{"id":1071843,"date":"2023-04-12T20:27:00","date_gmt":"2023-04-13T03:27:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&p=1071843"},"modified":"2024-09-25T03:34:45","modified_gmt":"2024-09-25T10:34:45","slug":"www-2023","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/www-2023\/","title":{"rendered":"WWW 2023 | \u4e00\u952e\u8ffd\u66f4\u4e92\u8054\u7f51\u6280\u672f\u56fd\u9645\u9876\u4f1a\u7684\u6700\u65b0\u79d1\u7814\u8fdb\u5c55\uff01"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u56fd\u9645\u4e07\u7ef4\u7f51\u4f1a\u8bae\uff08Proceedings of the ACM Web Conference\uff0c\u7b80\u79f0 WWW\uff09\u662f\u4e92\u8054\u7f51\u6280\u672f\u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002WWW \u5927\u4f1a\u6c47\u96c6\u4e86\u56fd\u9645\u4e00\u6d41\u5b66\u8005\u4e0e\u4ea7\u4e1a\u754c\u7cbe\u82f1\uff0c\u6301\u7eed\u5173\u6ce8\u7740\u4e92\u8054\u7f51\u6280\u672f\u7684\u5b66\u672f\u7814\u7a76\u524d\u6cbf\u4e0e\u70ed\u95e8\u53d1\u5c55\u65b9\u5411\u3002\u5728\u4eca\u5e74\u7684 WWW 2023 \u5927\u4f1a\u4e0a\uff0c\u6709\u591a\u7bc7\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u8bba\u6587\u88ab\u5f55\u7528\u3002\u4eca\u5929\u6211\u4eec\u7cbe\u9009\u4e86\u5176\u4e2d\u7684\u516d\u7bc7\u8fdb\u884c\u7b80\u8981\u4ecb\u7ecd\uff0c\u7814\u7a76\u4e3b\u9898\u6db5\u76d6\u7b97\u6cd5\u516c\u5e73\u3001\u77e5\u8bc6\u84b8\u998f\u3001\u63a8\u8350\u7cfb\u7edf\u4e0e\u56fe\u81ea\u76d1\u7763\u5b66\u4e60\u7b49\u3002\u6b22\u8fce\u70b9\u51fb\u6bcf\u7bc7\u6587\u7ae0\u4e0b\u7684\u94fe\u63a5\uff0c\u9605\u8bfb\u8bba\u6587\u539f\u6587\uff0c\u4e00\u952e\u8ffd\u66f4\u4e92\u8054\u7f51\u6280\u672f\u7814\u7a76\u7684\u6700\u65b0\u8fdb\u5c55\uff01<\/p>\n\n\n\n

DualFair\uff1a\u7fa4\u4f53\u548c\u4e2a\u4f53\u5c42\u9762\u53cc\u91cd\u516c\u5e73\u7684\u8868\u793a\u5b66\u4e60<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.08403<\/p>\n\n\n\n

\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/Sungwon-Han\/DualFair<\/p>\n\n\n\n

