{"id":36225,"date":"2025-01-07T23:00:14","date_gmt":"2025-01-07T15:00:14","guid":{"rendered":"https:\/\/17aitech.com\/?p=36225"},"modified":"2025-01-07T23:00:14","modified_gmt":"2025-01-07T15:00:14","slug":"neurips-2024-%e6%a0%87%e7%ad%be%e5%99%aa%e5%a3%b0%e4%b8%8b%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e6%9c%89%e4%ba%86%e9%a6%96%e4%b8%aa%e7%bb%bc%e5%90%88%e5%9f%ba%e5%87%86%e5%ba%93%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36225","title":{"rendered":"NeurIPS 2024 | \u6807\u7b7e\u566a\u58f0\u4e0b\u56fe\u795e\u7ecf\u7f51\u7edc\u6709\u4e86\u9996\u4e2a\u7efc\u5408\u57fa\u51c6\u5e93\uff0c\u8fd8\u5f00\u6e90"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-21-2\" target=\"_blank\">NeurIPS 2024 | \u6807\u7b7e\u566a\u58f0\u4e0b\u56fe\u795e\u7ecf\u7f51\u7edc\u6709\u4e86\u9996\u4e2a\u7efc\u5408\u57fa\u51c6\u5e93\uff0c\u8fd8\u5f00\u6e90<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7fe03928849fa60360fc93fc3fb72021.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7fe03928849fa60360fc93fc3fb72021.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u591a\u5e74\u6765\uff0c\u6d59\u6c5f\u5927\u5b66\u5468\u665f\u8001\u5e08\u56e2\u961f\u4e0e\u963f\u91cc\u5b89\u5168\u4ea4\u4e92\u5185\u5bb9\u5b89\u5168\u56e2\u961f\u6301\u7eed\u5f00\u5c55\u4ea7\u5b66\u7814\u5408\u4f5c\u3002\u8fd1\u65e5\uff0c\u53cc\u2f45\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u4e0b\u56fe\u795e\u7ecf\u2f79\u7edc\u7684\u8054\u5408\u7814\u7a76\u6210\u679c\u300aNoisyGL\uff1a\u6807\u7b7e\u566a\u58f0\u4e0b<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u7efc\u5408<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u300b\u88ab NeurIPS Datasets and Benchmarks Track 2024 \u6536\u5f55\u3002\u672c\u6b21 NeurIPS D&amp;B Track \u5171\u6536\u5230 1820 \u7bc7\u6295\u7a3f\uff0c\u5f55\u2f64\u7387\u4e3a 25.3%\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3b69a04e24e4a3042c12ec84d4059d72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3b69a04e24e4a3042c12ec84d4059d72.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aNoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2406.04299<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/eaglelab-zju\/NoisyGL<\/p>\n<\/li>\n<\/ul>\n<section><mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08GNNs\uff09\u5728<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u4efb\u52a1\u4e2d\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u673a\u5236\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u8868\u793a\u529b\u3002\u7136\u800c\uff0c\u5b83\u4eec\u7684\u6027\u80fd\u5f80\u5f80\u4f9d\u8d56\u4e8e\u2fbc\u8d28\u91cf\u7684\u8282\u70b9\u6807\u7b7e\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u7531\u4e8e\u4e0d\u53ef\u9760\u7684\u6765\u6e90\u6216\u5bf9\u6297\u6027\u653b\u51fb\uff0c\u8282\u70b9\u6807\u7b7e\u4e2d\u901a\u5e38\u5b58\u5728\u566a\u58f0\u3002\u4e0d\u8fc7\uff0c\u76ee\u524d\u9488\u5bf9\u8be5\u9886\u57df\u7f3a\u4e4f\u2f00\u4e2a\u7efc\u5408\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u586b\u8865\u8fd9\u2f00\u7a7a\u767d\uff0c<strong>\u672c\u6587\u63d0\u51fa\u4e86 NoisyGL \u65b9\u6cd5\uff0c\u8fd9\u662f\u7b2c\u2f00\u4e2a\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u4e0b\u56fe\u795e\u7ecf\u2f79\u7edc\u7684\u7efc\u5408<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark><\/strong>\u3002NoisyGL \u4f7f\u2f64\u7edf\u2f00\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u548c\u63a5\u2f1d\uff0c\u53ef\u4ee5\u5728\u5177\u6709\u4e0d\u540c\u6027\u8d28\u7684\u56fe\u6570\u636e\u4e0a\u5bf9\u4e0d\u540c\u2f45\u6cd5\u7684\u6297\u566a\u6027\u80fd\u8fdb\u2f8f\u516c\u5e73\u6bd4\u8f83\u548c\u591a\u2ec6\u5ea6\u5206\u6790\u3002\u6b64\u5916\uff0cNoisyGL \u4e5f\u662f\u2f00\u4e2a\u53ef\u6269\u5c55\u4e14\u6613\u4e8e\u4f7f\u2f64\u7684 GLN \u6846\u67b6\uff0c\u4fbf\u4e8e\u540e\u7eed\u7684\u7814\u7a76\u8005\u8ddf\u8fdb\u3002<\/section>\n<section><\/section>\n<section>\u672c\u2f42\u4eae\u70b9\u5305\u62ec\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63d0\u51fa\u4e86 NoisyGL\uff0c\u7b2c\u2f00\u4e2a\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u4e0b\u7684\u56fe\u795e\u7ecf\u2f79\u7edc\u7684\u7efc\u5408<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u5e93\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7\u2f24\u91cf\u7684\u5b9e\u9a8c\uff0c\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u4e0b\u7684\u56fe\u795e\u7ecf\u2f79\u7edc\u63d0\u51fa\u4e86\u2f00\u4e9b\u91cd\u8981\u7684\u89c1\u89e3\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e3a\u6807\u7b7e\u566a\u58f0\u4e0b\u7684\u56fe\u795e\u7ecf\u2f79\u7edc\u63d0\u4f9b\u4e86\u2f0f\u70b9\u672a\u6765\u7684\u53d1\u5c55\u2f45\u5411\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u2f00\u3001\u7814\u7a76\u80cc\u666f<\/strong><\/section>\n<section><\/section>\n<section>\u8bb8\u591a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u590d\u6742\u7cfb\u7edf\u53ef\u4ee5\u8868\u793a\u4e3a\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u5305\u62ec\u5f15\u2f42\u7f51\u7edc\u3001\u2f63\u7269\u7f51\u7edc\u3001\u4ea4\u901a\u7f51\u7edc\u548c\u793e\u4ea4\u7f51\u7edc\u3002<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08GNNs\uff09\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u673a\u5236\uff08Message passing mechanism\uff09\u805a\u5408\u90bb\u57df\u8282\u70b9\u7684\u4fe1\u606f\uff0c\u5728\u5efa\u6a21\u56fe\u6570\u636e\u65b9\u2faf\u8868\u73b0\u51fa\u4e86\u663e\u8457\u7684\u4f18\u52bf\u3002\u5728 GNNs \u7684\u4f17\u591a\u5e94\u2f64\u4e2d\uff0c<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u662f\u7814\u7a76\u6700\u4e3a\u6df1\u5165\u7684\u4efb\u52a1\u4e4b\u2f00\u3002\u901a\u5e38\u5728<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u4efb\u52a1\u4e2d\uff0cGNNs \u4ee5\u534a\u76d1\u7763\u7684\u6a21\u5f0f\u8fdb\u2f8f\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u5b83\u4eec\u5728\u534a\u76d1\u7763\u56fe\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7cbe\u786e\u7684\u8282\u70b9\u6807\u7b7e\uff0c\u800c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u7cbe\u786e\u7684\u6807\u7b7e\u5f88\u96be\u83b7\u5f97\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u5728\u7ebf\u793e\u4ea4\u2f79\u7edc\uff0c\u624b\u52a8\u6807\u8bb0\u6570\u767e\u4e07\u2f64\u6237\u7684\u8fc7\u7a0b\u6210\u672c\u2fbc\u6602\uff0c\u56e0\u6b64\u2f64\u6237\u7684\u6807\u7b7e\u901a\u5e38\u4f9d\u8d56\u4e8e\u2f64\u6237\u2f83\u2f30\u7684\u6807\u6ce8\uff0c\u8fd9\u4e9b\u6807\u6ce8\u901a\u5e38\u662f\u4e0d\u53ef\u9760\u7684\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u56fe\u6570\u636e\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u6027\u6807\u7b7e\u7ffb\u8f6c\u653b\u51fb\u7684\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u6807\u7b7e\u566a\u58f0\u5728\u56fe\u6570\u636e\u4e2d\u666e\u904d\u5b58\u5728\u3002\u7814\u7a76\u8868\u660e\uff0c\u6807\u7b7e\u566a\u58f0\u4f1a\u663e\u8457\u964d\u4f4e<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u6a21\u578b\u5728<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u548c\u81ea\u7136\u8bed\u2f94\u5904\u7406\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5728 