{"id":16127,"date":"2019-06-18T17:51:06","date_gmt":"2019-06-18T09:51:06","guid":{"rendered":"https:\/\/swarma.org\/?p=16127"},"modified":"2019-06-20T11:56:07","modified_gmt":"2019-06-20T03:56:07","slug":"24b2a95f93","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=16127","title":{"rendered":"\u4eca\u665a\u4e5d\u70b9\u56fe\u7f51\u7edc\u8bfb\u4e66\u4f1a\u76f4\u64ad | \u56de\u987eGNN\uff1a\u5b83\u53ea\u662f\u4e00\u79cd\u6ee4\u6ce2\u5668"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/06\/swarma10-1560851417.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<section style=\"margin-top: 20px\">\n<section>\n<section>\n<section><\/section>\n<section>\n<section><strong><span>\u6bcf\u5468\u4e00\u665a<\/span><\/strong><strong><span>\u76f4\u64ad\u9884\u544a<\/span><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 15px\">6\u670817\u65e5\uff08\u5468\u4e00\uff0921:00-21:40\uff0c\u96c6\u667a\u56fe\u7f51\u7edc\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\u5c06\u8fdb\u884c\u65b0\u4e00\u671f\u7684\u8bba\u6587\u5206\u4eab\u76f4\u64ad\uff0c\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u53c2\u4e0e\u3002<\/span><\/p>\n<p><span style=\"font-size: 15px\"><\/span><\/p>\n<p><span style=\"font-size: 15px\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u76f4\u64ad\u4e3b\u9898\uff1a<\/strong><\/span><\/p>\n<p><span><strong><span>\u56de\u987e GNN\uff1a\u5b83\u53ea\u662f\u4e00\u79cd\u6ee4\u6ce2\u5668<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><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\">\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u4ece\u56fe\u4fe1\u53f7\u5904\u7406\u7684\u89d2\u5ea6\u89e3\u91ca\u4e86\u56fe\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\u7684\u5c40\u9650\u6027\uff0c\u6307\u660e\u4e86\u4f7f\u7528GCN\u5e94\u7528\u7684\u573a\u666f\uff0c\u6700\u540e\u63d0\u51fa\u4e86\u4e00\u4e2a\u56fe\u6ee4\u6ce2\u795e\u7ecf\u7f51\u7edcgfnn, \u5728\u901f\u5ea6\u548c\u9c81\u68d2\u6027\u65b9\u9762\u5747\u4f18\u4e8e\u4f20\u7edfGNN\u3002<\/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 style=\"font-size: 15px\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">Revisiting Graph Neural Networks: All We Have is Low-Pass Filters<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>https:\/\/arxiv.org\/abs\/1905.09550<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p><strong><span style=\"font-size: 15px\">\u4e3b\u8bb2\u4eba<\/span><\/strong><span style=\"font-size: 15px\">\uff1a\u5d14\u6d69\u5ddd<\/span><\/p>\n<p><strong><span style=\"font-size: 15px\">\u76f4\u64ad\u5730\u5740<\/span><\/strong><span style=\"font-size: 15px\">\uff1a<span>\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u76f4\u64ad\u95f4<\/span><\/span><\/p>\n<\/p>\n<p><strong><strong>\ud83d\udc40\u5173\u6ce8B\u7ad9\u4e3b\u64ad\u201c\u96c6\u667a\u4ff1\u4e50\u90e8\u201d<\/strong><\/strong><\/p>\n<p><strong><strong>\u4e0d\u9519\u8fc7\u6bcf\u4e00\u573a\u96c6\u667a\u91cd\u78c5\u76f4\u64ad<\/strong><\/strong><\/p>\n<\/p>\n<div class=\"post-image\"><img class=\"rich_pages\" style=\"width: 261.313px !important\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/06\/swarma2-1560851417.