\u7b97\u6cd5\u516c\u5e73\u5df2\u6210\u4e3a\u91cd\u8981\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\uff0c\u7279\u522b\u662f\u4efb\u52a1\u5173\u952e\u578b Web \u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u5173\u952e\u95ee\u9898\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u53ef\u4ee5\u6d88\u9664\u5982\u6027\u522b\u548c\u79cd\u65cf\u7b49\u8868\u5f81\u7684\u654f\u611f\u5c5e\u6027\u504f\u89c1\u7684\u81ea\u76d1\u7763\u6a21\u578b DualFair\u3002\u4e0e\u4ec5\u9488\u5bf9\u5355\u4e00\u7c7b\u578b\u7684\u73b0\u6709\u6a21\u578b\u4e0d\u540c\uff0cDualFair \u9488\u5bf9\u4e24\u4e2a\u516c\u5e73\u6027\u6807\u51c6\u8fdb\u884c\u4e86\u8054\u5408\u4f18\u5316\u2014\u2014\u7fa4\u4f53\u516c\u5e73\u6027\u548c\u53cd\u4e8b\u5b9e\u516c\u5e73\u6027\u3002\u56e0\u6b64\uff0c\u65e0\u8bba\u662f\u7fa4\u7ec4\u8fd8\u662f\u4e2a\u4f53\u5c42\u9762\uff0c\u901a\u8fc7 DualFair \u90fd\u53ef\u4ee5\u5f97\u5230\u66f4\u52a0\u516c\u5e73\u7684\u9884\u6d4b\u3002<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u5728\u81ea\u76d1\u7763\u7684\u5b66\u4e60\u65b9\u6cd5 DualFair \u4e2d\u8bbe\u8ba1\u4e86\u4e24\u4e2a\u7279\u6b8a\u635f\u5931\uff0c\u80fd\u591f\u5728\u4fdd\u8bc1\u7fa4\u4f53\u6027\u4e0e\u53cd\u4e8b\u5b9e\u516c\u5e73\u6027\u7684\u540c\u65f6\u4fdd\u8bc1\u9ad8\u8d28\u91cf\u8868\u5f81\u3002\u7b2c\u4e00\u4e2a\u635f\u5931\u662f\u516c\u5e73\u5bf9\u6bd4\u635f\u5931\uff0c\u5bf9\u5904\u4e8e\u53cd\u4e8b\u5b9e\u5173\u7cfb\u4e2d\u7684\u4e2a\u4f53\u4e00\u89c6\u540c\u4ec1\uff08\u5373\u53cd\u4e8b\u5b9e\u516c\u5e73\u6027\uff09\uff0c\u5e76\u786e\u4fdd\u654f\u611f\u5c5e\u6027\u8868\u5f81\u4e0d\u53ef\u533a\u5206\uff08\u5373\u7fa4\u4f53\u516c\u5e73\u6027\uff09\u3002\u5728\u7ed9\u5b9a\u6570\u636e\u96c6 D \u7684\u4e00\u4e2a\u5757 B_s \u4e0a\uff0c\u5176\u654f\u611f\u5c5e\u6027\u4e3a S\u3002\u901a\u8fc7\u91c7\u6837\u5668\u8fc7\u6ee4\u8f93\u5165 x^s \u7684\u654f\u611f\u5c5e\u6027\uff08s\u2208S\uff09\uff0c\u4ea7\u751f\u4e00\u4e2a\u53cd\u4e8b\u5b9e\u7248\u672c\u7684 x_cnt^(s^’)\u3002\u516c\u5e73\u5bf9\u6bd4\u635f\u5931\u9700\u8981\u5728\u539f\u8f93\u5165\u548c\u751f\u6210\u7684\u53cd\u4e8b\u5b9e\u7248\u672c\u4e0a\u6700\u5927\u5316\uff0c\u4ee5\u786e\u4fdd\u53cd\u4e8b\u5b9e\u516c\u5e73\uff0c\u5728\u76f8\u540c\u5c5e\u6027\u7684\u8f93\u5165\u4e4b\u95f4\u6700\u5c0f\u5316\uff0c\u4ee5\u786e\u4fdd\u7fa4\u7ec4\u516c\u5e73\u3002\u7b2c\u4e8c\u4e2a\u635f\u5931\u662f\u81ea\u84b8\u998f\u635f\u5931\uff0c\u4ece\u5b9e\u4f8b\u4e2d\u62bd\u53d6\u8bed\u4e49\u4fe1\u606f\u5e76\u4fdd\u8bc1\u4e0b\u6e38\u4efb\u52a1\u8868\u73b0\u3002\u7814\u7a76\u5458\u4eec\u5f3a\u5236\u8981\u6c42\u6765\u81ea\u5b66\u751f\u5206\u652f\u7684\u6270\u52a8\u5b9e\u4f8b\u8868\u5f81\u8981\u7c7b\u4f3c\u4e8e\u6765\u81ea\u6559\u5e08\u5206\u652f\u7684\u539f\u59cb\u5b9e\u4f8b\u8868\u5f81\u3002\u4f9d\u636e\u7684\u57fa\u672c\u539f\u7406\u662f\uff1a\u5bf9\u539f\u59cb\u5185\u5bb9\u5f71\u54cd\u8f83\u5c0f\u7684\u6270\u52a8\uff0c\u4e0d\u5e94\u8be5\u6539\u53d8\u5b66\u4e60\u5f97\u5230\u7684\u8868\u793a\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u521b\u65b0\u63a8\u51fa\u4e86\u6270\u52a8\u6a21\u5757 TabMix\uff0c\u80fd\u591f\u5b9e\u73b0\u9ad8\u6548\u7684\u81ea\u77e5\u8bc6\u84b8\u998f\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0cDualFair \u4fdd\u6301\u4e86\u9ad8\u8d28\u91cf\u8868\u793a\u7684\u540c\u65f6\uff0c\u4e3a\u654f\u611f\u5c5e\u6027\u751f\u6210\u4e86\u516c\u5e73\u7684\u8868\u5f81\u3002\u6d88\u878d\u7814\u7a76\u8fdb\u4e00\u6b65\u663e\u793a\u4e86\u4e24\u79cd\u516c\u5e73\u6807\u51c6\u7684\u534f\u540c\u6548\u5e94\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\"\u56fe1\uff1aDualFair
\u56fe1\uff1aDualFair \u7684\u6574\u4f53\u6846\u67b6\u3002f,g,(h_1,h_2) \u5206\u522b\u4ee3\u8868\u7f51\u7edc\u4e3b\u4f53\uff0c\u9690\u5c04\u6a21\u5757\u548c\u4e24\u4e2a\u9884\u6d4b\u6a21\u5757\u3002DualFair \u901a\u8fc7\u8054\u5408\u4f18\u5316\u516c\u5e73\u7684\u5bf9\u6bd4\u635f\u5931\u548c\u81ea\u77e5\u8bc6\u84b8\u998f\u635f\u5931\uff0c\u81f4\u529b\u4e8e\u4fdd\u8bc1\u8868\u793a\u5b66\u4e60\u7684\u516c\u5e73\u6027\u548c\u8d28\u91cf\u3002<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u4ece\u591a\u4e2a\u5f02\u6784\u63a8\u8350\u6a21\u578b\u4e2d\u8fdb\u884c\u77e5\u8bc6\u84b8\u998f\u7684\u65b9\u6cd5<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/HetComp-CR.pdf<\/p>\n\n\n\n

