{"id":13024,"date":"2018-11-20T01:00:00","date_gmt":"2018-11-19T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/150706e646\/"},"modified":"2018-12-03T17:09:27","modified_gmt":"2018-12-03T09:09:27","slug":"150706e646","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=13024","title":{"rendered":"\u524d\u6cbf\u8bba\u6587\u89e3\u8bfb\uff1a\u56fe\u7f51\u7edc\u4e0a\u7684\u6ce8\u610f\u529b\u6d41"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section><\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img style=\"width: 542px;height: 339px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma1-1542718806-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<section>\n<section style=\"margin-top: 20px\">\n<section style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6\">\n<section><strong><\/p>\n<p><span><strong>1.\u56e0\u679c\u63a8\u7406\u53ec\u5524\u56fe\u7f51\u7edc<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u90fd\u9700\u8981\u63a8\u65ad<\/span><span>\u6f5c\u5728\u7684\u56e0\u679c\u94fe<\/span><span style=\"font-size: 15px\">\u6216\u8005<\/span><span>\u6784\u5efa\u5bf9\u89c2\u5bdf\u3001\u9884\u6d4b\u7684\u89e3\u91ca<\/span><span style=\"font-size: 15px\">\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4f8b\u5982\u5728\u7269\u7406\u4e16\u754c\u4e2d\uff0c\u6211\u4eec\u60f3\u8981\u5728\u7ed9\u5b9a\u5f88\u5c11\u89c2\u5bdf\u73b0\u8c61\u7684\u60c5\u51b5\u4e0b\u63a8\u7406\u51fa\u79fb\u52a8\u7269\u4f53\u7684\u8f68\u8ff9; \u5728\u89c6\u9891\u6d41\u7cfb\u7edf\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u63a8\u8350\u6a21\u578b\u80fd\u591f\u8ddf\u8e2a\u4e0d\u65ad\u53d8\u5316\u7684\u7528\u6237\u5174\u8da3\uff0c\u4ee5\u63d0\u4f9b\u5c06\u7528\u6237\u89c2\u770b\u4e0e\u63a8\u8350\u89c6\u9891\u76f8\u5173\u8054\u7684<span>\u4e2a\u6027\u5316\u63a8\u8350\u539f\u56e0<\/span>\u3002 <\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u6b64\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e00\u7bc7\u8fd1\u671f\u53d1\u8868\u5728 arxiv.org \u4e0a\u7684\u8bba\u6587\uff0c<\/span><strong><span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span><span>\u8fd0\u7528\u56fe\u7f51\u7edc\uff08Graph Network\uff09\u6a21\u578b\uff0c\u4e13\u6ce8\u57fa\u4e8e\u56fe\u7684\u573a\u666f\uff0c\u65e8\u5728\u63a8\u65ad\u51fa\u57fa\u4e8e\u7ed9\u5b9a\u56fe\u7684\u8282\u70b9\u548c\u8fde\u8fb9\u5bfc\u81f4\u89c2\u5bdf\u5230\u7684\u7ed3\u679c\u7684\u9690\u542b\u7684\u5173\u7cfb\u94fe\u3002<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span><\/span><\/strong><\/p>\n<blockquote>\n<h1 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/h1>\n<h1 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span>Modeling Attention Flow on Graphs<\/span><\/h1>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span>https:\/\/arxiv.org\/abs\/1811.00497<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center\"><img style=\"width: 493px;height: 250px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma10-1542718807.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u56fe\u7f51\u7edc\u6a21\u578b\u662f\u4e00\u7cfb\u5217\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u4eec\u5728\u56fe\u4e0a\u8fd0\u884c\u5e76\u4e14\u5e26\u6709\u5f88\u5f3a\u7684\u5173\u7cfb\u5f52\u7eb3\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u56fe\u7f51\u7edc\u5177\u6709\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u7136\u800c\uff0c\u5f53\u5efa\u6a21\u53ef\u89e3\u91ca\u7684\u63a8\u7406\u8fc7\u7a0b\u65f6\uff0c<span>\u56fe\u7f51\u7edc\u6a21\u578b\u7684\u9ed1\u76d2\u6027\u8d28\u4f7f\u5f97\u5b83\u76f8\u6bd4\u5176\u4ed6\u53ef\u5fae\u5206\u7684\u903b\u8f91\u63a8\u7406\u6a21\u578b\u66f4\u4e0d\u5177\u7ade\u4e89\u529b\u3002<\/span>\u56e0\u6b64\uff0c\u8fd9\u9879\u5de5\u4f5c\u5728\u56fe\u4e0a\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u79f0\u4e3a\u6ce8\u610f\u529b\u6d41\uff0c\u7528\u4e8e\u5bf9\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u5efa\u6a21\uff0c\u4ee5\u4fbf\u53ef\u89e3\u91ca\u9884\u6d4b\u7684\u6700\u7ec8\u7ed3\u679c\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u6587\u4e2d\u4f7f\u7528\u56fe\u7f51\u7edc\u4e2d\u7684\u6d88\u606f\u4f20\u9012\u7b97\u6cd5\u6765\u5f97\u5230\u968f\u65f6\u95f4\u6b65\u957f\u6f14\u53d8\u7684\u8f6c\u6362\u77e9\u9635\uff0c\u4ee5\u9a71\u52a8\u6ce8\u610f\u529b\u6d41\uff1b\u53e6\u5916\u8fd8\u8ba9\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u4f20\u9012\u7684\u6d88\u606f\u4e0a\uff0c\u79f0\u4e3a\u4fe1\u606f\u6d41\u3002\u4e3a\u4e86\u8bc4\u4f30\u6a21\u578b\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u7ec4\u8f68\u8ff9\u63a8\u7406\u4efb\u52a1\uff0c\u5176\u4e2d\u4ec5\u89c2\u5bdf\u8f68\u8ff9\u7684\u6e90\u548c\u76ee\u6807\uff0c\u5b66\u4e60\u4e2d\u95f4\u8f68\u8ff9\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u7bc7\u6587\u7ae0\u9996\u5148<strong>\u57fa\u4e8e\u56fe\u7f51\u7edc\u5efa\u7acb\u4e86\u6ce8\u610f\u529b\u6d41\u673a\u5236\uff08attention flow mechanism\uff09<\/strong>\uff0c\u76f8\u5f53\u4e8e\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5\u6765\u63d0\u9ad8\u5e94\u7528\u56fe\u7f51\u7edc\u65f6\u7684\u900f\u660e\u5ea6\u3002 \u5176\u6b21\uff0c\u6587\u7ae0\u8fd8\u5c55\u793a\u4e86\u6ce8\u610f\u529b\u6d41\u5982\u4f55\u80fd\u591f\u6709\u6548\u5730\u5f71\u54cd\u5728\u56fe\u7f51\u7edc\u4e2d\u8fdb\u884c\u7684\u6d88\u606f\u4f20\u9012\uff0c\u7c7b\u4f3c\u4e8e\u5f3a\u5316\u5b66\u4e60<strong>\u3002<\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5b9e\u9a8c\u8868\u660e\uff0c\u5177\u6709\u663e\u5f0f\u548c\u540e\u5411\u4f5c\u7528\uff08explicit and backward acting\uff09\u6ce8\u610f\u529b\u6d41\u7684\u56fe\u7f51\u7edc\u6a21\u578b\u5728\u9884\u6d4b\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\u65b9\u9762\u90fd\u8f83\u4f18\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma8-1542718807.