{"id":12240,"date":"2018-10-21T01:00:00","date_gmt":"2018-10-20T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/deepmind%e5%bc%80%e6%ba%90%e5%9b%be%e7%bd%91%e7%bb%9c%e5%ba%93%ef%bc%8c%e8%a7%a3%e5%86%b3%e5%85%b3%e7%b3%bb%e6%8e%a8%e7%90%86%e9%97%ae%e9%a2%98%e6%96%b0%e5%88%a9%e5%99%a8%ef%bc%81\/"},"modified":"2018-12-04T15:02:38","modified_gmt":"2018-12-04T07:02:38","slug":"deepmind%e5%bc%80%e6%ba%90%e5%9b%be%e7%bd%91%e7%bb%9c%e5%ba%93%ef%bc%8c%e8%a7%a3%e5%86%b3%e5%85%b3%e7%b3%bb%e6%8e%a8%e7%90%86%e9%97%ae%e9%a2%98%e6%96%b0%e5%88%a9%e5%99%a8%ef%bc%81","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=12240","title":{"rendered":"DeepMind\u5f00\u6e90\u56fe\u7f51\u7edc\u5e93\uff0c\u89e3\u51b3\u5173\u7cfb\u63a8\u7406\u95ee\u9898\u65b0\u5229\u5668\uff01"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section class=\"XiGuaChajian\"><\/section>\n<section>\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma2-1540126808-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\">\n<section class=\"mpa-template\">\n<section class=\"\">\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><span>DeepMind\u8fd1\u65e5\u5f00\u6e90\u4e86\u5185\u90e8\u7684Graph Nets\u5e93\uff0c\u7528\u4e8e\u5728TensorFlow\u4e2d\u6784\u5efa\u7b80\u5355\u800c\u5f3a\u5927\u7684\u5173\u7cfb\u63a8\u7406\u7f51\u7edc\u3002\u201c\u56fe\u7f51\u7edc\u201d\u7531DeepMind\u3001\u8c37\u6b4c\u5927\u8111\u3001MIT\u7b4927\u4f4d\u7814\u7a76\u8005\u63d0\u51fa\uff0c\u7531\u4e8e\u5176\u652f\u6301\u5173\u7cfb\u63a8\u7406\u548c\u7ec4\u5408\u6cdb\u5316\u7684\u4f18\u52bf\uff0c\u5f15\u8d77\u5927\u91cf\u5173\u6ce8\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px\">\n<blockquote>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span>\u6765\u6e90\uff1a\u65b0\u667a\u5143<\/span><\/p>\n<\/blockquote>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">DeepMind\u63d0\u51fa\u7684\u7b80\u5355\u800c\u5f3a\u5927\u7684\u5173\u7cfb\u63a8\u7406\u7f51\u7edc\u201cgraph network\u201d\u7ec8\u4e8e\u5f00\u6e90\u4e86\uff01<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u4eca\u5e746\u6708\uff0c\u7531DeepMind\u3001\u8c37\u6b4c\u5927\u8111\u3001MIT \u548c\u7231\u4e01\u5821\u5927\u5b66\u7b49\u516c\u53f8\u548c\u673a\u6784\u7684 27 \u4f4d\u79d1\u5b66\u5bb6\u5171\u540c\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587<em>Relational inductive biases, deep learning, and graph networks<\/em>\uff0c\u63d0\u51fa\u4e86<\/span><span><strong>\u56fe\u7f51\u7edc\uff08graph network\uff09<\/strong><\/span><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u7684\u6982\u5ff5\u3002\u201c\u8ba9\u6df1\u5ea6\u5b66\u4e60\u4e5f\u80fd\u56e0\u679c\u63a8\u7406\u201d\uff0c\u8fd9\u7bc7\u8bba\u6587\u5f15\u8d77\u4e86\u4e1a\u5185\u7684\u5927\u91cf\u5173\u6ce8\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5bf9\u8fd9\u7bc7\u8bba\u6587\u7684\u5177\u4f53\u9610\u8ff0\uff0c\u8bf7\u9605\u8bfb\u8fd9\u7bc7\u62a5\u9053\u6587\u7ae0\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI3MTA0MTk1MA==&amp;mid=2652020224&amp;idx=1&amp;sn=8b1d43f1f8a36e3f0ff58fbe7ecba911&amp;chksm=f121eaf1c