\u63a8\u8350\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u96c6\u6210\u591a\u4e2a\u5f02\u6784\u6a21\u578b\u6765\u8fdb\u4e00\u6b65\u63d0\u9ad8\u51c6\u786e\u5ea6\u3002\u7136\u800c\uff0c\u96c6\u6210\u591a\u4e2a\u6a21\u578b\u4f1a\u4f7f\u5f97\u7ebf\u4e0a\u63a8\u7406\u7684\u65f6\u95f4\u4e0e\u6a21\u578b\u6570\u91cf\u6210\u6bd4\u4f8b\u589e\u52a0\uff0c\u56e0\u6b64\u5e26\u6765\u6602\u8d35\u7684\u5f00\u9500\u3002\u672c\u6587\u65e8\u5728\u63a2\u7d22\u5982\u4f55\u6709\u6548\u5730\u4f7f\u7528\u77e5\u8bc6\u84b8\u998f\u7684\u65b9\u6cd5\uff0c\u5c06\u591a\u4e2a\u5f02\u6784\u6a21\u578b\u7684\u77e5\u8bc6\u8f6c\u79fb\u5230\u5355\u4e2a\u8f7b\u91cf\u7ea7\u6a21\u578b\uff0c\u5728\u4fdd\u6301\u9ad8\u7cbe\u5ea6\u7684\u540c\u65f6\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002<\/p>\n\n\n\n

\u7ecf\u8fc7\u4e00\u4e9b\u9884\u5907\u5b9e\u9a8c\u7684\u89c2\u5bdf\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u4ee5\u4f20\u7edf\u7684\u65b9\u5f0f\u4ece\u5f02\u6784\u6a21\u578b\u84b8\u998f\u77e5\u8bc6\u65f6\uff0c\u84b8\u998f\u7684\u6709\u6548\u6027\u4f1a\u4e25\u91cd\u4e0b\u964d\u3002\u4f46\u540c\u65f6\uff0c\u4ece\u6559\u5e08\u6a21\u578b\u7684\u8bad\u7ec3\u8f68\u8ff9\u4e2d\u53ef\u4ee5\u83b7\u5f97\u7f13\u89e3\u84b8\u998f\u56f0\u96be\u7684\u91cd\u8981\u4fe1\u53f7\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u6539\u5584\u84b8\u998f\u6548\u679c\u7684\u601d\u8def\uff1a\u4f7f\u7528\u6559\u5e08\u6a21\u578b\u7684\u8bad\u7ec3\u8f68\u8ff9\uff0c\u6839\u636e\u4ece\u6613\u5230\u96be\u7684\u987a\u5e8f\u52a8\u6001\u5730\u84b8\u998f\u77e5\u8bc6\uff0c\u8fdb\u800c\u5c06\u5176\u63d0\u70bc\u4e3a HetComp\uff08\u9762\u5411\u63a8\u8350\u7cfb\u7edf\u7684\u5f02\u6784\u6a21\u578b\u538b\u7f29\uff09\u6846\u67b6\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\"\u56fe2\uff1aHetComp
\u56fe2\uff1aHetComp \u7684\u8bad\u7ec3\u6846\u67b6\u603b\u89c8\u56fe<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u5177\u4f53\u800c\u8a00\uff0c HetComp \u6784\u5efa\u4e86\u4e00\u4e2a\u52a8\u6001\u77e5\u8bc6\u5e93\u3002\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u6839\u636e\u5b66\u751f\u6a21\u578b\u7684\u5b66\u4e60\u72b6\u6001\uff0c\u4ece\u6bcf\u4e2a\u6559\u5e08\u7684\u8f68\u8ff9\u4e2d\u627e\u51fa\u9002\u5f53\u7684\u77e5\u8bc6\uff0c\u5e76\u7ec4\u6210\u4e00\u7ec4\u4ece\u6613\u5230\u96be\u7684\u6559\u5e08\u4fe1\u53f7\u6392\u5217\u5e2e\u52a9\u8bad\u7ec3\u5b66\u751f\u6a21\u578b\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cHetComp \u4f7f\u7528\u81ea\u9002\u5e94\u77e5\u8bc6\u8f6c\u79fb\u7684\u65b9\u5f0f\uff0c\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u72b6\u6001\u8c03\u6574\u84b8\u998f\u76ee\u6807\u3002HetComp \u4f1a\u8ba9\u5b66\u751f\u6a21\u578b\u9996\u5148\u590d\u5236\u6559\u5e08\u6a21\u578b\u7684\u6574\u4f53\u9884\u6d4b\u5173\u7cfb\uff0c\u518d\u9010\u6b65\u5b66\u4e60\u5176\u4e2d\u7684\u7ec6\u7c92\u5ea6\u6392\u5e8f\u987a\u5e8f\u3002\u6b64\u5916\uff0cHetComp \u8fd8\u5229\u7528\u4e86\u672a\u89c2\u5bdf\u5230\u7684\u7528\u6237-\u7269\u54c1\u6765\u5e2e\u52a9\u77e5\u8bc6\u84b8\u998f\uff0c\u7f13\u89e3\u4f2a\u6b63\u4f8b\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

