd\u5e94\u7528\u7684\u73af\u5883\u4e0b\uff0c\u5b83\u7684 accuracy \u6027\u80fd\u90fd\u4e0d\u4f1a\u592a\u5dee\uff0c\u5373\u6296\u52a8\u4e0d\u4f1a\u592a\u5927\u3002\u56e0\u6b64\u8fd9\u5c31\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u89e3\u51b3\u4e86\u673a\u5668\u5b66\u4e60\u7684\u4e0d\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u4f7f\u5f97\u6a21\u578b\u7ed3\u679c\u66f4\u5177\u6709\u56e0\u679c\u6548\u5e94\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4e0a\u9762\u53ea\u662f\u57fa\u4e8e\u5927\u6570\u636e\u56e0\u679c\u63a8\u7406\u601d\u7ef4\u5f88\u7b80\u5355\u7684\u4e00\u4e2a\u5e94\u7528\u3002\u56e0\u679c\u63a8\u7406\u5bf9\u8fd9\u65b9\u9762\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6cd5\u591a\u79cd\u591a\u6837\uff0c\u540e\u9762\u5f20\u6c5f\u8001\u5e08\u4f1a\u8bb2\u5230\u66f4\u591a\u9014\u5f84\u3002<\/p>\n\n\n\n<p>\u5d14\u9e4f\u8001\u5e08\u8ba4\u4e3a\uff0c\u57fa\u4e8e\u5927\u6570\u636e\u7684\u4eba\u5de5\u667a\u80fd\u6709\u4e86\u56e0\u679c\u63a8\u7406\uff0c\u4e0d\u4ec5\u80fd\u56e0\u4e3a\u53ef\u89e3\u91ca\u6027\u8ba9\u4eba\u7c7b\u53c2\u4e0e\u534f\u4f5c\u3001\u89e3\u51b3\u8981\u6c42\u66f4\u9ad8\u7684\u5b89\u5168\u95ee\u9898\uff0c\u8fd8\u5c06\u6210\u4e3a\u4ece\u5b9a\u5411\u63a8\u7406\u5230\u901a\u7528\u63a8\u7406\u7684\u91cd\u8981\u7406\u8bba\u57fa\u7840\uff0c\u751a\u81f3\u5b9e\u73b0\u4eba\u7c7b\u68a6\u5bd0\u4ee5\u6c42\u7684\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u68a6\u60f3\u3002<\/p>\n\n\n\n<p><strong>\u5f20\u6c5f\uff1a\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e0e\u56e0\u679c\u53d1\u73b0\u7684\u51e0\u79cd\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-c17c76f2e908bdbae521cebcbd80c94c.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u5f20\u6c5f\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u6559\u6388\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u521b\u59cb\u4eba\u3001\u96c6\u667a\u5b66\u56ed\u521b\u59cb\u4eba\u3002\u4e3b\u8981\u7814\u7a76\u9886\u57df\u5305\u62ec\u590d\u6742\u7f51\u7edc\u4e0e\u673a\u5668\u5b66\u4e60\u3001\u590d\u6742\u7cfb\u7edf\u5206\u6790\u4e0e\u5efa\u6a21\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u3002<\/p><\/blockquote>\n\n\n\n<p>\u590d\u6742\u7cfb\u7edf\u5982\u4eca\u5df2\u65e0\u5904\u4e0d\u5728\uff0c\u5bf9\u5176\u5efa\u6a21\u5de5\u4f5c\u4e5f\u53d6\u5f97\u4e86\u5f88\u591a\u8fdb\u5c55\u3002\u5c24\u5176\u5728\u4eba\u5de5\u667a\u80fd\u3001\u6df1\u5ea6\u5b66\u4e60\u7684\u52a9\u529b\u4e0b\uff0c\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u5df2\u7ecf\u6b65\u5165\u4e86\u81ea\u52a8\u5316\u7684\u9636\u6bb5\u3002\u4f8b\u5982\u6839\u636e\u590d\u6742\u7cfb\u7edf\u7684\u8fd0\u884c\u6570\u636e\uff08\u65f6\u95f4\u5e8f\u5217\uff09\uff0c\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u5373\u53ef\u4ee5\u6a21\u62df\u7cfb\u7edf\u7684\u8fd0\u884c\u3001\u9884\u6d4b\u7cfb\u7edf\u7684\u672a\u6765\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5efa\u6a21\u65b9\u9762\u7684\u8fdb\u5c55\uff0c\u5c31\u5982\u524d\u9762\u5d14\u9e4f\u6559\u6388\u6240\u8bf4\uff0c\u5927\u591a\u6570\u8fd8\u57fa\u4e8e\u5927\u6570\u636e\u4e4b\u95f4\u7684\u76f8\u5173\u5173\u7cfb\uff0c\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002\u56e0\u6b64\u7ed3\u5408\u56e0\u679c\u63a8\u65ad\u6280\u672f\u81ea\u52a8\u4ece\u6570\u636e\u4e2d\u63d0\u70bc\u51fa\u56e0\u679c\u5173\u7cfb\uff0c\u5e76\u5177\u5907\u4e00\u5b9a\u53ef\u89e3\u91ca\u6027\u80fd\u529b\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u9010\u6e10\u88ab\u63d0\u51fa\u6765\u3002\u76ee\u524d\u8fd9\u4e24\u5927\u65b9\u5411\u7684\u53d1\u5c55\u6b63\u5728\u9010\u6e10\u5448\u73b0\u65b0\u7684\u4ea4\u53c9\u3001\u5408\u5e76\u4e4b\u52bf\u3002\u5c24\u5176\u901a\u8fc7\u5f15\u5165\u56fe\u7ed3\u6784\u5b66\u4e60\u6280\u672f\uff0c\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e0d\u4ec5\u53ef\u4ee5\u7cbe\u51c6\u5730\u9884\u6d4b\u7cfb\u7edf\u52a8\u529b\u5b66\uff0c\u8fd8\u80fd\u591f\u81ea\u52a8\u63d0\u70bc\u56e0\u679c\u7ed3\u6784\uff0c\u751a\u81f3\u80fd\u591f\u4e0e\u7cfb\u7edf\u8fdb\u884c\u4e92\u52a8\u548c\u5e72\u9884\u3002<\/p>\n\n\n\n<p>\u5f20\u6c5f\u8001\u5e08\u5728\u8bb2\u5ea