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center\"><span>\u56fe\u7f51\u7edc\u7684\u57fa\u672c\u67b6\u6784\uff0c\u56fe\u7684\u7279\u5f81\u4ee5\u4e09\u79cd\u5f62\u5f0f\u8868\u793a\uff1a\u8282\u70b9\uff08nodes\uff09\uff0c\u8fb9\u7684\u5173\u7cfb\uff08relations\uff09\u4ee5\u53ca\u5168\u5c40\u5c5e\u6027\uff08global attributes\uff09<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<h2>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>2.\u8bbe\u8ba1\u63a8\u7406\u4efb\u52a1<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<\/h2>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u73b0\u5b9e\u573a\u666f\u901a\u5e38\u9700\u8981\u5bf9\u8fc7\u7a0b\u8fdb\u884c\u63a8\u7406\uff0c\u5373\u901a\u8fc7\u5217\u51fa\u4e00\u7cfb\u5217\u5c06\u5f00\u5934\u4e0e\u7ed3\u679c\u8054\u7cfb\u8d77\u6765\u7684\u56e0\u679c\u5173\u7cfb\u6765\u6784\u5efa\u89e3\u91ca\u3002\u56e0\u6b64\uff0c<span>\u672c\u6587\u901a\u8fc7\u4e00\u4e2a\u6a21\u62df\u7cfb\u7edf\u6765\u751f\u6210\u4e8b\u4ef6\u8f68\u8ff9\uff0c\u7531\u6f5c\u5728\u56e0\u7d20\u63a7\u5236\u5176\u52a8\u529b\u5b66\uff0c\u4f8b\u5982\u7531\u5916\u529b\u63a7\u5236\u7684\u8fd0\u52a8\u7269\u4f53\u7684\u8f68\u8ff9\uff0c\u53ea\u5141\u8bb8\u89c2\u5bdf\u6e90\u548c\u76ee\u6807\uff0c\u8fdb\u800c\u8fdb\u884c\u8f68\u8ff9\u63a8\u7406\u3002<\/span><\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u6587\u4e2d\u6784\u5efa\u4e86\u4e00\u4e2a\u4e0d\u5b8c\u6574\u7684N\u00d7N\u7684\u7f51\u683c\uff0c\u968f\u673a\u5220\u9664\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u8282\u70b9\u6216\u8fb9\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u6bcf\u4e2a\u8282\u70b9\u548c\u5b83\u7684\u90bb\u5c45\u6700\u591a\u67098\u79cd\u7c7b\u578b\u7684\u6709\u5411\u8fb9\uff0c\u4f8b\u5982\u4e1c\uff08E\uff09\u548c\u4e1c\u5317\uff08NE\uff09\u3002\u4efb\u610f\u9009\u53d6\u5176\u4e2d\u4e00\u4e2a\u8282\u70b9\u4f5c\u4e3a\u6e90v0\uff0c\u7136\u540e\u7ed8\u5236\u4e86\u4e00\u7cfb\u5217\u8fde\u7eed\u8282\u70b9\u6765\u6784\u5efa\u8f68\u8ff9\uff08v0\uff0cv1\uff0c&#8230;\uff0cvT\uff09\uff0cvt\u4e3a\u6700\u7ec8\u76ee\u6807\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u9664\u4e86\u6e90\u4e4b\u5916\u7684\u8f68\u8ff9\u4e0a\u7684\u6bcf\u4e2a\u8282\u70b9\u90fd\u662f\u4ece\u524d\u4e00\u4e2a\u8282\u70b9V\uff08x\uff0cy\uff09\u7684\u90bb\u57df\u4e2d\u9009\u62e9\u7684\uff0c\u5373\u6839\u636e\u7531\u65f6\u95f4t\u548c\u4f4d\u7f6e\uff08x\uff0cy\uff09\u51b3\u5b9a\u7684\u9690\u65b9\u5411\u51fd\u6570\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img style=\"width: 542px;height: 205px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma3-1542718808.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5982\u679c\u9009\u62e9\u5230\u4e0d\u5b58\u5728\u7684\u8fb9\u6216\u8fbe\u5230\u6700\u5927\u6b65\u9aa4\uff0c\u8f68\u8ff9\u5c31\u4f1a\u7ec8\u6b62\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u751f\u6210\u4e86\u56db\u79cd\u7c7b\u578b\u7684\u8f68\u8ff9\uff1a<\/span><\/p>\n<ul style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u503e\u659c\u7684\u76f4\u7ebf<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u65b9\u5411\u968f\u65f6\u95f4\u53d8\u5316\u7684sin\u66f2\u7ebf<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u65b9\u5411\u968f\u5f53\u524d\u4f4d\u7f6e\u53d8\u5316<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u65b9\u5411\u53d6\u51b3\u4e8e\u5386\u53f2\u4f4d\u7f6e\u4fe1\u606f<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u9488\u5bf9\u8f68\u8ff9\u63a8\u7406\u95ee\u9898\uff0c\u672c\u6587\u4f7f\u7528\u4e86\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u6cd5<\/span>\u3002\u4ec5\u8003\u8651\u53ef\u7528\u7684\u6e90\u548c\u76ee\u6807\uff0c\u8bad\u7ec3\u5224\u522b\u6a21\u578b\u4ee5\u901a\u8fc7\u8f93\u5165\u6e90\u8282\u70b9\u6765\u9884\u6d4b\u76ee\u6807\u8282\u70b9\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"> \u672c\u6587\u4e2d\u5229\u7528\u4e86\u4e0d\u5b8c\u6574\u7684\u7f51\u683c\u7684\u56fe\u7ed3\u6784\u6765\u89e3\u51b3\u95ee\u9898\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u95ee\u9898\u4e2d\u5305\u542b\u7684\u5f88\u5f3a\u7684\u63a8\u7406\uff0c\u5173\u7cfb\uff08\u8fde\u7eed\u8282\u70b9\u7684\u5e8f\u5217\uff09\u548c\u975e\u5173\u7cfb\uff08\u9690\u65b9\u5411\u51fd\u6570\u53d6\u51b3\u4e8e\u65f6\u95f4\uff0c\u4f4d\u7f6e\u548c\u5386\u53f2\u4fe1\u606f\uff09\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8003\u8651\u5230\u8bb8\u591a\u5019\u9009\u8def\u5f84\u5c06\u6e90\u94fe\u63a5\u5230\u76ee\u6807\uff0c\u5176\u5b9e\u8f68\u8ff9\u63a8\u7406\u95ee\u9898\u662f\u5f88\u56f0\u96be\u7684\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\u7684\u552f\u4e00\u7ebf\u7d22\u662f\u7531\u79fb\u9664\u7684\u8282\u70b9\u6216\u8fb9\u5f62\u6210\u7684\u5757\u5f15\u5411\u7684\u76ee\u6807\u8282\u70b9\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u672c\u6587\u4e2d\uff0c\u5e76\u6ca1\u6709\u7b80\u5355\u5730\u5bfb\u627e\u6700\u77ed\u8def\u5f84\uff0c\u800c\u662f\u5bfb\u627e\u4e86\u4e00\u4e9b\u6f5c\u5728\u52a8\u529b\u5b66\u652f\u914d\u7684\u771f\u5b9e\u8f68\u8ff9\u6a21\u5f0f\u3002\u672c\u6587\u7684\u8bc4\u4f30\u6807\u51c6\u57fa\u4e8e\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u89e3\u91ca\u7684\u53ef\u8bfb\u6027\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center\"><img style=\"height: 213px;width: 558px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma6-1542718808.