\u5728 Amazon\u3001CiteULike \u548c Foursquare \u4e09\u4e2a\u516c\u5f00\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u7684\u5927\u91cf\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u4e86 HetComp \u80fd\u591f\u6709\u6548\u5730\u5c06\u96c6\u6210\u6a21\u578b\u7684\u80fd\u529b\u84b8\u998f\u5230\u5355\u6a21\u578b\u4e0a\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u6df1\u5165\u5206\u6790\u4e86\u6559\u5e08\u7684\u8bad\u7ec3\u8f68\u8ff9\u6709\u52a9\u4e8e\u7269\u54c1\u63a8\u8350\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n

ECF\uff1a\u57fa\u4e8e\u805a\u7c7b\u7684\u53ef\u89e3\u91ca\u534f\u540c\u8fc7\u6ee4<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/ecf-CR.pdf<\/p>\n\n\n\n

\u63d0\u9ad8\u63a8\u8350\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u6709\u52a9\u4e8e\u589e\u5f3a\u63a8\u8350\u7ed3\u679c\u7684\u8bf4\u670d\u529b\uff0c\u63d0\u5347\u7528\u6237\u6ee1\u610f\u5ea6\uff0c\u4ece\u800c\u63d0\u9ad8\u70b9\u51fb\u7387\u548c\u7528\u6237\u8f6c\u5316\u7387\u3002\u800c\u4f5c\u4e3a\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u4e14\u6709\u6548\u7684\u57fa\u7840\u63a8\u8350\u6280\u672f\uff0c\u534f\u540c\u8fc7\u6ee4\uff08Collaborative Filtering\uff09\u7684\u5b9e\u73b0\uff0c\u4f8b\u5982\u77e9\u9635\u5206\u89e3\uff08MF\uff09\u6216\u8005\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5d4c\u5165\u8868\u793a\u6a21\u578b\uff08LightGCN\uff09\uff0c\u5f80\u5f80\u662f\u4e0d\u53ef\u89e3\u91ca\u7684\u3002\u672c\u7740\u4e00\u4e2a\u53ef\u89e3\u91ca\u63a8\u8350\u6a21\u578b\u5e94\u8be5\u6ee1\u8db3\u7075\u6d3b\u6027\u3001\u4e00\u81f4\u6027\u548c\u81ea\u6d3d\u6027\u7684\u6761\u4ef6\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u4e14\u6709\u6548\u7684\u53ef\u89e3\u91ca\u6027\u534f\u540c\u8fc7\u6ee4\u6846\u67b6\uff1aECF\uff08Explainable Colaborative Filtering\uff09\u3002<\/p>\n\n\n\n