7\u4e2d\uff0c\u5c31\u7ed3\u5408\u81ea\u5df1\u7814\u7a76\u5c0f\u7ec4\u7684\u5de5\u4f5c\uff0c\u4ece\u5b8f\u89c2\u7684\u89c6\u89d2\u5bf9\u8fd9\u4e9b\u6280\u672f\u8fdb\u884c\u4e86\u6982\u8ff0\uff1a\u4e0d\u4ec5\u5305\u62ec\u57fa\u4e8e\u7ecf\u5178\u673a\u5668\u5b66\u4e60\u7684\u56e0\u679c\u5efa\u6a21\u3001\u56fe\u795e\u7ecf\u7f51\u7edc\u81ea\u52a8\u5efa\u6a21\uff0c\u8fd8\u5305\u62ec\u878d\u5408\u795e\u7ecf\u7f51\u7edc\u7684\u683c\u5170\u6770\u56e0\u679c\u68c0\u9a8c\u3001\u4ee5\u53ca\u52a8\u529b\u5b66\u7f51\u7edc\u91cd\u6784\u5b66\u4e60\u548c\u56e0\u679c\u53d1\u73b0\u65b9\u9762\u7684\u5de5\u4f5c\u3002\u5185\u5bb9\u4e0a\u4ed6\u4ece\u6280\u672f\u89d2\u5ea6\u5c06\u56e0\u679c\u81ea\u52a8\u5efa\u6a21\u7684\u7814\u7a76\u5206\u4e3a\u56db\u7c7b\u5206\u522b\u8fdb\u884c\u8bb2\u8ff0\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u6a21\u578b\u7ed3\u5408\u56e0\u679c\u63a8\u7406\u80fd\u529b\u4e0d\u65ad\u6df1\u5165\u7684\u9636\u68af\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-fcdc5f3085822bbe834c0cb1649fef7a.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\uff08RNN\uff09\u7684\u56e0\u679c\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p>\u7b2c\u4e00\u9636\u6bb5\u662f\u57fa\u4e8e\u5927\u5bb6\u6bd4\u8f83\u719f\u6089\u7684\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u7684\u6a21\u578b\uff0c\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n\n\n\n<p>\u8fd9\u65b9\u9762\u5f20\u6c5f\u8001\u5e08\u5e26\u7740\u5b66\u751f\u8bb8\u83c1\u505a\u4e86\u4e00\u4e2a\u5de5\u4f5c\uff0c\u5373\u5e0c\u671b\u5bf9\u4e00\u4e9b\u5927\u7684\u76f8\u5173\u4f01\u4e1a\uff0c\u5982\u5317\u7f8e\u5927\u69823\u4e07\u5bb6\u4e0a\u5e02\u516c\u53f8\uff0c\u901a\u8fc7\u5404\u79cd\u8d22\u52a1\u6307\u6807\u548c\u8d22\u62a5\u6570\u636e\u7684\u5386\u53f2\u7684\u65f6\u95f4\u5e8f\u5217\u3001\u5305\u62ec\u5b8f\u89c2\u7ecf\u6d4e\u73af\u5883\uff0c\u80fd\u591f\u9884\u6d4b\u51fa\u6765\u6bcf\u4e2a\u4f01\u4e1a\u7684\u53d1\u5c55\u7684\u8f68\u8ff9\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-cccab4f37378ec4e0bc6c9a054150d4b.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e4b\u524d\u5f20\u6c5f\u8001\u5e08\u4e00\u76f4\u5728\u8ddf\u5723\u5854\u83f2\u7814\u7a76\u6240 Geoffrey West \u5408\u4f5c\uff0c\u7528\u89c4\u6a21\u7406\u8bba\u5f97\u5230\u7684\u589e\u957f\u65b9\u7a0b\u4f5c\u4e3a\u4e00\u4e2a\u56e0\u679c\u6a21\u578b\u5bf9\u4f01\u4e1a\u8fdb\u884c\u7814\u7a76\u3002\u8fd9\u662f\u7269\u7406\u5b66\u89c6\u89d2\uff0c\u65b9\u7a0b\u662f\u5178\u578b\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u4e5f\u662f\u4eba\u7c7b\u7684\u5148\u9a8c\u77e5\u8bc6\u3002\u4f46\u4f01\u4e1a\u589e\u957f\u5fc5\u7136\u6709\u566a\u58f0\u90e8\u5206\uff0c\u90a3\u4e48\u8fd9\u90e8\u5206\u5c31\u53ef\u4ee5\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u53bb\u5b66\u4e60\uff0c\u5982LSTM\u6a21\u578b\u53bb\u5b66\u4e60\u3002\u901a\u8fc7\u7814\u7a76\u53d1\u73b0\uff0c\u4e8b\u5b9e\u8bc1\u660e\u8fd9\u4e24\u79cd\u65b9\u6cd5\u7ed3\u5408\u6548\u679c\u662f\u6700\u597d\u7684\uff0c\u6bd4\u5206\u522b\u4e24\u79cd\u505a\u7684\u90fd\u66f4\u597d\uff0c\u90fd\u66f4\u52a0\u51c6\u786e\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\u5728\u5bf9AT&amp;T\u516c\u53f8\u5206\u6790\u4e2d\uff0c\u5bf9\u5b83\u7684\u5404\u79cd\u6307\u6807\uff0c\u5305\u62ec\u5b83\u7684\u603b\u8d44\u4ea7\u957f\u671f\u503a\u52a1\u7b49\u7b49\u8fd9\u4e9b\u6307\u6807\u6765\u8fdb\u884c\u9884\u6d4b\uff0c\u53ef\u4ee5\u770b\u5230\u4ee3\u8868\u7c89\u8272\u66f2\u7ebf\u7684\u6a21\u578b\u7684\u5de5\u4f5c\uff0c\u4e0e\u84dd\u8272\u7684\u66f2\u7ebf\u662f\u771f\u5b9e\u7684\u8d70\u5411\uff0c\u6a21\u578b\u7684\u9884\u6d4b\u51c6\u786e\u5ea6\u57fa\u672c\u4e0a\u662f\u53ef\u4ee5\u505a\u523010%\u4ee5\u4e0b\u3002\u8fd9\u6bd4\u7eaf\u9760\u7269\u7406\u5b66\u589e\u957f\u6a21\u578b\u548c\u7eaf\u9760LSTM\u6a21\u578b\u7ed3\u679c\u90fd\u8981\u597d\u5f97\u591a\u3002\u6b64\u5916\uff0c\u5728\u5bf9\u957f\u671f\u9884\u6d4b\u4e2d\uff0c\u5bf9\u4e00\u5bb6\u53eb agent Information software\u7684 IT \u516c\u53f8\uff0c\u4ec5\u4ec5\u7528 5 \u5e74\u6570\u636e\u9884\u6d4b30\u5e74\u8d70\u52bf\u6bd4\u8f83\u957f\u7684\u5386\u53f2\uff0c\u4e5f\u80fd\u505a\u5230 10%\u4ee5\u5185\u8bef\u5dee\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-3a3690ff7785e84c911a0bfda43cb98a.