65663e778a366a064a00d98113b368b19cd9921326c82a865bb24e4565b5e4d74a8&amp;scene=21#wechat_redirect\" target=\"_blank\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u3010CNN\u5df2\u8001\uff0cGNN\u6765\u4e86\u3011DeepMind\u3001\u8c37\u6b4c\u5927\u8111\u3001MIT\u7b4927\u4f4d\u4f5c\u8005\u91cd\u78c5\u8bba\u6587\uff0c\u56fe\u7f51\u7edc\u8ba9\u6df1\u5ea6\u5b66\u4e60\u4e5f\u80fd\u56e0\u679c\u63a8\u7406<\/span><\/a><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u7b80\u5355\u7684\u8bf4\uff0c\u56fe\u7f51\u7edc\uff08graph network\uff09\u662f<strong>\u5c06graph\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u8fd4\u56degraph\u4f5c\u4e3a\u8f93\u51fa<\/strong>\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u8f93\u5165\u56fe\u5177\u6709edge-(E), node-(V), \u548cglobal-level(u) \u7684\u5c5e\u6027\u3002\u8f93\u51fa\u56fe\u5177\u6709\u76f8\u540c\u7684\u7ed3\u6784\uff0c\u4f46\u66f4\u65b0\u4e86\u5c5e\u6027\u3002 Graph networks\u662f\u66f4\u5e7f\u6cdb\u7684\u201cgraph neural networks\u201d\u5bb6\u65cf\u7684\u4e00\u90e8\u5206 (Scarselli et al., 2009)\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p><span style=\"font-size: 15px;letter-spacing: 0.5px\">\u8fd9\u7bc7\u8bba\u6587\u91cc\uff0c\u4f5c\u8005\u8be6\u7ec6\u89e3\u91ca\u4e86\u4ed6\u4eec\u7684\u201c\u56fe\u7f51\u7edc\u201d\u3002\u56fe\u7f51\u7edc\uff08GN\uff09\u7684\u6846\u67b6\u5b9a\u4e49\u4e86<\/span><span><strong>\u4e00<\/strong><\/span><span><strong>\u7c7b\u7528\u4e8e\u56fe\u5f62\u7ed3\u6784\u8868\u793a\u7684\u5173\u7cfb\u63a8\u7406\u7684\u51fd\u6570<\/strong><\/span><span style=\"font-size: 15px;letter-spacing: 0.5px\">\u3002GN \u6846\u67b6\u6982\u62ec\u5e76\u6269\u5c55\u4e86\u5404\u79cd\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u3001MPNN\u3001\u4ee5\u53ca NLNN \u65b9\u6cd5\uff0c\u5e76\u652f\u6301\u4ece\u7b80\u5355\u7684\u6784\u5efa\u5757\uff08building blocks\uff09\u6765\u6784\u5efa\u590d\u6742\u7684\u7ed3\u6784\u3002<\/span><\/p>\n<\/p>\n<p><span style=\"font-size: 15px;letter-spacing: 0.5px\">GN \u6846\u67b6\u7684\u4e3b\u8981\u8ba1\u7b97\u5355\u5143\u662f<\/span><span><strong>GN block<\/strong><\/span><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff0c\u5373 \u201c<strong>graph-to-graph<\/strong>\u201d \u6a21\u5757\uff0c\u5b83\u5c06 graph \u4f5c\u4e3a\u8f93\u5165\uff0c\u5bf9\u7ed3\u6784\u6267\u884c\u8ba1\u7b97\uff0c\u5e76\u8fd4\u56de graph \u4f5c\u4e3a\u8f93\u51fa\u3002\u5982\u4e0b\u9762\u7684 Box 3 \u6240\u63cf\u8ff0\u7684\uff0centity \u7531 graph \u7684\u8282\u70b9\uff08nodes\uff09\uff0c\u8fb9\u7684\u5173\u7cfb\uff08relations\uff09\u4ee5\u53ca\u5168\u5c40\u5c5e\u6027\uff08global attributes\uff09\u8868\u793a\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma0-1540126809.