ECF \u65e8\u5728\u4ece\u7528\u6237\u7684\u7fa4\u4f53\u884c\u4e3a\u4e2d\u6316\u6398\u51fa\u4e00\u4e9b\u53ef\u89e3\u8bfb\u7684\u5174\u8da3\u7c07\uff08Taste Clusters\uff09\uff0c\u4f7f\u5f97\u5904\u5728\u540c\u4e00\u4e2a\u5174\u8da3\u7c07\u7684\u7269\u54c1\u540c\u65f6\u6ee1\u8db3\u4e24\u4e2a\u6761\u4ef6\uff1a\uff081\uff09\u7269\u54c1\u4e4b\u95f4\u5171\u4eab\u4e00\u4e9b\u5185\u5bb9\u6807\u7b7e\uff1b\uff082\uff09\u8fd9\u4e9b\u7269\u54c1\u4f1a\u88ab\u4e00\u7ec4\u6709\u76f8\u4f3c\u5174\u8da3\u7684\u7528\u6237\u559c\u6b22\u3002\u5e76\u901a\u8fc7\u5b66\u4e60\u7528\u6237\/\u7269\u54c1\u5230\u5174\u8da3\u7c07\u7684\u7a00\u758f\u6620\u5c04\uff0c\u8fdb\u800c\u5229\u7528\u5174\u8da3\u7c07\u7684\u6807\u7b7e\u53ca\u7528\u6237-\u5174\u8da3\u7c07-\u7269\u54c1\u7684\u8def\u5f84\u5b9e\u73b0\u53ef\u89e3\u91ca\u63a8\u8350\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\"\u56fe3\uff1a\u5728\u97f3\u4e50\u63a8\u8350\u573a\u666f\u4e0b\u7684
\u56fe3\uff1a\u5728\u97f3\u4e50\u63a8\u8350\u573a\u666f\u4e0b\u7684 ECF \u6a21\u578b\u793a\u610f\u56fe\uff08\u9ec4\u8272\u4e3a\u7528\u6237\u8282\u70b9\uff0c\u84dd\u8272\u4e3a\u97f3\u4e50\u8282\u70b9\uff0c\u7ea2\u8272\u4e3a\u5174\u8da3\u7c07\u8282\u70b9\uff09<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u4e3a\u4e86\u5f97\u5230\u9ad8\u8d28\u91cf\u7684\u5174\u8da3\u7c07\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u8bed\u4e49\u76f8\u4f3c\u6027\u3001\u6807\u7b7e\u76f8\u4f3c\u6027\u53ca\u72ec\u7acb\u6027\u4e09\u4e2a\u65b9\u9762\u8bbe\u8ba1\u4e86\u4e0d\u540c\u7684\u635f\u5931\u51fd\u6570\u4ee5\u5bf9\u6a21\u578b\u8fdb\u884c\u7aef\u5230\u7aef\u7684\u4f18\u5316\uff0c\u5e76\u5229\u7528\u8f85\u52a9\u7684\u534f\u540c\u4fe1\u53f7\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6a21\u578b\u7684\u6536\u655b\u901f\u5ea6\u3002\u540c\u65f6\uff0c\u4ed6\u4eec\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u65b0\u7684\u53ef\u89e3\u91ca\u6027\u8bc4\u4ef7\u6307\u6807\u53ca\u7528\u6237\u5b9e\u9a8c\u7528\u4e8e\u5bf9\u6bd4\u4e0d\u540c\u57fa\u4e8e\u805a\u7c7b\u7684\u53ef\u89e3\u91ca\u6027\u6a21\u578b\u3002<\/p>\n\n\n\n

\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cECF \u4e0d\u4ec5\u80fd\u589e\u5f3a\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u540c\u65f6\u4e5f\u80fd\u8fbe\u5230\u76f8\u5f53\u9ad8\u7684\u63a8\u8350\u7cbe\u5ea6\u3002ECF \u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f8b\u5982\u7528\u6237\u6807\u7b7e\u751f\u6210\u3001\u53ef\u89e3\u91ca\u53ec\u56de\u3001\u5e26\u6709\u4e3b\u9898\u7684\u76f8\u4f3c\u7269\u54c1\u5217\u8868\u63a8\u8350\u3001\u5b9a\u5411\u5e7f\u544a\u4e2d\u7684\u76f8\u4f3c\u4eba\u7fa4\u6a21\u578b\u7b49\u3002\u76ee\u524d ECF \u5df2\u7ecf\u88ab\u5e94\u7528\u4e8e\u5fae\u8f6f Xbox GamePass \u6e38\u620f\u63a8\u8350\u573a\u666f\u4e2d\u3002<\/p>\n\n\n\n

xGCN\uff1a\u4e00\u79cd\u57fa\u4e8e\u56fe\u5377\u79ef\u7f51\u7edc\u7684\u8d85\u5927\u89c4\u6a21\u56fe\u5d4c\u5165\u6a21\u578b<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2023\/03\/xgcn-CR.pdf<\/p>\n\n\n\n

