{"id":17805,"date":"2019-12-23T20:55:12","date_gmt":"2019-12-24T09:50:06","guid":{"rendered":"https:\/\/swarma.org\/?p=17805"},"modified":"2019-12-24T17:50:09","modified_gmt":"2019-12-24T09:50:09","slug":"624201a6de","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=17805","title":{"rendered":"\u4eca\u665a\u4e5d\u70b9\u56fe\u7f51\u7edc\u8bfb\u4e66\u4f1a\u76f4\u64ad | \u7b2c42\u671f\uff1a\u7528\u4e8e\u65f6\u7a7a\u56fe\u5efa\u6a21\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b Graph WaveNet"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages aligncenter\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/12\/swarma9-1577181007.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<p style=\"text-align: center\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<section style=\"margin-top: 20px;justify-content: center;align-items: center\">\n<section style=\"padding-right: 5px;padding-bottom: 5px;min-width: 200px;min-height: 40px\">\n<section style=\"padding-right: 15px;padding-left: 15px;font-size: 14px;min-width: 180px;min-height: 40px;border-width: 2px;border-style: solid;text-align: center;line-height: 40px\">\n<section style=\"line-height: 30px\">\n<section><strong><span style=\"font-size: 16px\">\u76f4\u64ad\u9884\u544a<\/span><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">12\u670823\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><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: medium\">\n<section style=\"margin-top: 20px;justify-content: center;align-items: center\">\n<section style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center\">\n<section style=\"padding-right: 10px;padding-left: 10px\"><strong><\/p>\n<p style=\"font-size: 16px\">\u76f4\u64ad\u4e3b\u9898\uff1a<\/p>\n<p style=\"font-size: 16px\">\u7528\u4e8e\u65f6\u7a7a\u56fe\u5efa\u6a21\u7684<\/p>\n<p style=\"font-size: 16px\">\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b Graph WaveNet<\/p>\n<p><\/strong><\/section>\n<\/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\">\u65f6\u7a7a\u56fe\u5efa\u6a21 \uff08Spatial-temporal graph modeling\uff09\u662f\u5206\u6790\u7cfb\u7edf\u4e2d\u7ec4\u6210\u90e8\u5206\u7684\u7a7a\u95f4\u7ef4\u76f8\u5173\u6027\u548c\u65f6\u95f4\u7ef4\u8d8b\u52bf\u7684\u91cd\u8981\u624b\u6bb5\u3002<\/span><span style=\"font-size: 15px\">\u5df2\u6709\u7b97\u6cd5\u5927\u591a\u57fa\u4e8e\u5df2\u77e5\u7684\u56fa\u5b9a\u7684\u56fe\u7ed3\u6784\u4fe1\u606f\u6765\u83b7\u53d6\u7a7a\u95f4\u76f8\u5173\u6027\uff0c\u800c\u90bb\u63a5\u77e9\u9635\u6240\u5305\u542b\u7684\u8fde\u63a5\u5173\u7cfb\u5e76\u4e0d\u80fd\u53cd\u5e94\u771f\u5b9e\u7684\u8282\u70b9\u95f4\u4ea4\u4e92\u3002<\/span><span style=\"font-size: 15px\">\u6b64\u5916\uff0c\u73b0\u6709\u57fa\u4e8e RNN \u548c CNN \u7684\u65f6\u57df\u5efa\u6a21\u65b9\u5f0f\u4e0d\u80fd\u771f\u6b63\u7684\u6355\u6349\u5176\u4e2d\u6240\u5b58\u5728\u7684\u957f\u7a0b\u76f8\u5173\u3002<\/span><span style=\"font-size: 15px\">\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b Graph WaveNet \u7528\u4e8e\u65f6\u7a7a\u56fe\u5efa\u6a21\u3002<\/span><span style=\"font-size: 15px\">\u5176\u4e2d\u5305\u62ec\u4e24\u4e2a\u7ec4\u4ef6\uff0c\u4e00\u4e2a\u662f\u81ea\u9002\u5e94\u4f9d\u8d56\u77e9\u9635\uff08adaptive dependency matrix\uff09\uff0c\u901a\u8fc7\u8282\u70b9\u5d4c\u5165\u8fdb\u884c\u8bad\u7ec3\uff0c\u7528\u6765\u7cbe\u786e\u5efa\u6a21\u8282\u70b9\u7684\u7a7a\u95f4\u76f8\u5173\u6027\u3002<\/span><span style=\"font-size: 15px\">\u53e6\u4e00\u4e2a\u662f\u5806\u53e0\u7684 1D \u5e26\u5b54\u5377\u79ef\uff08stacked dilated 1D convolution\uff09\uff0c\u589e\u52a0\u4e86\u6a21\u578b\u5728\u65f6\u57df\u7684\u611f\u53d7\u91ce\u7684\u5927\u5c0f\u3002<\/span><span style=\"font-size: 15px\">\u901a\u8fc7\u4e24\u4e2a\u4ea4\u901a\u6d41\u9884\u6d4b\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\uff0cGraph WaveNet \u5747\u80fd\u8fbe\u5230 state-of-the-art \u7684\u6548\u679c\u3002<\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\u8bba\u6587\u9898\u76ee\uff1a<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px\">Graph WaveNet for Deep Spatial-Temporal Graph