GNNs \u4e2d\uff0c\u6d88\u606f\u4f20\u9012\u673a\u5236\u53ef\u80fd\u4f1a\u901a\u8fc7\u4f20\u64ad\u9519\u8bef\u7684\u76d1\u7763\u4fe1\u606f\uff0c\u4ece\u800c\u8fdb\u2f00\u6b65\u52a0\u5267\u8fd9\u79cd\u8d1f\u2faf\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5728\u5e26\u6807\u7b7e\u566a\u58f0\u7684\u56fe\u6570\u636e\u4e0a\u5b9e\u73b0\u7a33\u5065\u5b66\u4e60\uff0c\u2f00\u4e2a\u76f4\u89c2\u7684\u89e3\u51b3\u65b9\u6848\u662f\u501f\u9274\u4ee5\u5f80\u6807\u7b7e\u566a\u58f0\u5b66\u4e60\uff08LLN\uff09\u7b56\u7565\u7684\u6210\u529f\u7ecf\u9a8c\uff0c\u5e76\u5c06\u5176\u5e94\u2f64\u4e8e<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\u3002\u7136\u800c\uff0c\u7531\u4e8e\u56fe\u6570\u636e\u5e76\u4e0d\u5177\u6709<mark data-type=\"concepts\" data-id=\"bf7e9245-089f-42eb-9c15-400e91f85fb2\">\u72ec\u7acb\u540c\u5206\u5e03<\/mark>\u6027\u8d28\u3001\u8282\u70b9\u6807\u7b7e\u7684\u7a00\u758f\u6027\u4ee5\u53ca GNNs \u7684\u6d88\u606f\u4f20\u9012\u673a\u5236\uff0c\u8fd9\u4e9b LLN \u65b9\u6cd5\u5e76\u4e0d\u603b\u662f\u9002\u2f64\u4e8e\u56fe\u5b66\u4e60\u4efb\u52a1\u3002\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b\uff0c\u6807\u7b7e\u566a\u58f0\u4e0b\u7684\u56fe\u795e\u7ecf\u2f79\u7edc\uff08GNNs under Label Noise, GLN\uff09\u7814\u7a76\u6700\u8fd1\u53d7\u5230\u4e86\u5173\u6ce8\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-26dcc649e8b2ff8e07ddc4d5fc2c3e5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-26dcc649e8b2ff8e07ddc4d5fc2c3e5a.png\"><\/a><\/section>\n<section>\u7136\u800c\uff0c\u7531\u4e8e\u6570\u636e\u96c6\u9009\u62e9\u3001\u6570\u636e\u5206\u5272\u548c\u9884\u5904\u7406\u6280\u672f\u7684\u5dee\u5f02\uff0c\u2f6c\u524d GLN \u9886\u57df\u7f3a\u4e4f\u2f00\u4e2a\u7efc\u5408\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u8fd9\u963b\u788d\u4e86\u5bf9\u8be5\u9886\u57df\u7684\u6df1\u2f0a\u7406\u89e3\u548c\u8fdb\u2f00\u6b65\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>\u2f06\u3001\u8bba\u6587\u6458\u8981<\/strong><\/section>\n<section><\/section>\n<section><mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08GNNs\uff09\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u673a\u5236\u5728<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5b83\u4eec\u7684\u6027\u80fd\u5f80\u5f80\u4f9d\u8d56\u4e8e\u2fbc\u8d28\u91cf\u7684\u8282\u70b9\u6807\u7b7e\u3002\u5728\u73b0\u5b9e\u4efb\u52a1\u4e2d\uff0c\u7531\u4e8e\u4e0d\u53ef\u9760\u7684\u6765\u6e90\u6216\u5bf9\u6297\u6027\u653b\u51fb\uff0c\u51c6\u786e\u7684\u8282\u70b9\u6807\u7b7e\u5f88\u96be\u83b7\u5f97\u3002\u56e0\u6b64\uff0c\u6807\u7b7e\u566a\u58f0\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u56fe\u6570\u636e\u4e2d\u5f88\u5e38\u89c1\u3002\u566a\u58f0\u6807\u7b7e\u4f1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f20\u64ad\u9519\u8bef\u4fe1\u606f\uff0c\u4ece\u800c\u5bf9 GNNs \u4ea7\u751f\u8d1f\u2faf\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6807\u7b7e\u566a\u58f0\u4e0b\u7684<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08GNNs under Label Noise, GLN\uff09\u7684\u7814\u7a76\u6700\u8fd1\u53d7\u5230\u4e86\u5173\u6ce8\u3002\u7136\u800c\uff0c\u7531\u4e8e\u6570\u636e\u96c6\u9009\u62e9\u3001\u6570\u636e\u5212\u5206\u548c\u9884\u5904\u7406\u6280\u672f\u7684\u5dee\u5f02\uff0c\u793e\u533a\u2f6c\u524d\u7f3a\u4e4f\u2f00\u4e2a\u5168\u9762\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u8fd9\u963b\u788d\u4e86\u5bf9 