\u9879\u76ee\u4ee3\u7801\uff1ahttps:\/\/xgcn.readthedocs.io\/en\/latest\/index.html<\/p>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u56e0\u5176\u5f3a\u5927\u7684\u7ed3\u6784\u8868\u8fbe\u80fd\u529b\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u56fe\u76f8\u5173\u7684\u5b66\u4e60\u4efb\u52a1\u4e2d\u3002\u56fe\u5d4c\u5165\u8868\u793a\u662f\u4e00\u79cd\u7ecf\u5178\u7684\u5e94\u7528\u8303\u5f0f\uff1a\u901a\u8fc7\u6a21\u578b\u8bad\u7ec3\uff0c\u628a\u56fe\u4e0a\u7684\u6bcf\u4e2a\u8282\u70b9\u8868\u793a\u6210\u4e00\u4e2a\u4f4e\u7ef4\u7684\u5411\u91cf\uff1b\u63a8\u7406\u65f6\uff0c\u4f7f\u7528\u4f4e\u7ef4\u5411\u91cf\u8f85\u52a9\u4e0b\u6e38\u4efb\u52a1\uff0c\u4f8b\u5982\u8282\u70b9\u5206\u7c7b\u3001\u94fe\u8def\u9884\u6d4b\u7b49\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684 GNN \u5728\u5b66\u4e60\u5927\u89c4\u6a21\u7f51\u7edc\u5d4c\u5165\u65f6\uff0c\u4ecd\u5b58\u5728\u8bf8\u591a\u7f3a\u9677\uff0c\u4e3b\u8981\u5305\u62ec\uff1a\uff081\uff09\u591a\u8df3\u4fe1\u606f\u4f20\u64ad\u5e26\u6765\u7684\u8fc7\u5e73\u6ed1\u4e0e\u53ef\u62d3\u5c55\u6027\u95ee\u9898\uff1b\uff082\uff09\u6bcf\u4e2a\u8282\u70b9 ID \u90fd\u5bf9\u5e94\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u5411\u91cf\uff0c\u5bfc\u81f4\u6a21\u578b\u6574\u4f53\u7684\u53c2\u6570\u91cf\u8fc7\u9ad8\uff0c\u96be\u4ee5\u652f\u6301\u5927\u89c4\u6a21\u8bad\u7ec3\uff1b\uff083\uff09GNN \u5377\u79ef\u5c42\u53c2\u6570\u548c\u8282\u70b9 ID \u5d4c\u5165\u5411\u91cf\u8868\u6709\u7740\u4e0d\u540c\u7684\u6027\u8d28\uff1aGNN \u5377\u79ef\u5c42\u53c2\u6570\u5c5e\u4e8e\u7a20\u5bc6\u53c2\u6570\uff0c\u66f4\u65b0\u9891\u7387\u5feb\uff1b\u800c\u8282\u70b9 ID \u5f62\u6210\u7684 Embedding Table \u5c5e\u4e8e\u7a00\u758f\u53c2\u6570\uff0c\u66f4\u65b0\u9891\u7387\u6162\u3002\u4f20\u7edf\u7aef\u5230\u7aef\u7684\u68af\u5ea6\u4f18\u5316\u4f1a\u5bfc\u81f4\u6b21\u4f18\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u4e0d\u540c\u4e8e\u4f20\u7edf\u7aef\u5230\u7aef\u5168\u68af\u5ea6\u8bad\u7ec3\u65b9\u5f0f\u7684\u65b0\u578b GNN \u6a21\u578b\uff1axGCN\u3002\u76f8\u6bd4\u4e8e\u9700\u8981\u68af\u5ea6\u8bad\u7ec3\u7684\u53c2\u6570\uff0cxGCN \u5c06\u8282\u70b9 ID \u5d4c\u5165\u5411\u91cf\u8868\u793a\u4e3a\u9759\u6001\u7279\u5f81\uff0c\u5e76\u4f7f\u7528\u65e0\u76d1\u7763\u7684\u4f20\u64ad\u8fc7\u7a0b\u548c\u4e00\u4e2a\u7531 MLP \u6784\u6210\u7684\u201c\u63d0\u70bc\u7f51\u7edc\u201d\uff08Refinement Network\uff0cRefNet\uff09\u6765\u6301\u7eed\u8fed\u4ee3\u5730\u66f4\u65b0\u5d4c\u5165\u5411\u91cf\u3002xGCN \u80fd\u591f\u663e\u8457\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u6570\u91cf\u3001\u52a0\u901f\u6a21\u578b\u8bad\u7ec3\uff0c\u540c\u65f6\u63d0\u5347\u9884\u6d4b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