Modeling<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\u8bba\u6587\u5730\u5740\uff1a<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\">https:\/\/arxiv.org\/abs\/1906.00121<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><\/section>\n<\/section>\n<\/blockquote>\n<section style=\"margin: 0pt 8px;letter-spacing: 0.544px;font-size: 11pt;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u4e3b\u8bb2\u4eba<\/span><\/strong><span style=\"font-size: 15px\">\uff1a\u738b\u7855<\/span><\/section>\n<section style=\"margin: 0pt 8px;letter-spacing: 0.544px;font-size: 11pt;line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u76f4\u64ad\u5730\u5740<\/span><\/strong><span style=\"font-size: 15px\">\uff1a<span style=\"letter-spacing: 0.544px\">\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u76f4\u64ad\u95f4<\/span><\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\"><strong style=\"font-size: 13px\"><strong>\ud83d\udc40\u5173\u6ce8B\u7ad9\u4e3b\u64ad\u201c\u96c6\u667a\u4ff1\u4e50\u90e8\u201d<\/strong><\/strong><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\"><strong style=\"font-size: 13px\"><strong>\u4e0d\u9519\u8fc7\u6bcf\u4e00\u573a\u96c6\u667a\u91cd\u78c5\u76f4\u64ad<\/strong><\/strong><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\">\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center;line-height: 1.75em\"><img class=\"rich_pages aligncenter\" style=\"height: 229px;letter-spacing: 0.544px;width: 229px\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/12\/swarma7-1577181007.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\"><span style=\"font-size: 13px\"><strong>\u76f4\u64ad\u5730\u5740\uff1a<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\"><span style=\"font-size: 13px\"><strong>https:\/\/live.bilibili.com\/8091531<\/strong><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\"><strong style=\"font-size: 13px\">\u76f4\u64ad\u65f6<\/strong><strong style=\"font-size: 13px\">\u95f4 \uff1a21:00-21:40<\/strong><\/section>\n<section class=\"mpa-template\">\n<p style=\"margin-right: 8px;margin-left: 8px\">\n<p style=\"margin-right: 8px;margin-left: 8px;font-size: medium\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<section style=\"margin-top: 20px;font-size: medium;justify-content: center;align-items: center\">\n<section style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center\">\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 14px\"><strong><\/p>\n<p><span style=\"font-size: 16px\"><strong><strong>\u96c6\u667a\u56fe\u7f51\u7edc\u7ebf\u4e0a\u8bfb\u4e66\u4f1a\u516c\u5f00\u62db\u52df<\/strong><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><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\uff08GraphNetworks\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><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><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\u4e0021:00-21:40\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><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span style=\"font-size: 15px\">\u62a5\u540d\u8bf7\u626b\u4e0b\u65b9\u5c0f\u7a0b\u5e8f\u7801\uff0c\u586b\u5199\u62a5\u540d\u8868\u3002\u586b\u8868\u4e4b\u540e\u4f1a\u6709\u5165\u7fa4\u65b9\u5f0f\u3002<\/span><\/section>\n<p style=\"margin: 0pt 8px;letter-spacing: 0.544px;font-size: 11pt;line-height: 1.75em\"><br style=\"letter-spacing: 0.544px\" \/><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: center\"><img class=\"rich_pages aligncenter\" style=\"height: 295px;width: 297px\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/12\/swarma3-1577181008.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;text-align: center\">\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\u7f16\u8f91\uff1a\u5f20\u723d<\/section>\n<\/section>\n<\/blockquote>\n<section>\n<section class=\"mpa-template\">\n<p style=\"margin-right: 8px;margin-left: 8px\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\">\n<section style=\"margin-top: 20px;justify-content: center;align-items: center\">\n<section style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center\">\n<section style=\"padding-right: 10px;padding-left: 10px\"><strong><\/p>\n<p style=\"font-size: 16px\">\u5f80\u671f\u8bba\u6587\u89e3\u8bfb<\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;line-height: 1.75em\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<section