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\"><strong><span>\u56fe1 \u53cc\u6d41\u6a21\u578b\u67b6\u6784<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<h2>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>3.\u5f15\u5165\u6ce8\u610f\u529b\u6d41\u6a21\u578b<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<\/h2>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><strong><span style=\"font-size: 15px\">\u5efa\u6a21\u56fe\u4e0a\u7684\u6ce8\u610f\u529b\u6d41<\/span><\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><strong><span style=\"font-size: 15px\"><\/span><\/strong><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u672c\u6587\u4e2d\uff0c\u7ed9\u5b9a\u6e90\u9884\u6d4b\u76ee\u6807\u7684\u95ee\u9898\u88ab\u89c6\u4e3a\u5728\u7ed9\u5b9a\u8f93\u5165\u6ce8\u610f\u529b\u5206\u5e03\u7684\u60c5\u51b5\u4e0b\u9884\u6d4b\u8282\u70b9\u4e0a\u7684\u8f93\u51fa\u6ce8\u610f\u529b\u5206\u5e03\uff0c<strong>\u6ce8\u610f\u529b\u5206\u5e03\u8868\u793a\u53c2\u52a0\u8282\u70b9\u7684\u6982\u7387\u5206\u5e03<\/strong>\u3002 \u5bf9\u4e8e\u6bcf\u5bf9\uff08Vsrc\uff0cVdst\uff09\uff0c\u8f93\u5165\u6ce8\u610f\u529b\u5206\u5e03\u5168\u90e8\u96c6\u4e2d\u5728\u6e90\u8282\u70b9\u4e0a\uff0c\u7136\u540e\u5728\u5bf9\u56fe\u4e0a\u8fdb\u884c\u4e00\u7cfb\u5217\u8ba1\u7b97\u4e4b\u540e\uff0c\u5f97\u5230\u7684\u8f93\u51fa\u6ce8\u610f\u529b\u5206\u5e03\u9884\u6d4b\u6700\u53ef\u80fd\u7684\u8282\u70b9\u5373\u662f\u76ee\u6807\u3002 \u6ce8\u610f\u529b\u4ece\u6e90\u4f20\u9012\u5230\u76ee\u6807\uff0c\u610f\u5473\u7740\u901a\u8fc7\u56fe\u4e0a\u5b58\u5728\u4e00\u4e2a\u6a21\u4eff\u6f5c\u5728\u7684\u56e0\u679c\u94fe\u7684\u6d41\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u63a5\u4e0b\u6765\u6587\u7ae0\u5c1d\u8bd5\u4ece\u4e09\u4e2a\u4e0d\u540c\u7684\u89d2\u5ea6\u5bf9\u56fe\u4e0a\u7684\u6ce8\u610f\u529b\u6d41\u8fdb\u884c\u5efa\u6a21\u3002<\/span><\/p>\n<\/p>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span>1.\u56fe\u7f51\u7edc\u4e2d\u7684\u9690\u6ce8\u610f\u529b\u6d41<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u56fe\u7f51\u7edc\u4e3b\u8981\u91c7\u7528\u7531\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u5757\u6765\u5b9e\u73b0\u6d88\u606f\u4f20\u9012\u673a\u5236\uff0c\u4f8b\u5982MLP\u548cGRU\u6a21\u5757\u3002 \u56fe\u7f51\u7edc\u4e2d\u7684\u8868\u793a\u5305\u62ec\u8282\u70b9\u7ea7\u72b6\u6001hi\u2208Rd\uff0c\u8fb9\u7ea7\u522b\u6d88\u606fmij\u2208Rd\uff0c\u4ee5\u53ca\u56fe\u7ea7\u522b\u5168\u5c40\u72b6\u6001g\u2208Rd\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u56fe\u7f51\u7edc\u6846\u67b6\u6709\u4e09\u4e2a\u9636\u6bb5\uff1a\u521d\u59cb\u5316\u9636\u6bb5\uff0c\u4f20\u64ad\u9636\u6bb5\u548c\u8f93\u51fa\u9636\u6bb5\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4f20\u64ad\u9636\u6bb5\u7684\u6a21\u578b\u5305\u62ec\uff1a<\/span><\/p>\n<ul style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u4fe1\u606f\u51fd\u6570<\/span><img style=\"text-align: center;width: 176px;height: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma8-1542718808.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u4fe1\u606f\u6574\u5408\u64cd\u4f5c<\/span><img style=\"text-align: center;width: 93px;height: 22px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma0-1542718809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u8282\u70b9\u66f4\u65b0\u51fd\u6570<\/span><img style=\"text-align: center;width: 167px;height: 19px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma3-1542718809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u5168\u5c40\u66f4\u65b0\u51fd\u6570<\/span><img style=\"text-align: center;width: 158px;height: 18px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma2-1542718809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3a\u4e86\u5efa\u6a21\u6ce8\u610f\u529b\u6d41\uff0c\u9996\u5148\u8981\u597d\u5b9a\u4e49\u521d\u59cb\u72b6\u6001<\/span><\/p>\n<p style=\"text-align: center\"><img style=\"width: 120px;height: 25px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma5-1542718809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5176\u4e2d<\/span><img style=\"text-align: center;width: 69px;height: 27px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma3-1542718810.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u662f\u6ce8\u610f\u529b\u72b6\u6001\uff0c<\/span><img style=\"text-align: center;width: 86px;height: 24px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma4-1542718810.