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center;line-height: 1.75em\"><strong><span>\u8bba\u6587\u4e2d\u5bf9\u201cgraph\u201d\u7684\u5b9a\u4e49<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center;line-height: 1.75em\">\n<p><span style=\"font-size: 15px;letter-spacing: 0.5px\">\u8bba\u6587\u4f5c\u8005\u7528 \u201cgraph\u201d \u8868\u793a\u5177\u6709\u5168\u5c40\u5c5e\u6027\u7684\u6709\u5411\uff08directed\uff09\u3001\u6709\u5c5e\u6027\uff08attributed\uff09\u7684 multi-graph\u3002\u4e00\u4e2a\u8282\u70b9\uff08node\uff09\u8868\u793a\u4e3a<\/span><img class=\"\" style=\"width: 16px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma6-1540126809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff0c\u4e00\u6761\u8fb9\uff08edge\uff09\u8868\u793a\u4e3a<\/span><img class=\"\" style=\"width: 15px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma8-1540126809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff0c\u5168\u5c40\u5c5e\u6027\uff08global attributes\uff09\u8868\u793a\u4e3a<strong>u<\/strong>\u3002<\/span><img class=\"\" style=\"width: 16px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma0-1540126809.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px;letter-spacing: 0.5px\">\u548c<\/span><img class=\"\" style=\"width: 16px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma2-1540126810.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"font-size: 15px;letter-spacing: 0.5px\">\u8868\u793a\u53d1\u9001\u65b9\uff08sender\uff09\u548c\u63a5\u6536\u65b9\uff08receiver\uff09\u8282\u70b9\u7684\u6307\u6807\uff08indices\uff09\u3002\u5177\u4f53\u5982\u4e0b\uff1a<\/span><\/p>\n<\/p>\n<ul class=\"list-paddingleft-2\">\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">Directed<\/span><\/strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff1a\u5355\u5411\uff0c\u4ece \u201csender\u201d \u8282\u70b9\u6307\u5411 \u201creceiver\u201d \u8282\u70b9\u3002<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">Attribute<\/span><\/strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff1a\u5c5e\u6027\uff0c\u53ef\u4ee5\u7f16\u7801\u4e3a\u77e2\u91cf\uff08vector\uff09\uff0c\u96c6\u5408\uff08set\uff09\uff0c\u751a\u81f3\u53e6\u4e00\u4e2a\u56fe\uff08graph\uff09<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">Attributed<\/span><\/strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff1a\u8fb9\u548c\u9876\u70b9\u5177\u6709\u4e0e\u5b83\u4eec\u76f8\u5173\u7684\u5c5e\u6027<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">Global attribute<\/span><\/strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff1agraph-level \u7684\u5c5e\u6027<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">Multi-graph<\/span><\/strong><span style=\"font-size: 15px;letter-spacing: 0.5px\">\uff1a\u9876\u70b9\u4e4b\u95f4\u6709\u591a\u4e2a\u8fb9<\/span><\/p>\n<\/li>\n<\/ul>\n<p><span style=\"font-size: 15px;letter-spacing: 0.5px\">GN \u6846\u67b6\u7684 block \u7684\u7ec4\u7ec7\u5f3a\u8c03\u53ef\u5b9a\u5236\u6027\uff0c\u5e76\u7efc\u5408\u8868\u793a\u6240\u9700\u5173\u7cfb\u5f52\u7eb3\u504f\u7f6e\uff08inductive biases\uff09\u7684\u65b0\u67b6\u6784\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma8-1540126810.