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6240\u4ee5\u8fd9\u5c31\u8bc1\u660e\uff0c\u4ec5\u4ec5\u662f\u4eba\u7c7b\u5148\u9a8c\u8d4b\u4e88\u673a\u5668\u7684\u56e0\u679c\u77e5\u8bc6\uff0c\u5c06\u5176\u548c\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u63c9\u5408\u5728\u4e00\u8d77\uff0c\u90fd\u662f\u5177\u6709\u975e\u5e38\u5927\u5a01\u529b\u7684\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b<\/strong> &nbsp; \u5728\u8fd9\u65b9\u9762\uff0c\u5f20\u6c5f\u8001\u5e08\u5c0f\u7ec4\u7684\u738b\u7855\u548c\u674e\u5ae3\u7136\u540c\u5b66\uff0c\u5b8c\u6210\u4e86\u4e00\u4e2a\u5de5\u4f5c \u300aPM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting\u300b https:\/\/arxiv.org\/abs\/2002.12898 &nbsp; \u8fd9\u5b9e\u9645\u662f\u4e00\u4e2a\u96fe\u973e\u9884\u62a5\u7cfb\u7edf\u3002\u548c\u4e0a\u9762\u5de5\u4f5c\u601d\u8def\u7c7b\u4f3c\u3002\u5176\u4e2d\u5f97\u5230\u7684\u5386\u53f2\u6570\u636e\u662f\u5404\u4e2a\u76d1\u6d4b\u57ce\u5e02\u8d28\u91cf\u76d1\u6d4b\u70b9\u5b83\u7684\u5386\u53f2\u7684\u65f6\u95f4\u5e8f\u5217\uff0c\u7136\u540e\u5e0c\u671b\u9884\u6d4b\u672a\u6765\u96fe\u973e PM2.5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-28e86db5ab40ddaf67ab724658536fa2.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u96fe\u973e\u5728\u7a7a\u6c14\u4e2d\u7684\u6d41\u52a8\u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u7269\u7406\u5316\u5b66\u7684\u8fc7\u7a0b\uff0c\u663e\u7136\u4e0d\u80fd\u4ece\u5fae\u89c2\u5c42\u9762\u8fdb\u884c\u5efa\u6a21\u3002\u90a3\u4e48\u5c31\u53ef\u4ee5\u8003\u8651\u5b8f\u89c2\u5c42\u9762\uff0c\u5f15\u5165\u4ece\u56fe\u7ed3\u6784\u3002\u4f8b\u5982\u4e0a\u9762\u56fe\u4e2d\u84dd\u8272\u7684\u7ebf\uff0c\u628a\u4efb\u610f\u4e24\u4e2a\u57ce\u5e02\u7684\u8d28\u91cf\u7a7a\u6c14\u8d28\u91cf\u7684\u76d1\u6d4b\u70b9\u7ed9\u5b83\u8fde\u63a5\u8d77\u6765\u3002\u5b83\u7684\u542b\u4e49\u5c31\u662f\uff0c\u6211\u4eec\u5df2\u7ecf\u628a\u8fd9\u4e2a\u4e16\u754c\u7684\u56e0\u679c\u8054\u7cfb\u7684\u4e00\u4e9b\u4fe1\u606f\u5f15\u5165\u4e86\u8fdb\u6765\u4e86\u3002\u4f8b\u5982\uff0c\u67d0\u6761\u7ebf\u5b9e\u9645\u4e0a\u5c31\u610f\u5473\u7740\u5728\u5317\u4eac\u7684\u96fe\u973e\uff0c\u4f1a\u5bf9\u77f3\u5bb6\u5e84\u7684\u96fe\u973e\u4f1a\u6709\u5f71\u54cd\uff0c\u800c\u52a0\u8fd9\u6761\u7ebf\u53c8\u6765\u81ea\u7a7a\u95f4\u7684\u4f4d\u7f6e\u548c\u5730\u5f62\u7b49\u4e00\u4e9b\u57fa\u672c\u89c4\u5219\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u5f15\u5165\u6c14\u8c61\u5176\u4ed6\u4e00\u4e9b\u6570\u636e\uff0c\u5982\u5730\u8d28\u60c5\u51b5\u7b49\u3002\u7ed3\u679c\u8bc1\u660e\uff0c\u5728\u5f15\u5165\u4eba\u7c7b\u52a0\u5165\u7684\u56e0\u679c\u4fe1\u606f\u4e4b\u540e\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u5b66\u4e60\u6548\u679c\u975e\u5e38\u597d\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u5b66\u4e60\u56e0\u679c\u7f51\u7edc\uff08Learning Causal inks\uff09<\/strong><\/p>\n\n\n\n<p>\u7136\u540e\u662f\u7b2c\u4e09\u4e2a\u9636\u6bb5\uff0c\u5bf9\u56e0\u679c\u7f51\u7edc\u7684\u5b66\u4e60\u3002\u5728\u524d\u9762\u7684\u4f8b\u5b50\u4e2d\uff0c\u867d\u7136\u5728\u6a21\u578b\u4e2d\u52a0\u5165\u56e0\u679c\u7ed3\u6784\u4f1a\u5927\u5e45\u5ea6\u63d0\u9ad8\u9884\u6d4b\u6027\u80fd\uff0c\u4f46\u8fd9\u4e9b\u65b9\u7a0b\u6216\u77e5\u8bc6\u662f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u7684\u5148\u9a8c\u77e5\u8bc6\u7684\uff0c\u5982\u679c\u6ca1\u6709\u7684\u8bdd\uff0c\u90a3\u8be5\u600e\u4e48\u529e\uff1f\u80fd\u4e0d\u80fd\u81ea\u52a8\u7684\u53bb\u628a\u56e0\u679c\u7f51\u7edc\u7f51\u7edc\u5b66\u4e60\u51fa\u6765\uff1f\u8fd9\u65b9\u9762\u5f20\u6c5f\u8001\u5e08\u5c0f\u7ec4\u4e5f\u505a\u51fa\u4e86\u76f8\u5173\u5de5\u4f5c\uff0c\u5728\u8fd9\u7bc7\u7531\u591a\u4eba\u5408\u4f5c\u53d1\u8868\u5728 Springer \u7684\u8bba\u6587\u300aA general deep learning framework for network reconstruction and dynamics