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p><span><strong>\u76f4\u64ad\u5730\u5740\uff1a<\/strong><\/span><\/p>\n<p><span><strong>https:\/\/live.bilibili.com\/8091531<\/strong><\/span><\/p>\n<p><strong>\u76f4\u64ad\u65f6<\/strong><strong>\u95f4 \uff1a21:00-21:40<\/strong><\/p>\n<p><strong><\/strong><\/p>\n<p><strong><\/strong><\/p>\n<section>\n<section>\n<section>\n<p><span style=\"font-size: 16px\"><strong>\u96c6\u667a\u56fe\u7f51\u7edc\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\u516c\u5f00\u62db\u52df<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"font-size: 15px\">\u56fe\u795e\u7ecf\u7f51\u7edc\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u524d\u6cbf\u70ed\u70b9\u8bae\u9898\uff0c\u5c24\u5176\u662f\u56fe\u7f51\u7edc\uff08Graph Networks\uff09\u63d0\u51fa\u4ee5\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u6709\u4e86\u5b9e\u73b0\u56e0\u679c\u63a8\u7406\u7684\u6f5c\u529b\u3002\u4e3a\u4e86\u6301\u7eed\u8ffd\u8e2a\u76f8\u5173\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5317\u5e08\u5927\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u5f20\u6c5f\u8bfe\u9898\u7ec4\uff0c\u7ec4\u7ec7\u4e86\u4ee5\u56fe\u7f51\u7edc\u4e3a\u4e3b\u9898\u7684\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\uff0c\u7814\u8ba8\u6700\u65b0\u8bba\u6587\uff0c\u5b55\u80b2\u7814\u7a76\u601d\u8def\u3002<\/span><\/p>\n<p><span style=\"font-size: 15px\"><\/span><\/p>\n<p><span style=\"font-size: 15px\">\u6bcf\u4e00\u671f\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\u7531\u4e00\u4f4d\u6210\u5458\u4e3b\u8bb2\uff0c\u5f62\u5f0f\u4e3a\u8bba\u6587\u5206\u4eab\uff0c\u65f6\u95f4\u4e3a\u6bcf\u5468\u4e00 21:00-21:40\u3002\u52a0\u5165\u8bfb\u4e66\u4f1a\u7fa4\u9700\u62a5\u540d\u5ba1\u6838\uff0c\u539f\u5219\u4e0a\u53c2\u4e0e\u8005\u5e94\u6709\u80fd\u529b\u72ec\u7acb\u5b8c\u6210\u4e00\u6b21\u7ebf\u4e0a\u5206\u4eab\u3002\u5982\u679c\u4f60\u4e5f\u6b63\u5728\u4ece\u4e8b\u56fe\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60\u65b9\u9762\u7684\u7814\u7a76\u5de5\u4f5c\u6216\u6280\u672f\u5b9e\u8df5\uff0c\u6216\u8005\u5bf9\u8be5\u9886\u57df\u6709\u5f3a\u70c8\u7684\u5b66\u4e60\u610f\u613f\uff0c\u6b22\u8fce\u586b\u5199\u62a5\u540d\u8868\uff0c\u7533\u8bf7\u52a0\u5165\u201c\u96c6\u667a\u56fe\u7f51\u7edc\u8bba\u6587\u5206\u4eab\u5c0f\u7ec4\u201d\uff01<\/span><\/p>\n<p><span style=\"font-size: 15px\"><\/span><\/p>\n<p><span style=\"font-size: 15px\">\u62a5\u540d\u8bf7\u70b9\u51fb\u4e0b\u65b9\u5c0f\u7a0b\u5e8f\uff0c\u586b\u5199\u62a5\u540d\u8868\u3002\u586b\u8868\u4e4b\u540e\u4f1a\u6709\u5165\u7fa4\u65b9\u5f0f\u3002<\/span><\/p>\n<\/p>\n<ol style=\"list-style-type: none\" class=\"list-paddingleft-2\">\n<li><\/li>\n<\/ol>\n<section>\n<blockquote class=\"\">\n<section class=\"\">\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\u7f16\u8f91\uff1a\u9648\u5b89\u6797<\/p>\n<\/section>\n<\/blockquote>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5f80\u671f\u8bba\u6587\u89e3\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: center;line-height: 2em\">\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span><strong><span style=\"font-size: 15px\">\u7b2c\u5341\u4e00\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/strong><\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc\">\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u65f6\u95f4\uff1a5\u670820\u65e5 \u5468\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u4e3b\u8bb2\u4eba\uff1a\u725f\u7267\u4e91<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>D-VAE: A Variational Autoencoder for Directed Acyclic Graphs<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u8bba\u6587\u8d44\u6599\uff1a<\/span><\/p>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>https:\/\/arxiv.org\/pdf\/1904.11088.pdf<\/span><\/p>\n<\/li>\n<\/ul>\n<\/ul>\n<p><span><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span><strong><span>\u7b2c\u5341\u4e8c\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/strong><\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc\">\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u65f6\u95f4\uff1a5\u670827\u65e5 \u5468\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u4e3b\u8bb2\u4eba\uff1a\u5218\u6676<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>Learning