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u662f\u8f85\u52a9\u72b6\u6001\u3002\u7814\u7a76\u8005\u521d\u59cb\u5316\u6e90\u8282\u70b9\u4e3a1\uff0c\u5176\u4f59\u8282\u70b9\u4e3a0\u3002\u800c<\/span><img style=\"text-align: center;width: 85px;height: 23px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma1-1542718810.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u4f5c\u4e3a\u7528\u4e8e\u8ba1\u7b97\u6ce8\u610f\u529b\u5206\u5e03\u7684\u53c2\u8003\u5411\u91cf\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u8bbe\u7f6e \uff0c\u5728\u8f93\u51fa\u9636\u6bb5\uff0c\u901a\u8fc7\u8ba1\u7b97softmax\u4f5c\u4e3a\u8f93\u51fa\u7684\u6ce8\u610f\u529b\u5206\u5e03\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u4e2a\u6a21\u578b\u5c06\u6ce8\u610f\u529b\u6d41\u5305\u88c5\u5728\u5f00\u5934\u7684\u6d88\u606f\u4f20\u9012\u8fc7\u7a0b\u4e2d\uff0c\u5e76\u5728\u7ed3\u675f\u65f6\u5c06\u5176\u53d6\u51fa\u3002 \u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u8ba1\u7b97\u4f7f\u5f97\u4f20\u64ad\u6a21\u578b\u6210\u4e3a\u9ed1\u76d2\u5b50\uff0c\u7f3a\u4e4f\u63cf\u8ff0\u6ce8\u610f\u529b\u6d41\u7684\u660e\u786e\u65b9\u5f0f\uff0c\u5bf9\u89e3\u91ca\u76ee\u6807\u65e0\u80fd\u4e3a\u529b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><\/strong><\/span><\/p>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span>2.\u57fa\u4e8e\u968f\u673a\u6e38\u8d70\u7684\u663e\u5f0f\u6ce8\u610f\u529b\u6d41\uff08explicit attention flow\uff09<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3a\u4e86\u663e\u5f0f\u5316\u5730\u6a21\u62df\u6ce8\u610f\u529b\u6d41\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u4f7f\u7528\u968f\u673a\u6e38\u8d70\uff08random walks\uff09\u4e2d\u53ef\u5b66\u4e60\u7684\u8f6c\u79fb\u77e9\u9635T\u3002\u6ce8\u610f\u529b\u6d41\u52a8\u7684\u52a8\u529b\u5b66\u7531<\/span><img style=\"text-align: center;width: 84px;height: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma6-1542718810.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u9a71\u52a8\uff0c\u5176\u4e2d<\/span><img style=\"text-align: center;width: 37px;height: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma0-1542718810.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/>\u548c<img style=\"text-align: center;width: 20px;height: 19px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma6-1542718811.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u4ee3\u8868\u4e24\u4e2a\u8fde\u7eed\u7684\u6ce8\u610f\u529b\u5206\u5e03\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u8fd9\u91cc\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u91c7\u7528\u4e24\u79cd\u6a21\u578b\u8bbe\u7f6eT\uff1a<\/span><\/p>\n<\/p>\n<ul style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u7a33\u5b9a\u8f6c\u6362\u8bbe\u7f6e\uff1a<img style=\"height: 22px;text-align: center;width: 196px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma5-1542718811.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/p>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u5e76\u5bf9\u6bcf\u884c\u8ba1\u7b97softmax \uff0c\u8f6c\u79fb\u77e9\u9635T\u5728\u8f93\u5165\u548c\u6bcf\u4e00\u6b65\u4e4b\u95f4\u662f\u9759\u6b62\u7684\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u52a8\u6001\u8f6c\u6362\u8bbe\u7f6e\uff1a<\/span><img style=\"text-align: center;width: 200px;height: 25px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma1-1542718811.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/li>\n<\/ul>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong style=\"font-size: 15px\">\u8bf7\u6ce8\u610f\uff0c\u8fd9\u91cc\u6ca1\u6709\u4efb\u4f55\u6d88\u606f\u4f20\u9012\uff08message passing\uff09<\/strong>\u3002 \u5168\u5c40\u72b6\u6001<\/span><img style=\"text-align: center;width: 18px;height: 22px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma4-1542718811.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u7684\u66f4\u65b0\uff0c\u57fa\u4e8e\u53d7<\/span><img style=\"font-size: 15px;height: 19px;text-align: center;width: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma8-1542718811.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u5f71\u54cd\u7684\u8282\u70b9\u72b6\u6001\u7684\u52a0\u6743\u548c\u3002 \u7814\u7a76\u8005\u5f3a\u8c03\u6ce8\u610f\u529b\u5206\u5e03\u4e0d\u4ec5\u53ef\u4ee5\u4f5c\u4e3a\u5185\u90e8\u72b6\u6001\u7684\u8f93\u51fa\uff0c\u8fd8\u53ef\u4ee5\u6709\u6548\u5730\u5f71\u54cd\u5185\u90e8\u72b6\u6001\u3002\u5728\u6ca1\u6709\u5229\u7528\u6d88\u606f\u4f20\u9012\u7684\u60c5\u51b5\u4e0b\uff0c\u60f3\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u6355\u83b7\u56fe\u7684\u524d\u540e\u5173\u7cfb\uff08context\uff09\u4ecd\u7136\u53d7\u5230\u9650\u5236\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">3.\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u663e\u5f0f\u6ce8\u610f\u529b\u6d41<\/span><\/strong><\/p>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u4eab\u53d7\u56fe\u7f51\u7edc\u7684\u8868\u8fbe\u6027\u65f6\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u4e5f\u5e0c\u671b\u53ef\u4ee5\u660e\u786e\u6ce8\u610f\u529b\u6d41\u7684\u53ef\u89e3\u91ca\u6027\u3002<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u901a\u8fc7\u5f15\u5165\u8282\u70b9\u7ea7\u6ce8\u610f\u529b<\/span><img style=\"text-align: center;width: 18px;height: 23px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma9-1542718812.