learning\u300b\u4e2d\uff0c\u5c31\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5bf9\u56e0\u679c\u7f51\u7edc\u57fa\u4e8e\u7f51\u7edc\u91cd\u6784\u548c\u52a8\u6001\u5b66\u4e60\u7684\u901a\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/link.springer.com\/article\/10.1007\/s41109-019-0194-4\n<\/div><\/figure>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u88ab\u79f0\u4e3a Gumbel \u56fe\u795e\u7ecf\u7f51\u7edc\uff08Gumbel Graph Network\uff0cGGN\uff09\u7684\u6846\u67b6\u4e2d\uff0c\u5f15\u5165\u4e00\u79cd\u7ecf\u5178\u7684\u56e0\u679c\u5b9a\u4e49\uff1a\u683c\u5170\u6770\u56e0\u679c\uff08Granger Causality\uff09\u3002\u4f8b\u5982\uff0c\u5728\u9884\u6d4b y \u7684\u65f6\u5019\uff0c\u5982\u679c\u628a x \u5f15\u8fdb\u6765\uff0c\u4f1a\u63d0\u5347\u5bf9\u5916\u4fe1\u53f7\u9884\u6d4b\u7684\u51c6\u786e\u5ea6\u7684\u65f6\u5019\uff0c\u90a3\u4e48\u5c31\u8ba4\u4e3a x \u662f y \u7684\u4e00\u4e2a\u683c\u5170\u6770\u56e0\uff0c\u5373 x \u2192 y\u3002\u8fd9\u65f6 y \u5c31\u662f x \u7684\u683c\u5170\u6770\u679c\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u91cc\u7684\u56e0\u679c\u5173\u7cfb\u5c31\u662f\u4e24\u4e2a\u4fe1\u53f7\u4e4b\u95f4\u7684\u8054\u7cfb\u3002<\/p>\n\n\n\n<p>GGN \u8fd9\u4e2a\u6846\u67b6\u5c31\u662f\u57fa\u4e8e\u683c\u5170\u6770\u56e0\u679c\u8054\u7cfb\u7684\u8fde\u8fb9\uff0c\u5b83\u662f\u4e00\u4e2a\u65e0\u6a21\u578b\u3001\u6570\u636e\u9a71\u52a8\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u53ef\u4ee5\u5b9e\u73b0\u56e0\u679c\u7f51\u7edc\u8fde\u63a5\u548c\u52a8\u6001\u7684\u91cd\u6784\u3002\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e0a\u5c55\u793a\u4e86\u6d4b\u8bd5\u6846\u67b6\u7684\u901a\u7528\u6027\u53ef\u4ee5\u9a8c\u8bc1\uff0c\u5728\u76f8\u540c\u7684\u7ed3\u6784\u4e0b\uff0c\u8fd9\u4e2a\u6a21\u578b\u53ef\u4ee5\u8bad\u7ec3\u6210\u8fde\u7eed\u3001\u79bb\u6563\u548c\u4e8c\u8fdb\u5236\u52a8\u6001\u7684\u7cbe\u786e\u6062\u590d\u7f51\u7edc\u7ed3\u6784\u548c\u9884\u6d4b\u672a\u6765\u72b6\u6001\uff0c\u5e76\u4e14\u4f18\u4e8e\u5176\u4ed6\u7ade\u4e89\u7684\u7f51\u7edc\u91cd\u5efa\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u56db\u9636\u6bb5\uff1a\u5e72\u9884\u548c\u53cd\u4e8b\u5b9e\u56e0\u679c<\/strong><\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u5373\u4f7f\u505a\u5230\u524d\u9762\u7684\u56e0\u679c\u7f51\u7edc\u7ed3\u6784\uff0c\u5b83\u8fd8\u4e0d\u662f\u771f\u6b63\u7684\u56e0\u679c\uff0c\u4f8b\u5982\u683c\u5170\u6770\u56e0\u679c\u5b9a\u4e49\uff0c\u5b83\u672c\u8d28\u8fd8\u662f\u4e00\u79cd\u76f8\u5173\u6027\u3002\u771f\u6b63\u7684\u56e0\u679c\u6027\u662f\u4e00\u79cd\u5f00\u653e\u6027\u7684\u6a21\u578b\uff0c\u80fd\u591f\u548c\u5916\u754c\u4ea4\u4e92\uff0c\u5177\u6709\u5e72\u9884\u6027\uff0c\u751a\u81f3\u80fd\u591f\u8fdb\u884c\u53cd\u4e8b\u5b9e\u63a8\u7406\u3002\u4e5f\u5c31\u8bf4\uff0c\u5728\u53d1\u751f a \u5bfc\u81f4 b \u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u679c a \u4e0d\u53d1\u751f\u4f1a\u51fa\u73b0\u4ec0\u4e48\u60c5\u51b5\u3002\u8fd9\u65b9\u9762 Judea Pearl \u5df2\u7ecf\u6709\u4e86\u76f8\u5173\u7406\u8bba\uff0c\u76f8\u5173\u7814\u7a76\u4e5f\u8fd8\u5728\u63a2\u7d22\u4e2d\u3002<\/p>\n\n\n\n<p>\u5f20\u6c5f\u8001\u5e08\u8ba4\u4e3a\uff0c\u66f4\u672c\u8d28\u5177\u6709\u56e0\u679c\u601d\u7ef4\u80fd\u529b\u7684 AI \u6a21\u578b\uff0c\u5c31\u50cf\u6700\u8fd1\u4e00\u671f nature\u6587\u7ae0\u6240\u5c55\u793a\u7684\u90a3\u6837\uff0c\u662f\u4e00\u4e2a AI \u7684\u5316\u5b66\u5bb6\u673a\u5668\u4eba\uff0c\u5b83\u53ef\u4ee5\u81ea\u5df1\u53bb\u505a\u5b9e\u9a8c\u3002\u867d\u7136\u5b83\u76ee\u524d\u81ea\u52a8\u5efa\u6a21\u7684\u624b\u6bb5\u8fd8\u662f\u6bd4\u8f83\u521d\u7ea7\u7684\u3001\u53ea\u662f\u8d1d\u53f6\u65af\u7684\u65b9\u6cd5\uff0c\u4f46\u662f\u5982\u679c\u7ee7\u7eed\u4e0b\u53bb\uff0c\u5c31\u5f88\u6709\u53ef\u80fd\u505a\u6210\u4e00\u4e2a\u771f\u6b63\u548c\u5916\u754c\u4e92\u76f8\u4ea4\u4e92\u7684\u5f00\u653e\u7cfb\u7edf\u3001\u751a\u81f3\u53cd\u8fc7\u6765\u8fdb\u884c\u6307\u5bfc\u4eba\u7c7b\u3002\u8fd9\u65f6\u5019 AI \u6240\u5177\u6709\u7684\u8054\u7cfb\u80fd\u529b\u5c31\u662f\u771f\u6b63\u7684\u56e0\u679c\u80fd\u529b\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-5b43664f8eac34a6b2f426b770b098ff.