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<blockquote>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span>\u8bba\u6587\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span>Relational inductive biases, deep learning, and graph networks<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span>\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span>https:\/\/arxiv.org\/pdf\/1806.01261.pdf<\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u56fe\u7f51\u7edc\u4e3a\u4ec0\u4e48\u91cd\u8981\uff1f<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5eb7\u7eb3\u5c14\u5927\u5b66\u6570\u5b66\u535a\u58eb\/MIT\u535a\u58eb\u540eSeth Stafford\u5219\u8ba4\u4e3a\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph NNs\uff09\u53ef\u80fd\u89e3\u51b3\u56fe\u7075\u5956\u5f97\u4e3bJudea Pearl\u6307\u51fa\u7684\u6df1\u5ea6\u5b66\u4e60\u65e0\u6cd5\u505a\u56e0\u679c\u63a8\u7406\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma8-1540126810-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center;line-height: 1.75em\"><strong><span>Judea Pearl<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u56fe\u7075\u5956\u5f97\u4e3b\u3001\u8d1d\u53f6\u65af\u7f51\u7edc\u4e4b\u7236Judea Pearl\uff0c\u5728ArXiv\u53d1\u5e03\u4e86\u4ed6\u7684\u8bba\u6587<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI3MTA0MTk1MA==&amp;mid=2652011751&amp;idx=1&amp;sn=689d2d8b76cca566636d11b18c4e56e4&amp;chksm=f1210816c6568100f828d903263d1af7d4d11e181b3c395d2a2449557c5d62ed92f8ebdfc404&amp;scene=21#wechat_redirect\">\u300a\u673a\u5668\u5b66\u4e60\u7406\u8bba\u969c\u788d\u4e0e\u56e0\u679c\u9769\u547d\u4e03\u5927\u706b\u82b1\u300b<\/a>\uff0c\u8bba\u8ff0\u5f53\u524d\u673a\u5668\u5b66\u4e60\u7406\u8bba\u5c40\u9650\uff0c\u5e76\u7ed9\u51fa\u6765\u81ea\u56e0\u679c\u63a8\u7406\u76847\u5927\u542f\u53d1\u3002Pearl\u6307\u51fa\uff0c\u5f53\u524d\u7684\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u51e0\u4e4e\u5b8c\u5168\u4ee5\u7edf\u8ba1\u5b66\u6216\u76f2\u6a21\u578b\u7684\u65b9\u5f0f\u8fd0\u884c\uff0c\u4e0d\u80fd\u4f5c\u4e3a\u5f3aAI\u7684\u57fa\u7840\u3002\u4ed6\u8ba4\u4e3a\u7a81\u7834\u53e3\u5728\u4e8e\u201c\u56e0\u679c\u9769\u547d\u201d\uff0c\u501f\u9274\u7ed3\u6784\u6027\u7684\u56e0\u679c\u63a8\u7406\u6a21\u578b\uff0c\u80fd\u5bf9\u81ea\u52a8\u5316\u63a8\u7406\u505a\u51fa\u72ec\u7279\u8d21\u732e\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1fDeepMind\u8ba4\u4e3a\uff0c\u8981\u4ece\u201c\u56fe\u7f51\u7edc\u201d\u5165\u624b\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u73b0\u5728\uff0c\u8fd9\u7bc7\u91cd\u78c5\u8bba\u6587\u7684\u5f00\u6e90\u8f6f\u4ef6\u5e93\u7ec8\u4e8e\u53d1\u5e03\u4e86\uff01\u53ef\u4ee5\u7528\u4e8e\u5728TensorFlow\u548c<\/span><span>Sonnet<\/span><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u4e2d\u6784\u5efaGraph Nets\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5728TensorFlow\u4e2d<\/strong><\/span><\/p>\n<p><span><strong>\u6784\u5efaGraph Nets<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma2-1540126811.