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\uff08node-level attention\uff0c\u53c8\u88ab\u6210\u4e3a\u96c6\u4e2d\u6ce8\u610f\u529b focused attention \uff09\u548c\u8fde\u8fb9\u7ea7\u6ce8\u610f\u529b<\/span><img style=\"text-align: center;width: 22px;height: 24px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma3-1542718812.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\uff08 dege-level attention\uff0c\u53c8\u88ab\u79f0\u4e3a\u6d41\u6ce8\u610f\u529b flowing attention \uff09\u6765\u5448\u73b0\u6ce8\u610f\u529b\u6d41\u52a8\u673a\u5236\u3002 \u5728\u4e0a\u8ff0\u7684t\u65f6\u523b\uff0c\u52a8\u529b\u5b66\u7531\u4ee5\u4e0b\u56e0\u7d20\u9a71\u52a8\uff1a<\/span><\/p>\n<p style=\"text-align: center\"><img style=\"width: 457px;height: 47px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma5-1542718812.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5176\u4e2d\uff0c\u8f6c\u79fb\u77e9\u9635<\/span><img style=\"text-align: center;width: 24px;height: 18px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma1-1542718812.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u88ab\u79f0\u4e3a\u4fe1\u606f\u6d41\uff08information flow\uff09\uff0c\u5b83\u4f9d\u8d56\u4e8e\u5728\u56fe\u7f51\u7edc\u4e2d\u4f20\u9012\u7684\u6d88\u606f\u6240\u643a\u5e26\u7684\u4e30\u5bcc\u4e0a\u4e0b\u6587\u3002\u53c2\u89c1\u56fe1\u4e2d\u7684\u53cc\u6d41\u6a21\u578b\u67b6\u6784\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong>\u5f88\u660e\u663e\uff0c\u4fe1\u606f\u6d41\u51b3\u5b9a\u4e86\u6ce8\u610f\u529b\u6d41\uff0c\u4f46<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u66f4\u5173\u6ce8\u6ce8\u610f\u529b\u6d41\u5982\u4f55\u5f71\u54cd\u4fe1\u606f\u6d41<\/strong>\u3002\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u96c6\u4e2d\u6ce8\u610f\u529b\u4e2d\u7684\u8282\u70b9\u7ea7\u7684\u5411\u540e\u4f20\u64ad\u884c\u4e3a\u4e3b\u8981\u5173\u6ce8\u8282\u70b9\u72b6\u6001\u4e4b\u548c\u3002 \u8fd9\u7bc7\u6587\u7ae0<span style=\"font-size: 15px\">\u7814\u7a76\u4e86\u5728\u8fde\u8fb9\u7ea7\u522b\uff08edge level\uff09\u4e0a\u6ce8\u610f\u529b\u6d41\u662f\u5982\u4f55\u5f71\u54cd\u4fe1\u606f\u6d41\u7684\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u9996\u5148\u901a\u8fc7\u5b9a\u4e49<strong>\u6d88\u606f\u53c2\u4e0e\u51fd\u6570\uff08message attending function\uff09<\/strong><\/span><img style=\"text-align: center;width: 136px;height: 23px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma7-1542718812.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/>\uff0c<span style=\"font-size: 15px\">\u4ee5\u66ff\u6362\u539f\u59cb\u6d88\u606f<\/span><img style=\"height: 18px;text-align: center;width: 31px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma4-1542718813.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/>\u3002<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3a\u4e86\u8bbe\u8ba1\u4e00\u4e2a\u6709\u610f\u4e49\u7684<\/span><img style=\"text-align: center;width: 69px;height: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma7-1542718813.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\uff0c\u5f53<\/span><img style=\"text-align: center;width: 49px;height: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma6-1542718813.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\u65f6\uff0c\u4f7f<\/span><img style=\"text-align: center;width: 58px;height: 20px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma4-1542718813-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/>\u72ec\u7acb\u4e8e<img style=\"text-align: center;width: 27px;height: 21px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma0-1542718813.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px\">\uff0c\u4e5f\u5c31\u610f\u5473\u7740\u5f53\u6ca1\u6709\u6ce8\u610f\u529b\u5728\u8fd9\u6761\u6d88\u606f\u4e0a\u65f6\uff0c\u6d88\u606f\u53c2\u4e0e\u51fd\u6570\u4e0d\u4e00\u5b9a\u662f0\u3002\u7814\u7a76\u8005\u627e\u5230\u4e86\u6d88\u606f\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c<span style=\"font-size: 15px\">\u53c2\u4e0e\u51fd\u6570<\/span>\u4f55\u65f6\u8868\u73b0\u6700\u4f73\uff0c\u8fd9\u4e0d\u4ec5\u63ed\u793a\u4e86\u5411\u540e\u4f5c\u7528\u7684\u91cd\u8981\u6027\uff0c\u800c\u4e14\u8fd8\u63ed\u793a\u4e86\u201c\u5373\u4f7f\u6ca1\u6709\u53c2\u4e0e\uff0c\u4e5f\u8981\u4fdd\u6301\u4fe1\u606f\u6d41\u52a8\u201d\u7684\u5fc5\u8981\u6027\u3002<\/span><\/p>\n<\/p>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span>\u4e0e\u5f3a\u5316\u5b66\u4e60\u548c\u6982\u7387\u9690\u6a21\u578b\u7684\u8054\u7cfb<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5982\u679c\u6ce8\u5165\u566a\u58f0\uff0c\u7136\u540e\u5728\u6bcf\u4e00\u6b65\u4e2d\u9009\u62e9\u8868\u73b0\u6700\u597d\u7684\u8282\u70b9\uff0c\u90a3\u4e48\u8be5\u8fc7\u7a0b\u5c31\u4f1a\u4ee5\u67d0\u79cd\u7c7b\u4f3c\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u5f0f\u51fa\u73b0\u3002\u5982\u679c\u5728Gumbel-Softmax\u6216Concrete\u5206\u5e03\u4e2d\u5e94\u7528\u566a\u58f0\u5e76\u4e14\u4fdd\u6301\u566a\u58f0\u7684\u67d4\u548c\uff0c\u5b83\u5c31\u4f1a\u53d8\u6210\u6982\u7387\u9690\u6a21\u578b\uff08probabilistic latent model\uff09\u3002\u6ce8\u610f\u6d41\u53ef\u4ee5\u88ab\u89c6\u4e3a\uff0c\u5728\u6982\u7387\u7a7a\u95f4\u4e2d\u800c\u975e\u79bb\u6563\u7684\u6837\u672c\u7a7a\u95f4\uff0c\u76f4\u63a5\u5730\u7528\u6570\u5b57\u64cd\u4f5c\u5b8c\u6210\u56fe\u7ea7\u8ba1\u7b97\uff08graph-level computation\uff09\u3002<\/span><\/p>\n<h2>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>4.