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u8881\u6e90\u2014\u2014\u8bc6\u522b\u6570\u5b57\u5e73\u53f0\u4eb2\u793e\u4f1a\u884c\u4e3a\u56e0\u679c\u5173\u7cfb<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-e2310c5bfbdbf5a36537aeef67c8d0de.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8881\u6e90\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u6570\u636e\u3001\u7cfb\u7edf\u548c\u793e\u4f1a\u7814\u7a76\u6240\u7684\u535a\u58eb\u751f\u3002\u4ed6\u4e5f\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u5a92\u4f53\u5b9e\u9a8c\u5ba4\uff08MIT Media Lab\uff09\u4eba\u7c7b\u52a8\u529b\u5b66\u5c0f\u7ec4\u7684\u7814\u7a76\u52a9\u7406\u3002\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u7ecf\u6d4e\u5b66\u7684\u5b66\u58eb\u3002<\/p>\n\n\n\n<p>\u6765\u81ea\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7cfb\u7edf\u548c\u793e\u4f1a\u7814\u7a76\u6240\u7684\u535a\u58eb\u751f\u8881\u6e90\uff0c\u5219\u5e26\u6765\u4e86\u57fa\u4e8e\u6570\u636e\u5e73\u53f0\u8bc6\u522b\u4eb2\u793e\u4f1a\u884c\u4e3a\u7684\u5f71\u54cd\u76f8\u5173\u7814\u7a76\uff0c\u5176\u9898\u76ee\u662f\u300aIdentifying the impact of prosocial behavior on digital platforms\u300b\u3002\u4ed6\u76ee\u524d\u4e5f\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u5a92\u4f53\u5b9e\u9a8c\u5ba4\uff08MIT Media Lab\uff09\u4eba\u7c7b\u52a8\u529b\u5b66\u5c0f\u7ec4\u7684\u7814\u7a76\u52a9\u7406\uff0c\u4ee5\u53ca\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u7ecf\u6d4e\u5b66\u7684\u5b66\u58eb\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u793e\u4ea4\u7f51\u7edc\u5174\u8d77\uff0c\u5b58\u5728\u8bb8\u591a\u7fa4\u7ec4\uff0c\u65e0\u8bba\u662f\u5bb6\u5ead\u7fa4\u3001\u670b\u53cb\u7fa4\u8fd8\u662f\u5de5\u4f5c\u7fa4\uff0c\u5728\u5176\u4e2d\u670b\u53cb\u4e4b\u95f4\u793c\u7269\u53ef\u4ee5\u8d77\u5230\u5f88\u91cd\u8981\u7684\u793e\u4f1a\u8fde\u63a5\u4f5c\u7528\uff0c\u800c\u96c7\u4e3b\u5bf9\u901a\u8fc7\u5206\u53d1\u793c\u7269\u7ed9\u4ed6\u4eec\u7684\u5458\u5de5\uff0c\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u63d0\u9ad8\u5458\u5de5\u7684\u5de5\u4f5c\u7684\u6548\u7387\u3002\u4f46\u5728\u53d1\u7fa4\u793c\u7269\u3001\u7fa4\u7ea2\u5305\u65f6\uff0c\u4e00\u822c\u4e0d\u4f1a\u76f4\u63a5\u53d1\u7ed9\u67d0\u4e2a\u63a5\u6536\u8005\uff0c\u800c\u662f\u76f4\u63a5\u53d1\u5728\u7fa4\u91cc\u3002\u56e0\u6b64\u8fd9\u79cd\u53d1\u793c\u7269\u884c\u4e3a\u5c31\u53ef\u80fd\u5177\u6709\u4e00\u79cd\u793e\u4f1a\u4f20\u67d3\u6027\u3002\u5373\u662f\u8bf4\uff0c\u5f53\u4e00\u4e2a\u4eba\u6536\u5230\u4e86\u793c\u7269\uff0c\u4f1a\u4fc3\u4f7f\u4ed6\u4eec\u53bb\u53d1\u66f4\u591a\u7684\u793c\u7269\u3002\u8fd9\u6837\u7684\u5173\u7cfb\u5176\u5b9e\u5c31\u662f\u4e00\u79cd\u56e0\u679c\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u5c31\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e9b\u56e0\u679c\u63a8\u65ad\u624b\u6bb5\u53bb\u5206\u6790\u4f20\u9012\u6027\u7684\u56e0\u679c\u673a\u5236\u3002\u8881\u6e90\u7814\u7a76\u5de5\u4f5c\u4ece\u7ea2\u5305\u673a\u5236\u6784\u5efa\u6570\u636e\u6a21\u578b\u5f00\u59cb\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u662f\u5bf9\u4f7f\u7528\u7684\u89c2\u5bdf\u6570\u636e\u5bfb\u627e\u793e\u4f1a\u4f20\u67d3\u6027\u3002\u8fd9\u9700\u8981\u65f6\u95f4\u4e0a\u7684\u4e00\u79cd\u805a\u96c6\u6027\uff0c\u79f0\u4e4b\u4e3a temporary classroom\uff1b\u5176\u6b21\u662f\u793e\u4f1a\u5b66\u4e00\u4e2a\u6982\u5ff5\u53eb\u7ea2\u5305\u5206\u88c2\uff0c\u610f\u601d\u5927\u6982\u662f\u8bf4\u4eba\u4eec\u559c\u6b22\u8ddf\u4ed6\u76f8\u8fd1\u7684\u4eba\uff0c\u63a5\u89e6\u6216\u8005\u662f\u6210\u4e3a\u670b\u53cb\u3002\u8fd9\u5c31\u662f\u8bf4\u5728\u5fae\u4fe1\u6216\u8005\u5728\u5176\u4ed6\u793e\u4ea4\u7f51\u7edc\u5e73\u53f0\u7684\u573a\u666f\u4e0b\uff0c\u6709\u94b1\u7684\u4eba\u6216\u8005\u662f\u66f4\u559c\u6b22\u53d1\u7ea2\u5305\u7684\u4eba\uff0c\u8fd9\u4e9b\u76f8\u4f3c\u7684\u4eba\u66f4\u53ef\u80fd\u8ddf\u4ed6\u76f8\u4f3c\u7684\u4eba\u805a\u96c6\u5728\u540c\u4e00\u4e2a\u7fa4\u91cc\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-2f589f3c344a7063bd60a0830547e013.