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong>\u5b89\u88c5<\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">Graph Nets\u5e93\u53ef\u4ee5\u4ecepip\u5b89\u88c5\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u6b64\u5b89\u88c5\u4e0eLinux\/Mac OS X\u4ee5\u53caPython 2.7\u548c3.4+\u517c\u5bb9\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u8981\u5b89\u88c5\u5e93\uff0c\u8bf7\u8fd0\u884c\uff1a<\/span><\/p>\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium\">\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium\">\n<section class=\"output_wrapper\">\n<pre style=\"font-size: inherit;color: inherit;line-height: inherit\"><p><span class=\"linenum hljs-number\">1<\/span>$pipinstallgraph_nets<\/p><\/pre>\n<\/section>\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong>\u7528\u4f8b<\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u4ee5\u4e0b\u4ee3\u7801\u7528\u4e8e\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684graph net\u6a21\u5757\uff0c\u5e76\u5c06\u5176\u4e0e\u6570\u636e\u8fde\u63a5\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium\">\n<section class=\"output_wrapper\">\n<pre style=\"font-size: inherit;color: inherit;line-height: inherit\"><p><span class=\"linenum hljs-number\"> 1<\/span><span class=\"hljs-keyword\">import<\/span>graph_nets<span class=\"hljs-keyword\">as<\/span>gn<span class=\"linenum hljs-number\"> 2<\/span><span class=\"hljs-keyword\">import<\/span>sonnet<span class=\"hljs-keyword\">as<\/span>snt<span class=\"linenum hljs-number\"> 3<\/span><span class=\"linenum hljs-number\"> 4<\/span><span class=\"hljs-comment\">#Provideyourownfunctionstogenerategraph-structureddata.<\/span><span class=\"linenum hljs-number\"> 5<\/span>input_graphs=get_graphs()<span class=\"linenum hljs-number\"> 6<\/span><span class=\"linenum hljs-number\"> 7<\/span><span class=\"hljs-comment\">#Createthegraphnetwork.<\/span><span class=\"linenum hljs-number\"> 8<\/span>graph_net_module=gn.modules.GraphNetwork(<span class=\"linenum hljs-number\"> 9<\/span>edge_model_fn=<span class=\"hljs-keyword\">lambda<\/span>:snt.nets.MLP([<span class=\"hljs-number\">32<\/span>,<span class=\"hljs-number\">32<\/span>]),<span class=\"linenum hljs-number\">10<\/span>node_model_fn=<span class=\"hljs-keyword\">lambda<\/span>:snt.nets.MLP([<span class=\"hljs-number\">32<\/span>,<span class=\"hljs-number\">32<\/span>]),<span class=\"linenum hljs-number\">11<\/span>global_model_fn=<span class=\"hljs-keyword\">lambda<\/span>:snt.nets.MLP([<span class=\"hljs-number\">32<\/span>,<span class=\"hljs-number\">32<\/span>]))<span class=\"linenum hljs-number\">12<\/span><span class=\"linenum hljs-number\">13<\/span><span class=\"hljs-comment\">#Passtheinputgraphstothegraphnetwork,andreturntheoutputgraphs.<\/span><span class=\"linenum hljs-number\">14<\/span>output_graphs=graph_net_module(input_graphs)<\/p><\/pre>\n<\/section>\n<p style=\"font-family: Helvetica, Arial, sans-serif;font-size: medium\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong><span style=\"letter-spacing: 0.5px;font-size: 15px\">Jupyter notebooks \u6f14\u793a<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u8fd9\u4e2a\u5e93\u5305\u62ecdemos\uff0c\u6f14\u793a\u5982\u4f55\u5728\u6700\u77ed\u8def\u5f84\u67e5\u627e\u4efb\u52a1\u3001\u6392\u5e8f\u4efb\u52a1\u548c\u7269\u7406\u9884\u6d4b\u4efb\u52a1\u4e0a\u521b\u5efa\u3001\u64cd\u4f5c\u548c\u8bad\u7ec3graph