\u5b9e\u9a8c\u53ca\u7ed3\u679c\u5206\u6790<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<\/h2>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span>\u6570\u636e\u96c6\u751f\u6210\u548c\u7edf\u8ba1<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u6587\u4e2d\u751f\u6210\u4e86\u8bb8\u591a\u6570\u636e\u96c6\u7ec4\uff0c\u6bcf\u4e2a\u6570\u636e\u96c6\u8868\u793a\u4e00\u4e2a\u5e26\u6709\u591a\u79cd\u4e0d\u540c\u8f68\u8ff9\u7684\u968f\u673a\u7f51\u683c\u4e16\u754c\uff0c\u8f68\u8ff9\u7531\u7279\u5b9a\u7684\u8282\u70b9\u5e8f\u5217\u7ec4\u6210\uff0c\u7531\u7279\u5b9a\u7684\u6f5c\u5728\u52a8\u529b\u5b66\u9a71\u52a8\u3002 \u66f4\u5177\u4f53\u5730\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u6570\u636e\u96c6\u7ec4\uff0c\u6784\u5efa\u4e86\u4e0d\u5b8c\u6574\u7684N\u00d7N\u7f51\u683c\u4e16\u754c\uff0c\u4e00\u822c\u4e3a32\u00d732\u621664\u00d764\uff0c\u7136\u540e\u4ece\u6bcf\u4e2a\u8282\u70b9\u5f00\u59cb\u6839\u636e\u6f5c\u5728\u7684\u52a8\u529b\u5b66\u51fd\u6570\u7ed8\u5236\u51fa\u4e86\u591a\u4e2a\u8f68\u8ff9\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e00\u79cd\u751f\u6210\u4e8624\u4e2a\u6570\u636e\u96c6\u7ec4\u3002\u5176\u4e2d\uff0c\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u53ef\u89c2\u5bdf\u90e8\u5206\u5305\u62ec\u5305\u542b\u6240\u6709\u8fb9\u4fe1\u606f\u7684\u7f51\u683c\u56fe\u4ee5\u53ca\u7528\u4e8e\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u7684\u6e90-\u76ee\u6807\u5bf9\u3002\u901a\u8fc7\u5728\u6e90\u8282\u70b9\u4e0a\u8fdb\u884c8\uff1a1\uff1a1\u5206\u5272\u6765\u5236\u4f5c\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u96c6\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u6839\u636e\u5904\u7406\u4e0d\u53ef\u89c1\u6e90\u8282\u70b9\u5bf9\u7684\u6027\u80fd\u6765\u8bc4\u4f30\u6a21\u578b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span>\u6bd4\u8f83\u6a21\u578b\u7ed3\u679c<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30\u6ce8\u610f\u529b\u6d41\u52a8\u673a\u5236\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u9009\u62e9\u4e09\u79cd\u7c7b\u578b\u7684\u56fe\u5f62\u7f51\u7edc\u548c\u4e24\u79cd\u57fa\u4e8e\u968f\u673a\u6e38\u8d70\u7684\u6a21\u578b\u6765\u8bbe\u7f6e\u57fa\u51c6\u3002 \u56fe\u5f62\u7f51\u7edc\u5305\u62ec\u5b8c\u6574\u7684\u56fe\u7f51\u7edc\uff08FullGN\uff09\uff0c\u95e8\u63a7\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GGNN\uff09\u548c\u56fe\u6ce8\u610f\u7f51\u7edc\uff08GAT\uff09\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e9b\u56fe\u7f51\u7edc\u7684\u5e38\u89c4\u7248\u672c\u65e0\u6cd5\u660e\u786e\u5730\u6a21\u62df\u6ce8\u610f\u529b\u6d41\u5e76\u5b9e\u73b0\u8f68\u8ff9\u63a8\u7406\u76ee\u6807\uff0c\u4f46\u80fd\u591f\u8fdb\u884c\u9884\u6d4b\u3002 \u6587\u4e2d\u5206\u522b\u7528\u6ce8\u610f\u529b\u6d41\u673a\u5236\u5bf9\u5b83\u4eec\u8fdb\u884c\u4e86\u6539\u9020\uff0c\u8fd9\u79cd\u673a\u5236\u4ee5\u4e09\u79cd\u4e0d\u540c\u7684\u65b9\u5f0f\u5b9e\u73b0\uff0c\u5173\u6ce8\u6d41\u52a8\u7684\u6ce8\u610f\u529b\u5982\u4f55\u4f5c\u7528\u4e8e\u6d88\u606f\u4f20\u9012\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 13px\"><strong><span>\u88681<\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma2-1542718814.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span>\u88682<\/span><\/strong><\/p>\n<p style=\"text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma6-1542718814.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u9996\u5148<\/span><\/strong><span style=\"font-size: 15px\">\uff0c\u7814\u7a76\u8005\u6bd4\u8f83\u4e86\u57fa\u4e8e\u968f\u673a\u6e38\u8d70\u548c\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u663e\u5f0f\u6a21\u62df\u6ce8\u610f\u529b\u6d41\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4ece\u88681\u548c\u88682\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u6a21\u578b\u8d85\u8fc7\u4e86\u57fa\u4e8e\u968f\u673a\u6e38\u8d70\u7684\u6a21\u578b\uff0c\u901a\u5e38\u662f\u5927\u5e45\u5ea6\u7684\u3002\u867d\u7136\u6709\u4e00\u4e9b\u4f8b\u5916\uff0cRW-Stationary\u5728\u4f9d\u8d56\u4e8e\u4f4d\u7f6e\u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u5f3a\u52b2\uff0c\u53ef\u80fd\u662f\u7531\u4e8e\u9664\u5f53\u524d\u4f4d\u7f6e\u4fe1\u606f\u4e4b\u5916\u6240\u9700\u7684\u4e0a\u4e0b\u6587\u5f88\u5c11\uff0c\u4f46\u6700\u597d\u7684<strong>\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u6a21\u578b\uff0c\u4f8b\u5982FullGN-MulMlp<\/strong>\uff0c\u4ecd\u7136\u53ef\u4ee5\u51fb\u8d25\u5b83\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u5176\u6b21<\/span><\/strong><span style=\"font-size: 15px\">\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u6bd4\u8f83\u4e86\u65e0\u52a8\u4f5c\uff08No acting\uff09\uff0c\u4e58\u6cd5\u52a8\u4f5c\uff08Multiplying acting\uff09\u548c\u975e\u7ebf\u6027\u52a8\u4f5c\uff08non- linearly