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u63a5\u4e0b\u6765\u6700\u7ec8\u91cd\u8981\u7684\u4e00\u70b9\u662f\u5229\u7528\u7ea2\u5305\u4e0b\u53d1\u673a\u5236\u3002\u5b83\u7ed9\u5b9a\u4e86\u7ea2\u5305\u7684\u91d1\u989d\u5927\u5c0f\u3001\u4f60\u662f\u7b2c\u51e0\u4e2a\u7ea2\u5305\u63a5\u6536\u4eba\u7b49\u51e0\u4e2a\u53d8\u91cf\u4e0b\u7684\u968f\u673a\u6570\u3002\u56e0\u6b64\u5c31\u76f8\u5f53\u4e8e\u8fdb\u884c\u968f\u673a\u5b9e\u9a8c\u63a7\u5236\u53d8\u91cf\uff0c\u4f7f\u5f97\u5373\u4f7f\u4ece\u89c2\u5bdf\u6570\u636e\u4e2d\u4e5f\u8db3\u4ee5\u80fd\u627e\u51fa\u5176\u4e2d\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-b64f8da66f2a9067722fbeab9e0513b4.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6700\u7ec8\u8fd9\u9879\u57fa\u4e8e\u56e0\u679c\u63a8\u7406\u6280\u672f\u7684\u7814\u7a76\u8bc1\u660e\u4e86\u5728\u7ebf\u4eb2\u793e\u4f1a\u884c\u4e3a\u4e8b\u5b9e\uff1a1. \u901a\u8fc7\u968f\u673a\u5206\u914d\u7b97\u6cd5\u8bbe\u7f6e\u5728\u7ebf\u9001\u793c\u673a\u5236\uff0c\u8868\u660e\u5728\u7ebf\u9001\u793c\u7684\u793e\u4f1a\u4f20\u67d3\u884c\u4e3a\uff0c\u6536\u5230\u793c\u7269\u4f1a\u5bfc\u81f4\u6536\u793c\u4eba\u9001\u66f4\u591a\u7684\u793c\u7269\uff0c\u5e76\u4e0e\u7528\u6237\u6709\u66f4\u591a\u7684\u793e\u4f1a\u4e92\u52a8\u30022. \u901a\u8fc7\u4f7f\u7528\u9ad8\u7ef4\u5ea6\u5339\u914d\u6765\u91cf\u5316\u4eba\u4eec\u5065\u8eab\u884c\u4e3a\u7684\u4eb2\u793e\u4f1a\u6fc0\u52b1\u7684\u5f71\u54cd\uff0c\u53d1\u73b0\u8fd9\u79cd\u4eb2\u793e\u4f1a\u6fc0\u52b1\u7684\u5f71\u54cd\u548c\u540c\u4f34\u6548\u5e94\u4e00\u6837\u5f3a\u5927\u3002<\/p>\n\n\n\n<p><strong>\u6768\u6dfc\u94b0\uff1a\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u56e0\u679c\u5206\u6790\u5de5\u5177\u5728\u5feb\u624b\u4e2d\u7684\u5e94\u7528<\/strong><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-2f931b11e3823466688269ebabb8b97e.jpeg\"><\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u6768\u6dfc\u94b0\uff0c\u5feb\u624b\u7ecf\u6d4e\u5b66\u5bb6\uff0c\u534e\u76db\u987f\u5927\u5b66\u7ecf\u6d4e\u5b66\u535a\u58eb\u30022012\u5e74~2019\u5e74\u5728\u4e9a\u9a6c\u900a\u4efb\u804c\u7ecf\u6d4e\u5b66\u5bb6\uff0c\u5148\u540e\u5728\u4e9a\u9a6c\u900a\u7535\u5546\u3001\u4f9b\u5e94\u94fe\u6280\u672f\u4f18\u5316\u3001\u5546\u52a1\u548c\u4f01\u4e1a\u53d1\u5c55\u90e8\u4efb\u804c\u30022019\u5e74\u52a0\u5165\u5feb\u624b\uff0c\u5728\u5feb\u624b\u8d1f\u8d23\u635f\u76ca\u76f8\u5173\u7684\u751f\u6001\u5206\u6790\u3002<\/p><\/blockquote>\n\n\n\n<p>\u5728\u4ea7\u54c1\u8fed\u4ee3\u548c\u516c\u53f8\u6c7a\u7b56\u4e2d\uff0c\u4e00\u4e2a\u5f88\u91cd\u8981\u95ee\u9898\u662f\uff1a\u4e00\u4e2a\u52a8\u4f5c A \u662f\u5982\u4f55\u5f71\u54cd B \u7684\uff1f\u4f8b\u5982\u8bbe\u7f6e\u4e0a\u4e0b\u6ed1\u7684\u529f\u80fd\u662f\u5982\u4f55\u5f71\u54cd\u7528\u6237\u7684\u89c6\u6d88\u8d39\u3001\u76f4\u64ad\u6d88\u8d39\u3001\u751f\u4ea7\u7b49\u4f53\u9a8c\uff0c\u751a\u81f3\u5f71\u54cd\u7528\u6237\u5bf9\u4e8e\u5e73\u53f0\u7684\u957f\u671f\u7559\u5b58\u7684\uff1f<\/p>\n\n\n\n<p>\u4f20\u7edf\u89e3\u51b3\u4ee5\u4e0a\u95ee\u9898\u7684\u65b9\u6cd5\u662f\u4f7f\u7528 A\/B 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u5bf9\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u65b9\u6cd5\u800c\u8a00\uff0c\u9996\u5148\u662f\u5de5\u5177\u53d8\u91cf\u6cd5\uff0c\u5b83\u57fa\u4e8e\u7ebf\u6027\u56de\u5f52\u3002\u4f46\u5982\u679c\u5bf9 y \u5bf9\u4e8e x \u8fdb\u884c\u7ebf\u6027\u56de\u5f52\u7684\u8bdd\uff0c\u901a\u5e38\u4f1a\u6709\u5185\u751f\u6027\u7684\u95ee\u9898\uff0c\u5373 x \u80fd\u5f71\u54cd y\uff0c\u4f46\u540c\u6837\u672a\u77e5\u89c2\u6d4b\u56e0\u7d20 \u03b5 \u4e5f\u4f1a\u5f71\u54cd y\uff0c\u4f7f\u5f97 x \u4e0e \u03b5\uff0c\u4f30\u6d4b\u51fa\u6765\u7684 \u03b2 \u662f\u6709\u504f\u7684\u3002\u56e0\u6b64\u5982\u679c\u80fd\u627e\u5230\u4e00\u4e2a\u5de5\u5177\u53d8\u91cf z \uff0c\u80fd\u6ee1\u8db3\u548c x \u76f8\u5173\u4f46\u540c\u65f6\u548c \u03b5 \u4e0d\u76f8\u5173\uff0c\u5373\u6ee1\u8db3\u5916\u751f\u6027\uff0c\u6392\u9664\u4e86\u4e0d\u53ef\u89c2\u6d4b\u7684\u56e0\u7d20\u5f71\u54cd\uff0c\u8fd9\u6837\u5c31\u80fd\u901a\u8fc7\u7528 x \u548c z \u6765\u89e3\u91ca x 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class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-c7bc7ed6b89c218b2cbcd4b2e71bf482.