networks\uff0c\u4ee5\u63a8\u7406\u56fe\u7ed3\u6784\u5316\u6570\u636e\u3002\u6bcf\u4e2ademo\u90fd\u4f7f\u7528\u76f8\u540c\u7684graph network\u67b6\u6784\uff0c\u7a81\u51fa\u4e86\u8be5\u65b9\u6cd5\u7684\u7075\u6d3b\u6027\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5728\u6d4f\u89c8\u5668 Colaboratory \u4e2d\u5c1d\u8bd5\u6f14\u793a<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u8981\u5728\u672c\u5730\u6ca1\u6709\u5b89\u88c5\u4efb\u4f55\u5185\u5bb9\u7684\u60c5\u51b5\u4e0b\u5c1d\u8bd5demo\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u4e91Colaboratory\u540e\u7aef\uff0c\u5728\u6d4f\u89c8\u5668\uff08\u751a\u81f3\u624b\u673a\u4e0a\uff09\u8fd0\u884cdemo\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u201c\u6700\u77ed\u8def\u5f84\u6f14\u793a\u201d<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u201c\u6700\u77ed\u8def\u5f84\u6f14\u793a\u201d\u521b\u5efa\u968f\u673a\u7684graph\uff0c\u5e76\u8bad\u7ec3\u56fe\u7f51\u7edc\u4ee5\u6807\u8bb0\u4efb\u610f\u4e24\u4e2a\u8282\u70b9\u4e4b\u95f4\u7684\u6700\u77ed\u8def\u5f84\u4e0a\u7684\u8282\u70b9\u548c\u8fb9\u7f18\u3002\u5728\u4e00\u7cfb\u5217\u6d88\u606f\u4f20\u9012\u6b65\u9aa4\u4e2d\uff0c\u6a21\u578b\u6539\u8fdb\u4e86\u5bf9\u6700\u77ed\u8def\u5f84\u7684\u9884\u6d4b\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma1-1540126812.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u201c\u6392\u5e8f\u6f14\u793a\u201d<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u201c\u6392\u5e8f\u6f14\u793a\u201d\u521b\u5efa\u968f\u673a\u6570\u5217\u8868\uff0c\u5e76\u8bad\u7ec3\u56fe\u7f51\u7edc\u5bf9\u5217\u8868\u8fdb\u884c\u6392\u5e8f\u3002\u5728\u4e00\u7cfb\u5217\u6d88\u606f\u4f20\u9012\u6b65\u9aa4\u4e4b\u540e\uff0c\u6a21\u578b\u53ef\u4ee5\u51c6\u786e\u9884\u6d4b\u54ea\u4e9b\u5143\u7d20\uff08\u56fe\u4e2d\u7684\u5217\uff09\u7d27\u8ddf\u5728\u5f7c\u6b64\u7684\u540e\u9762\uff08\u884c\uff09\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma6-1540126812.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span><strong><span style=\"letter-spacing: 0.5px;font-size: 15px\">\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u201c\u7269\u7406\u6f14\u793a\u201d<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\"><span style=\"letter-spacing: 0.5px;font-size: 15px\">&#8220;physics demo&#8221;\u521b\u5efa\u968f\u673a\u8d28\u91cf\u7684\u5f39\u7c27\u7269\u7406\u7cfb\u7edf\uff0c\u5e76\u8bad\u7ec3\u4e00\u4e2a\u56fe\u7f51\u7edc\u6765\u9884\u6d4b\u7cfb\u7edf\u5728\u4e0b\u4e00\u65f6\u95f4\u6b65\u957f\u7684\u72b6\u6001\u3002\u6a21\u578b\u7684\u4e0b\u4e00\u6b65\u9884\u6d4b\u53ef\u4f5c\u4e3a\u8f93\u5165\u53cd\u9988\u8fdb\u6765\uff0c\u4ee5\u521b\u5efa\u672a\u6765\u8f68\u8ff9\u7684rollout\u3002\u4e0b\u9762\u7684\u6bcf\u4e2a\u5b50\u56fe\u663e\u793a\u4e8650\u6b65\u4ee5\u4e0a\u7684\u771f\u5b9e\u548c\u9884\u6d4bmass-spring\u7cfb\u7edf\u72b6\u6001\u3002\u8fd9\u7c7b\u4f3c\u4e8eBattaglia et al. (2016)\u63d0\u51fa\u7684&#8221;interaction networks\u201d\u91cc\u7684\u6a21\u578b\u548c\u5b9e\u9a8c\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma3-1540126813.