acting\uff09\u4e4b\u95f4\u7684\u5411\u540e\u4f5c\u7528\u673a\u5236\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u975e\u7ebf\u6027\u52a8\u4f5c\u5728\u51e0\u4e4e\u6240\u6709\u60c5\u51b5\u4e0b\u90fd\u8868\u73b0\u6700\u4f73\u3002\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u7b80\u5355\u5730\u8fdb\u884c\u4e58\u6cd5\u8fd0\u7b97\u53ef\u80fd\u4f1a\u964d\u4f4e\u6027\u80fd\uff0c\u4f7f\u5176\u6bd4\u4e0d\u91c7\u53d6\u884c\u52a8\u66f4\u7cdf\u7cd5\u3002\u5982\u4f55\u8bbe\u8ba1\u6709\u6548\u7684\u5411\u540e\u4f5c\u7528\u673a\u5236\u5728\u4eca\u540e\u7684\u5de5\u4f5c\u4e2d\u503c\u5f97\u8fdb\u4e00\u6b65\u7814\u7a76\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u6700\u540e<\/span><\/strong><span style=\"font-size: 15px\">\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u5c06\u6539\u9020\u540e\u7684\u56fe\u5f62\u7f51\u7edc\u4e0e\u9488\u5bf9\u5e38\u89c4\u56fe\u5f62\u7f51\u7edc\u7684\u663e\u5f0f\u6ce8\u610f\u529b\u6d41\u8fdb\u884c\u6bd4\u8f83\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5bf9\u4e8e\u8f83\u5927\u768464\u00d764\u6570\u636e\u96c6\uff0c<span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u6d4b\u8bd5GGNN\u548cGGNN-MulMlp\uff0c<strong>\u5e76\u53d1\u73b0GGNN-MulMlp(\u4e00\u79cd\u56fe\u7f51\u7edc\u6a21\u578b)\u5728\u6bcf\u4e2a\u8bc4\u4f30\u6307\u6807\u4e0a\u7684\u8868\u73b0\u90fd\u660e\u663e\u4f18\u4e8eGGNN<\/strong>\uff0c\u5982\u88683\u6240\u793a\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"text-align:center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma10-1542718815.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<h3>\n<section>\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>5.\u7ed3\u679c\u53ef\u89c6\u5316<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<\/h3>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-size: 15px\">\u7814\u7a76\u8005<\/span>\u53ef\u89c6\u5316\u4e8616\u00d716\u7684\u4e0d\u5b8c\u6574\u7684\u7f51\u683c\u56fe\u4e2d\u7684\u5b66\u4e60\u6ce8\u610f\u529b\u6d41\uff0c\u901a\u8fc7\u5bf9\u6bcf\u4e2a\u65b9\u5411\u8bbe\u7f6e\u91c7\u7528\u4e00\u4e2a\u793a\u4f8b\u4e0e\u771f\u5b9e\u8f68\u8ff9\u548c\u6f5c\u5728\u65b9\u5411\u8fdb\u884c\u6bd4\u8f83\uff0c\u5982\u56fe\u6240\u793a\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e4d\u4e00\u770b\uff0c\u5728T\u6b65\u9aa4\u4e0a\u7ed8\u5236\u7684\u6ce8\u610f\u529b\u6d41\u4f7f\u5f97\u4ece\u6e90\u8282\u70b9\u5230\u76ee\u6807\u8282\u70b9\u7684\u94fe\u5e26\uff0c\u51e0\u4e4e\u4e0e\u771f\u5b9e\u8f68\u8ff9\u76f8\u5339\u914d\uff0c\u7279\u522b\u662f\u5982\u56fe2\u4e2d\u7684\u7b2c\u4e00\u884c\u548c\u7b2c\u4e8c\u884c\u6240\u793a\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma0-1542718815.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 15px\"><\/span><strong><span>\u56fe2<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4ed4\u7ec6\u89c2\u5bdf\uff0c<span style=\"font-size: 15px\">\u6211\u4eec<\/span><\/span><span>\u53d1\u73b0\u6ce8\u610f\u529b\u6d41\u53ef\u80fd\u4e0d\u4e00\u5b9a\u9075\u5faa\u5355\u4e00\u8def\u5f84\u6a21\u5f0f\uff0c\u800c\u662f\u4f1a\u6539\u4e3a\u5206\u652f\uff0c\u4ee5\u6269\u5927\u63a2\u7d22\u533a\u57df\uff08<span>\u66f4\u53ef\u80fd\u5305\u542b\u76ee\u6807\u8282\u70b9<\/span>\uff09\uff0c\u5c24\u5176\u662f\u5728\u95f4\u9699\u9644\u8fd1<\/span><span style=\"font-size: 15px\">\uff0c\u5982\u6700\u540e\u4e24\u884c\u6240\u793a\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<section>\n<section style=\"margin-top: 20px\">\n<section style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6\">\n<section><strong><\/p>\n<p><span><strong>6.\u5c0f\u7ed3<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u201c\u6ce8\u610f\u529b\u6d41\u673a\u5236\u201d\uff0c\u8bbe\u8ba1\u4e86\u5305\u542b\u201c\u6e90\u548c\u76ee\u6807\u201d\u7684\u63a8\u7406\u4efb\u52a1\uff0c\u901a\u8fc7\u5b9e\u9a8c\uff0c\u53d1\u73b0\u6ce8\u610f\u529b\u6d41\u673a\u5236\u7684\u9884\u6d4b\u51c6\u786e\u6027\u6bd4\u968f\u673a\u6e38\u8d70\u7b97\u6cd5\u66f4\u597d\uff0c\u5e76\u4e14\u5bf9\u63a8\u7406\u8f68\u8ff9\u6709\u826f\u597d\u89e3\u91ca\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u771f\u5b9e\u4e16\u754c\u5f80\u5f80\u662f\u56e0\u679c\u5173\u7cfb\u88ab\u9690\u85cf\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u5bf9\u7ed3\u679c\u7684\u9884\u6d4b\uff0c\u66f4\u662f\u6709\u7406\u6709\u636e\u7684\u63a8\u7406\u8fc7\u7a0b\u3002\u57fa\u4e8e\u56fe\u7f51\u7edc\u7684\u6ce8\u610f\u529b\u6d41\u673a\u5236\uff0c\u5728\u8fd9\u65b9\u9762\u8868\u73b0\u4e0d\u4fd7\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<\/p>\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u4f5c\u8005\uff1a\u8f9b\u8339\u6708<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<\/blockquote>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><span