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u4e0a\u56fe\uff0c\u53cc\u91cd\u5dee\u5206\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u5173\u952e\u5047\u8bbe\uff1a\u5e73\u884c\u8d8b\u52bf\u5047\u8bbe\u3002\u5728\u6b64\u6bd4\u8f83\u4e24\u6761\u66f2\u7ebf\u7b97\u51fa\u6765\u7684\u53d8\u5316\u4e4b\u5dee\uff0c\u5373\u56fe\u4e2d\u6784\u9020\u7684\u7070\u7ebf\u7684\u90e8\u5206\uff08\u5b89\u88c5\u4e86\u6781\u901f\u7248\u7684\u7528\u6237\uff0c\u6ca1\u6709\u5b89\u88c5\u6781\u901f\u7248\u7684\uff09\u60c5\u51b5\u662f\u4e00\u4e2a\u865a\u62df\u7684\u4e8b\u5b9e\u3002<\/p>\n\n\n\n<p>\u4f46\u662f\u5728\u53cc\u91cd\u5dee\u5206\u4e4b\u540e\uff0c\u5982\u679c\u5e73\u884c\u68c0\u9a8c\u6ca1\u6709\u901a\u8fc7\uff0c\u90a3\u5c31\u9700\u8981\u5c1d\u8bd5\u5339\u914d\u6cd5\u3002\u5339\u914d\u7684\u65b9\u6cd5\u5c31\u662f\u5e0c\u671b\u53bb\u9664\u6389\u9690\u85cf\u53d8\u91cf\u9020\u6210\u7684\u9009\u62e9\u6027\u504f\u5dee\u3001\u80fd\u591f\u4f7f\u5b9e\u9a8c\u7ec4\u548c\u5bf9\u7167\u7ec4\u4e4b\u95f4\u7684\u6bd4\u8f83\u66f4\u52a0\u7684\u5408\u7406\u3002\u7279\u522b\u662f\u5728\u4e00\u4e9b\u6e17\u900f\u7387\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u7528\u76f4\u63a5\u5bf9\u6bd4\u5b9e\u9a8c\u7ec4\u548c\u63a7\u5236\u7ec4\u5f80\u5f80\u5f97\u4e0d\u5230\u663e\u8457\u5dee\u5f02\u7684\uff0c\u8fd9\u65f6\u7528\u5339\u914d\u6cd5\u5c31\u80fd\u66f4\u51c6\u786e\u4f30\u8ba1\u5f97\u5230\u5b83\u4eec\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-97dda3a5f560fc481b0adecd18df7724.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6768\u6dfc\u94b0\u4e3a\u6b64\u4e3e\u4e86\u5feb\u624b\u76f4\u64ad\u4e2d\u8fde\u9ea6\u7684\u529f\u80fd\u4f8b\u5b50\u3002\u5373\u7528\u6237\u5982\u679c\u770b\u5230\u4e3b\u64ad\u8fde\u9ea6\u529f\u80fd\u88ab\u6253\u5f00\uff0c\u53ef\u4ee5\u7533\u8bf7\u548c\u4e3b\u64ad\u8fde\u9ea6\uff0c\u8fdb\u884c\u4e00\u5bf9\u4e00\u5b9e\u65f6\u4e92\u52a8\u3002\u901a\u8fc7\u5339\u914d\u6bd4\u8f83\u63a5\u8fd1\u7684\u7528\u6237\uff08\u5206\u5e03\u56fe\u6982\u7387\u5206\u5e03\u662f\u6bd4\u8f83\u50cf\uff09\u5728\u5b9e\u9a8c\u7ec4\u548c\u63a7\u5236\u7ec4\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4e8c\u8005\u53cc\u91cd\u5dee\u5206\u7684\u5e73\u884c\u8d8b\u52bf\u68c0\u9a8c\u4e5f\u6bd4\u8f83\u597d\uff0c\u4f46\u662f\u5f00\u542f\u4e4b\u540e\u5c31\u4f1a\u53d1\u73b0\u6709\u663e\u8457\u7684\u5dee\u8ddd\uff0c\u8fd9\u6837\u6d4b\u51fa\u6765\u53cc\u91cd\u5dee\u5206\u7684\u7ed3\u679c\u5c31\u610f\u5473\u7740\u8fde\u9ea6\u529f\u80fd\u5bf9\u4e8e\u4e3b\u64ad\u7684\u5f00\u64ad\u4ee5\u53ca\u7528\u6237\u7684\u89c2\u770b\u90fd\u5177\u6709\u5f88\u660e\u663e\u7684\u6b63\u5411\u6548\u5e94\u3002<\/p>\n\n\n\n<p>\u7136\u540e\u8fd8\u6709\u4e00\u79cd\u53eb\u5408\u6210\u63a7\u5236\u7684\u65b9\u6cd5\uff0c\u4e3b\u8981\u662f\u7528\u5728\u805a\u5408\u6570\u636e\u4e0a\u3002\u5728\u901a\u5e38\u5b9e\u9a8c\u7ec4\u5c31\u6bd4\u8f83\u5c11\uff0c\u53ea\u6709\u4e00\u4e24\u4e2a\u6216\u51e0\u4e2a\u60c5\u51b5\u4e0b\uff0c\u5c31\u5f88\u96be\u627e\u5230\u7279\u522b\u597d\u5b9e\u9a8c\u5bf9\u7167\u7ec4\u3002\u4e4b\u524d\u65b9\u6cd5\u4e3b\u8981\u662f\u7528\u5728\u4e2a\u4f53\u7684\u6570\u636e\u4e0a\uff0c\u8fd9\u91cc\u5408\u6210\u63a7\u5236\u6cd5\u5219\u7528\u4e8e\u805a\u5408\u7684\u6570\u636e\u4e0a\uff0c\u53ef\u4ee5\u6784\u9020\u51fa\u4e00\u4e2a\u865a\u62df\u7684\u5bf9\u7167\u7ec4\uff0c\u6765\u548c\u5b9e\u9a8c\u7ec4\u8fdb\u884c\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-7cde303fc32b5cad7ac0b25aec430276.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u65b9\u6cd5\u4e3e\u4e86\u7f8e\u56fd\u52a0\u5dde\u63a7\u5236\u70df\u8349\u7684\u6cd5\u6848\u548c\u4e00\u4e2a\u865a\u62df\u5dde\u7684\u4f8b\u5b50\uff0c\u8fd8\u6709\u7136\u540e\u53e6\u4e00\u79cd\u573a\u666f\u662f\u65b0\u7684APP\u7248\u672c\u4e0a\uff0c\u66f4\u65b0\u4e86ui\u754c\u9762\uff0c\u8fd8\u6709\u7528\u6237\u81ea\u5df1\u9009\u62e9\u4e2a\u7248\u672c\u7684\u65f6\u95f4\u7684\u4f8b\u5b50\u3002<\/p>\n\n\n\n<p>\u4f46\u5728\u540e\u8005\u7684\u4f8b\u5b50\u91cc\uff0c\u56e0\u4e3a\u65f6\u95f4\u662f\u4e0d\u4e00\u81f4\u7684\uff0c\u6240\u4ee5\u65b0\u754c\u9762\u5bf9\u4e8e\u7528\u6237\u7684\u5f71\u54cd\u662f\u6ca1\u6709\u529e\u6cd5\u901a\u8fc7\u7b80\u5355\u7684\u5408