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium;text-align: center\">\n<blockquote>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium\"><span>https:\/\/arxiv.org\/pdf\/1806.01261.pdf<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium\"><span>GitHub\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-family: Helvetica, Arial, sans-serif;font-size: medium\"><span>https:\/\/github.com\/deepmind\/graph_nets<\/span><\/p>\n<\/blockquote>\n<\/section>\n<blockquote>\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 class=\"mpa-template\">\n<\/p>\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=\"letter-spacing: 2px;font-size: 14px;text-decoration: underline\"><strong><span><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\">\u56fe\u7f51\u7edc\u2014\u2014\u6084\u7136\u5174\u8d77\u7684\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e<\/a><\/span><\/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=2247488683&amp;idx=2&amp;sn=e4e2d6ae80e6a4d613a5da3b17ca8812&amp;chksm=e8944e26dfe3c730ceac2979bb463d928a411327cdf2b21449964abb5e47ceb1c99b8f3f6724&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"letter-spacing: 2px;font-size: 14px;text-decoration: underline\"><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\"><span style=\"letter-spacing: 2px;font-size: 14px;text-decoration: underline\"><strong><span><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\">\u5229\u7528\u5c0f\u6570\u636e\u8fdb\u884c\u91d1\u878d\u6b3a\u8bc8\uff1a\u56fe\u7f51\u7edc\u7684\u5bf9\u6297\u6837\u672c<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><span style=\"letter-spacing: 2px;font-size: 14px;text-decoration: underline\"><strong><span><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\">\u53cc\u66f2\u7a7a\u95f4\u4e2d\u7684\u7f51\u7edc\u3001\u5355\u8bcd\u53ca\u5176\u77e5\u8bc6\u56fe\u8c31<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;text-align: center;line-height: 2em\"><span style=\"letter-spacing: 2px;font-size: 14px;text-decoration: underline\"><strong><span><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\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/span><\/strong><\/span><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">\n<section class=\"\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>10\u4f4d\u73b0\u573a\u540d\u989d\uff01<\/strong><\/span><\/p>\n<p><span><strong>\u51ef\u98ce\u95ed\u95e8\u5b66\u672f\u7814\u8ba8\u4f1a<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span>\u6b63\u503c\u8457\u540d\u57ce\u5e02\u5b66\u8005\u3001\u5723\u5854\u83f2\u7814\u7a76\u6240\u524d\u4efb\u6240\u957f Geoffrey West \u6559\u6388\u6765\u534e\u4e4b\u9645\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u6e05\u534e\u5927\u5b66\u51ef\u98ce\u516c\u76ca\u57fa\u91d1\u4f1a\u4e0e\u51ef\u98ce\u53d1\u5c55\u7814\u7a76\u9662\uff0c\u9080\u8bf7\u591a\u4f4d\u5b66\u754c\u5927\u5496\uff0c\u4e8e10\u670826\u65e5\u4e3e\u529e\u4e00\u573a\u9ad8\u7aef\u95ed\u95e8\u5b66\u672f\u7814\u8ba8\u4f1a\uff0c\u63a2\u8ba8\u57ce\u5e02\u590d\u6742\u7cfb\u7edf\u7684Scaling