style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247492192&amp;idx=1&amp;sn=239be13ddad1bebccb9eb21a8c361964&amp;chksm=e897b8eddfe031fb0c739ac15f3326a0e4b812ea9262325836a5aacfafc56ed7c4d23094292e&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\">DeepMind\u5f00\u6e90\u56fe\u7f51\u7edc\u5e93\u63a8\u7406\u65b0\u5229\u5668<\/a><\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489376&amp;idx=1&amp;sn=3e07f795628c60a8161592b7a705438d&amp;chksm=e8944deddfe3c4fbed3dddd0bf9f4b749c1a5e1fd4ebd93be0f387a1f8dfb09781309394f339&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><strong>\u56fe\u7f51\u7edc\uff1a\u6084\u7136\u5174\u8d77\u7684\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e<\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489739&amp;idx=1&amp;sn=4b7008156900e0a5854bddd86f12f1f9&amp;chksm=e8944246dfe3cb50a50a67825acfaf0eb6b892a34d5cc9cb7db8fcec84446582c1536f2bced8&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><span style=\"letter-spacing: 2px;font-size: 14px\"><strong>\u7528\u5c0f\u6570\u636e\u8fdb\u884c\u91d1\u878d\u6b3a\u8bc8\uff1a\u56fe\u7f51\u7edc\u7684\u5bf9\u6297\u6837\u672c<\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247488683&amp;idx=2&amp;sn=e4e2d6ae80e6a4d613a5da3b17ca8812&amp;chksm=e8944e26dfe3c730ceac2979bb463d928a411327cdf2b21449964abb5e47ceb1c99b8f3f6724&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><span style=\"letter-spacing: 2px;font-size: 14px\"><strong>\u5173\u7cfb\u5f0f\u5f52\u7eb3\u504f\u597d\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u56fe\u7f51\u7edc<\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247490970&amp;idx=1&amp;sn=8fb72e0fc204468577b4fec37bd43af1&amp;chksm=e8944717dfe3ce01ecc0588627267dde22b2e6348142febf865957fe94634125bcd93f858868&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;letter-spacing: 2px;font-size: 14px\"><span style=\"letter-spacing: 2px;font-size: 14px\"><strong>\u53cc\u66f2\u7a7a\u95f4\u4e2d\u7684\u7f51\u7edc\u3001\u5355\u8bcd\u53ca\u5176\u77e5\u8bc6\u56fe\u8c31<\/strong><\/span><\/a><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><span style=\"text-decoration: underline;font-size: 14px\"><a 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\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px\"><span style=\"font-size: 14px;letter-spacing: 2px\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742<\/strong><\/span>\uff01<\/a><\/span><\/p>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u6210\u90fd\u6d3b\u52a8\u9884\u544a<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 15px\"><span>11\u670822\u65e5\uff0c<\/span><strong>\u817e\u8baf\u7814\u7a76\u9662\u4e0e\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong><span>\u8054\u5408\u4e3e\u529e\u7684\u201c<\/span><strong>AI&amp;Society<\/strong><span>\u201d\u7684\u7cfb\u5217\u5b66\u672f\u6c99\u9f99\u6d3b\u52a8\uff0c\u9996\u6b21\u6765\u5230\u6210\u90fd\uff01<\/span><\/span><\/p>\n<p><span style=\"font-size: 15px\"><\/span><\/p>\n<p><span>\u626b\u7801\u5373\u53ef\u62a5\u540d<\/span><\/p>\n<div class=\"post-image\"><img style=\"width: 677px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma9-1542718816.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p><span>\u62a5\u540d\u8868\u5730\u5740\uff1a<\/span><\/p>\n<p><span>http:\/\/campus.swarma.org\/tablepublish\/tengxun?activity_id=579<\/span><\/p>\n<\/p>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma6-1542718816.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img width=\"auto\" style=\"height: auto !important;width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/11\/swarma8-1542718817.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p style=\"clear: both;min-height: 1em\"><span style=\"font-size: 14px\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08                         \u96c6\u667a\u4ff1\u4e50\u90e8                      \uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1542718803&amp;src=3&amp;ver=1&amp;signature=0XoAtk9MwLtzknXpWQ42FLaRDYNjcTEVQJEvqZUZN2kJdm97BPPCSS8A0LHPLEmpI3TQaN0vmj0u4t6LS1A1vrRIv3D5jFk3-sEkCFklBnK1PjBTIESIUQ4CwQu0KuWv*gGVE2AIWMxHrUFhcvVIt0iJd0KIKv*ZigTUXEg*FfM=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>1.\u56e0\u679c\u63a8\u7406\u53ec\u5524\u56fe\u7f51\u7edc \u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u90fd\u9700\u8981\u63a8\u65ad\u6f5c\u5728\u7684\u56e0\u679c\u94fe\u6216\u8005\u6784\u5efa\u5bf9\u89c2\u5bdf\u3001\u9884\u6d4b\u7684\u89e3\u91ca\u3002 \u4f8b\u5982\u5728\u7269\u7406\u4e16\u754c\u4e2d\uff0c\u6211\u4eec\u60f3\u8981\u5728\u7ed9\u5b9a\u5f88\u5c11\u89c2\u5bdf\u73b0\u8c61\u7684\u60c5\u51b5\u4e0b\u63a8\u7406\u51fa\u79fb\u52a8\u7269\u4f53\u7684\u8f68\u8ff9; \u5728\u89c6\u9891\u6d41\u7cfb\u7edf\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u63a8\u8350\u6a21\u578b\u80fd\u591f\u8ddf\u8e2a\u4e0d\u65ad\u53d8\u5316\u7684\u7528\u6237\u5174\u8da3\uff0c\u4ee5\u63d0\u4f9b\u5c06\u7528\u6237\u89c2\u770b\u4e0e\u63a8\u8350\u89c6\u9891\u76f8\u5173\u8054\u7684\u4e2a\u6027\u5316\u63a8\u8350\u539f\u56e0\u3002 \u5728\u6b64\uff0c\u6211\u4eec\u4ecb&#8230;<\/p>\n","protected":false},"author":1,"featured_media":13026,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[18],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13024"}],"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=13024"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/13024\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/13026"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13024"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=13024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}