\u6210\u63a7\u5236\u6cd5\u3001\u6216\u53cc\u91cd\u5dee\u5206\u8fd9\u6837\u7684\u65b9\u6cd5\u6765\u8fdb\u884c\u6bd4\u8f83\u7684\u3002\u8fd9\u5c31\u9700\u8981\u4e00\u79cd\u65b0\u7684\u7b97\u6cd5\uff0c\u5373\u77e9\u9635\u8865\u5168\u6cd5\u3002\u5bf9\u4e24\u4e2a\u4e0d\u540c\u72b6\u6001\u7684\u77e9\u9635\uff0c\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5176\u4ed6\u5bf9\u8c61\u7684\u4fe1\u606f\u8fdb\u884c\u8865\u5168\u3001\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u51f8\u4f18\u5316\u95ee\u9898\uff0c\u6700\u540e\u8fdb\u884c\u56e0\u679c\u6548\u5e94\u4f30\u8ba1\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u65b9\u6cd5\u4e3e\u4e86\u5feb\u624b\u7684K\u6b4c\u529f\u80fd\u4e0a\u7ebf\u7684\u4f8b\u5b50\uff0c\u7528\u6237\u5176\u5b9e\u662f\u9010\u6b65\u66f4\u65b0\u7248\u672c\u3001\u53d1\u73b0\u529f\u80fd\uff0c\u7136\u540e\u624d\u5f00\u59cb\u4f7f\u7528\u3002\u53ef\u4ee5\u770b\u5230\u5b9e\u9645\u7684\u5b9e\u9a8c\u7ec4\u548c\u8865\u5168\u7684\u5b9e\u9a8c\u7ec4\u4e4b\u5dee\uff0c\u5176\u5b9e\u5c31\u662f\u4e2d\u95f4\u7684\u56e0\u679c\u6548\u5e94\u3002\u7ed3\u679c\u8868\u660e\u8fd9\u4e2a\u529f\u80fd\u5bf9\u4e8e\u4f5c\u54c1\u91cf\u8fd8\u662f\u6709\u4e00\u5b9a\u7684\u6b63\u5411\u5f71\u54cd\u7684\u3002<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp;&nbsp;<img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-13c2ebdb2ba1f3ff9cb9f2ea9663e9d7.jpeg\">\u6700\u540e\u6768\u6dfc\u94b0\u4ecb\u7ecd\u4e86\u57fa\u4e8e\u51b3\u7b56\u6811\/\u968f\u673a\u68ee\u6797\u7684\u5f02\u8d28\u6027\u7684\u56e0\u679c\u6548\u5e94\u4f30\u8ba1\u3002 &nbsp; \u4f20\u7edf\u4e92\u8054\u7f51\u65b9\u6cd5\u53bb\u7406\u89e3\u7528\u6237\u7fa4\u4f53\uff0c\u53bb\u505a\u4e2a\u6027\u5316\u7684\u63a8\u8350\u548c\u529f\u80fd\uff0c\u4e3b\u8981\u662f\u7528\u6237\u753b\u50cf\uff0c\u8fd9\u6837\u4e0d\u4ec5\u6548\u7387\u4f4e\uff0c\u66f4\u5bb9\u6613\u9020\u5c31\u4f2a\u76f8\u5173\u3002 &nbsp; 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ece\u5feb\u624b\u7ecf\u6d4e\u5b66\u5bb6\u6768\u6dfc\u94b0\u7684\u5206\u4eab\u53ef\u4ee5\u770b\u5230\uff0c\u7ed3\u5408\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u7684\u56e0\u679c\u63a8\u7406\u5bf9\u73b0\u6709\u4ea7\u54c1\u8bbe\u8ba1\u548c\u8fd0\u8425\u662f\u6709\u7740\u5b9e\u5b9e\u5728\u5728\u7684\u6539\u8fdb\u4f5c\u7528\u7684\u3002\u56e0\u679c\u5206\u6790\u5df2\u4e0d\u4ec5\u662f\u7406\u8bba\u7814\u7a76\uff0c\u5df2\u7ecf\u5728\u771f\u5b9e\u6539\u53d8\u4e16\u754c\u3002<\/p>\n\n\n\n<p>\u6574\u7406\uff1a\u5341\u4e09\u7ef4<\/p>\n\n\n\n<p>\u7f16\u8f91\uff1a\u5218\u57f9\u6e90<\/p>\n\n\n\n<p><strong>\u56e0\u679c\u79d1\u5b66\u4e0eCasual 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AI\u7cfb\u7edf\uff0c\u6709\u671b\u5960\u5b9a\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u77f3\u3002<\/p>\n\n\n\n<p>\u96c6\u667a\u4ff1\u4e50\u90e8\u68b3\u7406\u4e86\u5173\u4e8e\u56e0\u679c\u63a8\u7406\u3001\u56e0\u679c\u53d1\u73b0\u7684\u4e00\u7cfb\u5217\u8bba\u6587\u548c\u6a21\u578b\uff0c\u5e76\u9080\u8bf7\u4e00\u6279\u5bf9\u56e0\u679c\u79d1\u5b66\u4e0eCasual 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class=\"wp-block-separator\"\/>\n\n\n\n<p><strong>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/strong><\/p>\n\n\n\n<p><strong>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/strong><\/p>\n\n\n\n<h1><strong>\u25c6&nbsp;\u25c6&nbsp;\u25c6<\/strong><\/h1>\n\n\n\n<p><strong>\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong><\/p>\n\n\n\n<p><strong>\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/swarma.org\/wp-content\/uploads\/2020\/09\/wxsync-2020-09-8d63ba433b859b930f684933c607651c.jpeg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01 \u70b9\u51fb\ud83d\udc47\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u770b\u5927\u6570\u636e\u4e0e\u793e\u4f1a\u8ba1\u7b97\u4f1a\u8bae\u5f55\u64ad<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u672c\u7bc7\u6587\u7ae0\u6765\u6e90\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7: \u96c6\u667a\u4ff1\u4e50\u90e8<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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