a SAT Solver from Single-Bit Supervision<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u8bba\u6587\u8d44\u6599\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>https:\/\/arxiv.org\/abs\/1802.03685<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span><\/span><\/p>\n<\/li>\n<\/ul>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span><strong><span>\u7b2c\u5341\u4e09\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/strong><\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: square\">\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u65f6\u95f4\uff1a6\u67083\u65e5 \u5468\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u4e3b\u8bb2\u4eba\uff1a\u738b\u7855<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>Learning a SAT Solver from Single-Bit Supervision<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>\u8bba\u6587\u8d44\u6599\uff1a<\/span><\/p>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\"><span>https:\/\/arxiv.org\/pdf\/1812.08434.pdf<\/span><\/p>\n<\/li>\n<\/ul>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span>\u7b2c\u5341\u56db\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/p>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc\">\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span>\u65f6\u95f4\uff1a6 \u670810\u65e5 \u5468\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span>\u4e3b\u8bb2\u4eba\uff1a\u80e1\u4e54<\/span><\/p>\n<\/li>\n<li>\n<p><span>\u8bba\u6587\u9898\u76ee\uff1aNeural Embeddings of Graphs in Hyperbolic Space<\/span><\/p>\n<\/li>\n<li>\n<p><span>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/1705.10359<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;font-size: 16px;text-align: left;line-height: 1.75em\">\n<\/ul>\n<section class=\"\">\n<section class=\"\">\n<section class=\"\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;width: 64px !important\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/06\/swarma6-1560851417.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\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><span style=\"letter-spacing: normal\"><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/span><\/p>\n<p><span style=\"letter-spacing: normal\"><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/span><\/p>\n<section>\n<h1 style=\"margin: 10px 8px;line-height: 1.75em\"><span style=\"letter-spacing: normal\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/span><\/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>\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<p><span><strong><span style=\"font-size: 14px\"><img class=\"\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/06\/swarma6-1560851418.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/strong><\/span><\/p>\n<p><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<\/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=1560851414&amp;src=3&amp;ver=1&amp;signature=Mflpqz7Iqq65nKX*todwFRuBudzyoKzh5MDox7Rny2wWL56sESiLOoFQFwuAHHXRI3xTcf7lDHabx-3QzWt9o34Wd2Ys41afoK-xFXugE19uXmphWbSS9sBQ4zsdvhNbht7SBJ5LWMiuqyh-LPLbqRj9YwCqwzEU4uNSpd7TiP0=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6bcf\u5468\u4e00\u665a\u76f4\u64ad\u9884\u544a 6\u670817\u65e5\uff08\u5468\u4e00\uff0921:00-21:40\uff0c\u96c6\u667a\u56fe\u7f51\u7edc\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\u5c06\u8fdb\u884c\u65b0\u4e00\u671f\u7684\u8bba\u6587\u5206\u4eab\u76f4\u64ad\uff0c\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u53c2\u4e0e\u3002 \u76f4\u64ad\u4e3b\u9898\uff1a \u56de\u987e GNN\uff1a\u5b83\u53ea\u662f\u4e00\u79cd\u6ee4\u6ce2\u5668 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