style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.544px\">\u7b2c\u56db\u5341\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/strong><\/section>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px\">\n<li>\n<section style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span style=\"font-size: 15px;letter-spacing: 0.544px\">\u65f6\u95f4\uff1a12\u670809\u65e5 \u5468\u4e00<\/span><\/section>\n<\/li>\n<li>\n<section style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><span style=\"font-size: 15px;letter-spacing: 0.544px\">\u4e3b\u8bb2\u4eba\uff1a<span style=\"letter-spacing: 0.544px\"><span style=\"letter-spacing: 0.544px\"><\/span><span style=\"letter-spacing: 0.544px\">\u80e1<\/span><span style=\"letter-spacing: 0.544px\">\u4e54<\/span><span style=\"letter-spacing: 0.544px\"><\/span><\/span><\/span><\/section>\n<\/li>\n<li>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px\">Bipartite Graph Neural Networks for Efficient Node Representation Learning<\/span><\/section>\n<\/li>\n<li>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">https:\/\/arxiv.org\/abs\/1906.11994<\/span><span style=\"font-size: 15px\"><\/span><\/p>\n<\/section>\n<\/li>\n<li>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u89c6\u9891\u56de\u653e\uff1a<\/span><\/section>\n<\/li>\n<\/ul>\n<p style=\"text-align: center\">\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 15px\"><strong style=\"font-size: 17px\"><span style=\"font-size: 13px\"><strong><span style=\"letter-spacing: 0.544px\">http:\/\/campus.swarma.org\/play\/coursedetail?id=11074<\/span><\/strong><\/span><\/strong><\/span><\/section>\n<\/ul>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;line-height: 1.75em\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<section style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.544px\">\u7b2c\u4e09\u5341\u4e5d\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/strong><\/section>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u65f6\u95f4\uff1a<\/span><span style=\"font-size: 15px\">12\u670802\u65e5 \u5468\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3b\u8bb2\u4eba\uff1a<\/span><span style=\"font-size: 15px\">\u5f20\u7ae0<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<section style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">Neural Relational Inference with Fast Modular Meta-learning<\/span><\/section>\n<\/li>\n<li>\n<section style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n<section>\n<section style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">https:\/\/papers.nips.cc\/paper\/9353-neural-relational-inference-with-fast-modular-meta-learning<\/span><\/section>\n<\/section>\n<\/li>\n<li>\n<section style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u89c6\u9891\u56de\u653e\uff1a<\/span><\/section>\n<\/li>\n<\/ul>\n<p style=\"text-align: center\">\n<section style=\"text-align: center\"><span><strong><span style=\"font-size: 13px\">http:\/\/campus.swarma.org\/play\/coursedetail?id=11073<\/span><\/strong><\/span><\/section>\n<\/ul>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;line-height: 1.75em\">\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;line-height: 1.75em\">\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<section style=\"margin-top: 5px;margin-right: 8px;margin-left: 8px;text-align: left;line-height: 1.75em\"><strong><span style=\"font-size: 15px;letter-spacing: 0.544px\">\u7b2c\u4e09\u5341\u516b\u671f\u56fe\u7f51\u7edc\u8bba\u6587\u89e3\u8bfb<\/span><\/strong><\/section>\n<\/li>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u65f6\u95f4\uff1a11\u670825\u65e5 \u5468\u4e00<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e3b\u8bb2\u4eba\uff1a<span style=\"letter-spacing: 0.544px\">\u725f\u7267\u4e91<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"line-height: 1.75em\"><span style=\"font-size: 15px\"><\/span><span style=\"font-size: 15px\">Atten<\/span><span style=\"font-size: 15px\">tion<\/span><span style=\"font-size: 15px\">, Le<\/span><span style=\"font-size: 15px\">arn to<\/span><span style=\"font-size: 15px\">Solve<\/span><span style=\"font-size: 15px\">Routing Problems<\/span><span style=\"font-size: 15px\">!