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\u56fe4\uff1axGCN \u7684\u6a21\u578b\u6846\u67b6\u56fe\uff08\u8fed\u4ee3\u8fc7\u7a0b\u5305\u542b\u4e09\u4e2a\u90e8\u5206\uff1a\u4f20\u64ad\u3001\u63d0\u70bc\u548c\u5237\u65b0\uff09<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u5728\u56db\u4e2a\u5927\u89c4\u6a21\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u94fe\u8def\u9884\u6d4b\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660e\uff0cxGCN \u5728\u51c6\u786e\u7387\u548c\u8bad\u7ec3\u901f\u5ea6\u65b9\u9762\u5747\u8d85\u8fc7\u4e86\u73b0\u6709\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u5176\u4e2d\uff0c\u5728\u6709\u7740\u4e00\u4ebf\u4e2a\u7528\u6237\u8282\u70b9\u7684\u771f\u5b9e Xbox \u6e38\u620f\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u96c6\u4e0a\uff0cxGCN \u5728\u5c0f\u4e8e 100GB \u5185\u5b58\u7684\u5355\u673a\u73af\u5883\u5185\uff0c\u4e0d\u523011\u4e2a\u5c0f\u65f6\u5373\u5b8c\u6210\u4e86\u8bad\u7ec3\uff0c\u5e76\u4e14\u5176\u6548\u679c\u4f18\u4e8e\u4e00\u4e9b\u9700\u8981\u8fd1 500GB \u5185\u5b58\u3001\u8bad\u7ec3\u65f6\u957f\u8d85\u8fc73\u5929\u7684\u57fa\u7ebf\u6a21\u578b\u3002xGCN \u76ee\u524d\u5df2\u843d\u5730\u5fae\u8f6f Xbox \u793e\u4ea4\u63a8\u8350\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n

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\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2302.02113<\/p>\n\n\n\n

\u534f\u540c\u8fc7\u6ee4\u662f\u63a8\u8350\u7cfb\u7edf\u4e2d\u6700\u6d41\u884c\u7684\u6280\u672f\u4e4b\u4e00\uff0c\u5b83\u901a\u8fc7\u7528\u6237\u4e0e\u5546\u54c1\u7684\u4ea4\u4e92\u5386\u53f2\u6765\u9884\u6d4b\u7528\u6237\u4e0e\u5176\u4ed6\u5546\u54c1\u4ea4\u4e92\u7684\u53ef\u80fd\u6027\u3002\u73b0\u6709\u7684\u57fa\u4e8e\u56fe\u4fe1\u53f7\u5904\u7406\u7684\u534f\u540c\u8fc7\u6ee4\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u4e24\u4e2a\u5047\u8bbe\uff1a\u4e00\uff0c\u7528\u6237\u7684\u4e2a\u6027\u5316\u504f\u597d\u5b8c\u5168\u7531\u5176\u4ea4\u4e92\u5386\u53f2\u6765\u8868\u5f81\uff1b\u4e8c\uff0c\u4ea4\u4e92\u4fe1\u53f7\u4e2d\u7684\u4f4e\u9891\u4fe1\u606f\u8db3\u4ee5\u9884\u6d4b\u7528\u6237\u504f\u597d\u3002\u7136\u800c\uff0c\u7531\u4e8e\u63a8\u8350\u7cfb\u7edf\u5b58\u5728\u6570\u636e\u7a00\u758f\u95ee\u9898\uff0c\u7a00\u758f\u7684\u5386\u53f2\u4ea4\u4e92\u53ef\u80fd\u4e0d\u8db3\u4ee5\u51c6\u786e\u63cf\u8ff0\u7528\u6237\u504f\u597d\u3002\u6b64\u5916\uff0c\u53ea\u4f7f\u7528\u5305\u542b\u7528\u6237\u4e00\u822c\u5174\u8da3\u7684\u4f4e\u9891\u4fe1\u606f\uff0c\u53ef\u80fd\u4f1a\u5ffd\u7565\u5305\u542b\u7528\u6237\u4e2a\u6027\u5316\u5174\u8da3\u7684\u9ad8\u9891\u4fe1\u606f\u3002<\/p>\n\n\n\n

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<\/p>\n\n\n\n

\"\u56fe5\uff1aPGSP
\u56fe5\uff1aPGSP \u6a21\u578b\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

SeeGera: \u81ea\u76d1\u7763\u534a\u9690\u5f0f\u7684\u56fe\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2301.12458.pdf<\/p>\n\n\n\n