Law\u3002\u4f1a\u8bae\u8bed\u8a00\u4e3a\u82f1\u6587\u3002\u73b0\u5f00\u653e10\u4f4d\u73b0\u573a\u5e2d\u4f4d\u7684\u62a5\u540d\uff0c\u62a5\u540d\u65b9\u5f0f\u4e3a\u90ae\u4ef6\u7533\u8bf7\uff0c\u8054\u7cfb\u90ae\u7bb1<span style=\"font-weight: inherit;text-decoration: inherit\">swarma@swarma.org<\/span>\u3002\u70b9\u51fb\u8fd9\u7bc7\u4ecb\u7ecd\u6587\u7ae0\u4e86\u89e3\u8be6\u60c5\uff1a<\/span><\/p>\n<p><span><\/span><\/p>\n<p><span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247492151&amp;idx=1&amp;sn=637c71aebeb421d02126c16310d92e40&amp;chksm=e897b8badfe031ac680e33c8fa6be3d32bffa22c885b7992dab270efbb44d0bc2d11cfd66df7&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5723\u5854\u83f2\u524d\u6240\u957f\u3001\u300a\u89c4\u6a21\u300b\u4f5c\u8005Geoffrey West\u9ad8\u7aef\u95ed\u95e8\u5b66\u672f\u7814\u8ba8\uff0c10\u4e2a\u53c2\u4f1a\u540d\u989d\u5f00\u653e\u7533\u8bf7\uff01<\/a><\/span><\/p>\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><\/span><\/p>\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma1-1540126814.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<p><span>\u96c6\u667aAI\u5b66\u56ed\uff1a<\/span><\/p>\n<p><span>https:\/\/campus.swarma.org<\/span><\/p>\n<section class=\"mpa-template\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma0-1540126814.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 class=\"\" width=\"auto\" style=\"height: auto !important;width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma2-1540126815.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=1540126805&amp;src=3&amp;ver=1&amp;signature=MTvYnpkBWvdJ7PwtbqRk9WvnQ8BSJF5Y7VejjTiggCFahFnFdG8Haf0*J72XQcwEQs*0-T-OqEu91YHT8rOr1YpTeG*5Z4FX7h740ew08xTZMNPT0huwwCiFDHNf1XMxQrCu0-Jw7IjPXJ0p8FpB*oL8RBdQhJl9YRhtcD4Yako=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed DeepMind\u8fd1\u65e5\u5f00\u6e90\u4e86\u5185\u90e8\u7684Graph Nets\u5e93\uff0c\u7528\u4e8e\u5728TensorFlow\u4e2d\u6784\u5efa\u7b80\u5355\u800c\u5f3a\u5927\u7684\u5173\u7cfb\u63a8\u7406\u7f51\u7edc\u3002\u201c\u56fe\u7f51\u7edc\u201d\u7531DeepMind\u3001\u8c37\u6b4c\u5927\u8111\u3001MIT\u7b4927\u4f4d\u7814\u7a76\u8005\u63d0\u51fa\uff0c\u7531\u4e8e\u5176\u652f\u6301\u5173\u7cfb\u63a8\u7406\u548c\u7ec4\u5408\u6cdb\u5316\u7684\u4f18\u52bf\uff0c\u5f15\u8d77\u5927\u91cf\u5173\u6ce8\u3002 \u6765\u6e90\uff1a\u65b0\u667a\u5143 DeepMind\u63d0\u51fa\u7684\u7b80\u5355\u800c\u5f3a\u5927\u7684\u5173\u7cfb\u63a8\u7406\u7f51\u7edc\u201c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":12245,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/12240"}],"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=12240"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/12240\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/12245"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12240"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=12240"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=12240"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=12240"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}