<\/span><\/p>\n<\/li>\n<li>\n<section style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n<section>\n<section><span style=\"font-size: 15px\">https:\/\/arxiv.org\/abs\/1803.08475<\/span><\/section>\n<\/section>\n<\/li>\n<li>\n<section style=\"line-height: 1.75em\"><span style=\"font-size: 15px\">\u89c6\u9891\u56de\u653e\uff1a<\/span><\/section>\n<\/li>\n<\/ul>\n<p style=\"text-align: center\">\n<section style=\"text-align: center\"><span><strong><span style=\"font-size: 13px\">http:\/\/campus.swarma.org\/play\/coursedetail?id=11071<\/span><\/strong><\/span><\/section>\n<\/ul>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;line-height: 1.75em\">\n<section class=\"mpa-template\">\n<section class=\"mpa-template\">\n<section class=\"\">\n<section class=\"\" style=\"font-size: medium\">\n<hr style=\"font-size: 17px;letter-spacing: 0.544px\" \/>\n<section style=\"margin-right: 8px;margin-left: 8px;font-size: 17px;letter-spacing: 0.544px;text-align: center;line-height: 1.75em\"><img class=\"mpa-template aligncenter\" width=\"100%\" style=\"letter-spacing: 0.5px;width: 64px !important\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/12\/swarma6-1577181008.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 17px;letter-spacing: 0.544px\">\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 style=\"line-height: 25.6px\">\n<section style=\"margin: 10px 8px;padding-right: 3px;padding-left: 3px;letter-spacing: 0.544px;line-height: 1.75em\"><strong><span style=\"font-size: 12px\">\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/section>\n<section style=\"margin: 10px 8px;padding-right: 3px;padding-left: 3px;letter-spacing: 0.544px;line-height: 1.75em\"><strong><span style=\"font-size: 12px\">\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;letter-spacing: 0.544px\">\n<h1 style=\"margin: 10px 8px;line-height: 1.75em\"><strong style=\"font-size: 14px;line-height: 25.6px\"><strong style=\"line-height: 28px;font-size: 20px\"><span style=\"font-size: 14px\"><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;font-size: 19px;line-height: 1.75em\"><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;letter-spacing: 0.544px;font-size: 19px;line-height: 23.2727px\">\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;letter-spacing: 0.544px;font-size: 19px;line-height: 23.2727px\"><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 style=\"margin-right: 0.5em;margin-left: 0.5em;letter-spacing: 0.544px;font-size: 14px;line-height: 20px\">\n<p style=\"margin: 5px auto;padding: 10px;width: 180px;border-width: 2px;border-style: dashed;line-height: normal\"><img class=\" aligncenter\" style=\"width: 156px !important\" src=\"https:\/\/swarma.org\/wp-content\/uploads\/2019\/12\/swarma3-1577181009.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/section>\n<p style=\"letter-spacing: 0.544px\"><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<\/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?src=11&amp;timestamp=1577181003&amp;ver=2054&amp;signature=W*Qq8PlbQtTd5ibb-EnuhsP*SwMivjaSMoUEgFWx4WRTHkscTtLsamk6Q1-XtgOw*6zNaqrVAN*FgNwjlQLjJxi*Bc1D*2dHzNmvsZmT6hQx5A0Srp3H0-4PydNcHibv&amp;new=1\" rel=\"noopener noreferrer\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u76f4\u64ad\u9884\u544a 12\u670823\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 \u7528\u4e8e\u65f6\u7a7a\u56fe\u5efa\u6a21\u7684 \u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b Graph WaveNet \u65f6\u7a7a\u56fe\u5efa\u6a21 \uff08Spatial-temporal graph modeling\uff09\u662f\u5206\u6790\u7cfb\u7edf\u4e2d\u7ec4\u6210\u90e8\u5206\u7684&#8230;<\/p>\n","protected":false},"author":1,"featured_media":17806,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/17805"}],"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=17805"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/17805\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/17806"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=17805"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=17805"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=17805"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=17805"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}