\u76ee\u524d\u7684\u56fe\u81ea\u76d1\u7763\u5b66\u4e60\uff08SSL\uff09\u4e3b\u8981\u4f7f\u7528\u56fe\u5bf9\u6bd4\u5b66\u4e60\u7684\u65b9\u6cd5\u5b66\u4e60\u8282\u70b9\u8868\u5f81\uff0c\u7136\u800c\u56fe\u5bf9\u6bd4\u5b66\u4e60\u4e2d\u5b58\u5728 K \u503c\u96be\u4ee5\u786e\u5b9a\u3001\u6a21\u578b\u5bb9\u6613\u574d\u584c\u7b49\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u751f\u6210\u5f0f\u56fe\u81ea\u76d1\u7763\u5b66\u4e60\u88ab\u63d0\u51fa\uff0c\u65e8\u5728\u901a\u8fc7\u91cd\u5efa\u56fe\u6570\u636e\u4ee5\u5b66\u4e60\u8282\u70b9\u8868\u793a\u3002\u4f46\u5927\u591a\u6570\u73b0\u6709\u65b9\u6cd5\u4ec5\u5173\u6ce8\u65e0\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\uff0c\u5728\u5206\u7c7b\u4efb\u52a1\u4e0a\u548c\u56fe\u5bf9\u6bd4\u5b66\u4e60\u8fdb\u884c\u6bd4\u8f83\u7684\u7814\u7a76\u76f8\u5bf9\u8f83\u5c11\u3002\u4e3a\u586b\u8865\u76f8\u5173\u7814\u7a76\u7f3a\u5931\uff0c\u8fd1\u671f GraphMAE \u6a21\u578b\u88ab\u63d0\u51fa\uff0c\u5e76\u5728\u5206\u7c7b\u4efb\u52a1\u4e0a\u8868\u73b0\u8d85\u8fc7\u4e86 SOTA \u56fe\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u8be5\u65b9\u6cd5\u5728\u65e0\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\u4e0a\u8868\u73b0\u672a\u77e5\u3002\u56e0\u6b64\uff0c\u4e9f\u9700\u63d0\u51fa\u65b0\u7684\u751f\u6210\u5f0f\u56fe\u81ea\u76d1\u7763\u5b66\u4e60\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u540c\u65f6\u9002\u7528\u4e8e\u4e0b\u6e38\u65e0\u76d1\u7763\u548c\u6709\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\u3002<\/p>\n\n\n\n

\u672c\u6587\u63d0\u51fa\u4e86 SeeGera \u6a21\u578b\uff0c\u53ef\u5168\u9762\u63d0\u9ad8\u751f\u6210\u5f0f\u56fe\u81ea\u76d1\u7763\u5b66\u4e60\u5728\u65e0\u76d1\u7763\u4e0e\u6709\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002SeeGera \u6a21\u578b\u57fa\u4e8e\u81ea\u76d1\u7763\u53d8\u5206\u56fe\u81ea\u7f16\u7801\u5668\uff08VGAE\uff09\uff0c\u91c7\u7528\u5c42\u6b21\u5316\u7684\u534a\u9690\u5f0f\u53d8\u5206\u63a8\u7406\u6846\u67b6\u3002\u4e00\u65b9\u9762\uff0cSeeGera \u5728\u7f16\u7801\u5668\u4e2d\u540c\u65f6\u5d4c\u5165\u8282\u70b9\u4fe1\u606f\u548c\u8282\u70b9\u7279\u5f81\u4fe1\u606f\uff0c\u5e76\u5728\u89e3\u7801\u5668\u4e2d\u91cd\u6784\u56fe\u7684\u62d3\u6251\u94fe\u63a5\u548c\u8282\u70b9\u7279\u5f81\u3002\u53e6\u4e00\u65b9\u9762\uff0cSeeGera \u5728\u5206\u5c42\u53d8\u5206\u6846\u67b6\u4e2d\u6dfb\u52a0\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u7ed3\u6784\u2014\u2014\u7279\u5f81\u63a9\u853d\u5c42\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5927\u91cf\u7684\u5b9e\u9a8c\u8868\u660e\uff0cSeeGera \u80fd\u591f\u5728\u4e0b\u6e38\u591a\u4e2a\u65e0\u76d1\u7763\u548c\u6709\u76d1\u7763\u5b66\u4e60\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n

\"\u56fe6\uff1aSeeGera
\u56fe6\uff1aSeeGera \u6a21\u578b\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7f16\u8005\u6309\uff1a\u56fd\u9645\u4e07\u7ef4\u7f51\u4f1a\u8bae\uff08Proceedings of the ACM Web Conference\uff0c\u7b80\u79f0 WWW\uff09\u662f\u4e92\u8054\u7f51\u6280\u672f\u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002WWW \u5927\u4f1a\u6c47\u96c6\u4e86\u56fd\u9645\u4e00\u6d41\u5b66\u8005\u4e0e\u4ea7\u4e1a\u754c\u7cbe\u82f1\uff0c\u6301\u7eed\u5173\u6ce8\u7740\u4e92\u8054\u7f51\u6280\u672f\u7684\u5b66\u672f\u7814\u7a76\u524d\u6cbf\u4e0e\u70ed\u95e8\u53d1\u5c55\u65b9\u5411\u3002\u5728\u4eca\u5e74\u7684 WWW 2023 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