GLN \u7684\u6df1\u5165\u7406\u89e3\u548c\u8fdb\u2f00\u6b65\u53d1\u5c55\u3002\u4e3a\u586b\u8865\u8fd9\u2f00\u7a7a\u2f69\uff0c\u6211\u4eec\u5728\u672c\u2f42\u4e2d\u4ecb\u7ecd\u4e86 NoisyGL\uff0c\u8fd9\u662f\u7b2c\u2f00\u4e2a\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u4e0b<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u5168\u2faf<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3002NoisyGL \u5728\u5404\u79cd\u6570\u636e\u96c6\u4e0a\uff0c\u901a\u8fc7\u7edf\u2f00\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u548c\u63a5\u53e3\uff0c\u5b9e\u73b0\u4e86\u5bf9 GLN \u65b9\u6cd5\u7684\u516c\u5e73\u6bd4\u8f83\u548c\u8be6\u7ec6\u5206\u6790\u3002\u6211\u4eec\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u63ed\u793a\u4e86\u4e4b\u524d\u7814\u7a76\u4e2d\u9057\u6f0f\u7684\u51e0\u4e2a\u91cd\u8981\u2ec5\u89e3\uff0c\u76f8\u4fe1\u8fd9\u4e9b\u53d1\u73b0\u5bf9\u672a\u6765\u7684\u7814\u7a76\u5c06\u975e\u5e38\u6709\u76ca\u3002\u540c\u65f6\u4e5f\u5e0c\u671b\u6211\u4eec\u7684\u5f00\u6e90<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u5e93 NoisyGL \u80fd\u4fc3\u8fdb\u8be5\u9886\u57df\u7684\u8fdb\u2f00\u6b65\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u65b9\u6848\u89e3\u8bfb<\/strong><\/section>\n<section><\/section>\n<section><strong>1\u3001\u95ee\u9898\u5b9a\u4e49<\/strong><\/section>\n<section><\/section>\n<section>\u8003\u8651\u2f00\u4e2a\u56fe<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9c68f421d66b206dc7219faecccf12f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9c68f421d66b206dc7219faecccf12f6.png\"><\/a>\uff0c\u5176\u4e2d V \u662f\u5305\u542b\u6240\u6709 N\u00a0\u4e2a\u8282\u70b9\u7684\u96c6\u5408\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b2cea5f5c26180479aa0e1f6b6d60e22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b2cea5f5c26180479aa0e1f6b6d60e22.png\"><\/a>\u662f\u8fb9\u7684\u96c6\u5408\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e15183c5c21e18c899946822775249bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e15183c5c21e18c899946822775249bf.png\"><\/a>\u662f\u90bb\u63a5\u77e9\u9635\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8f4951090493c58992e7a47fff432dfc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8f4951090493c58992e7a47fff432dfc.png\"><\/a>\u8868\u793a\u8282\u70b9\u7279\u5f81\u77e9\u9635\uff0c\u7279\u5f81\u7684\u7ef4\u5ea6\u4e3a d \u3002\u6bcf\u4e2a\u8282\u70b9\u90fd\u6709\u2f00\u4e2a\u771f\u5b9e\u6807\u7b7e\uff0c\u771f\u5b9e\u6807\u7b7e\u96c6\u5408\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a1578232c9a5d76f3293d33f474e9517.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a1578232c9a5d76f3293d33f474e9517.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u9879\u2f2f\u4f5c\u4e2d\uff0c\u6211\u4eec\u5173\u6ce8\u534a\u76d1\u7763<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u95ee\u9898\uff0c\u5176\u4e2d\u53ea\u6709\u2f00\u5c0f\u90e8\u5206\u8282\u70b9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aaa66034f7f27ea7cbc185cb46f14ce6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aaa66034f7f27ea7cbc185cb46f14ce6.png\"><\/a>\u88ab\u5206\u914d\u4e86\u2f64\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u7684\u6807\u7b7e\uff0c\u8fd9\u90e8\u5206\u6807\u7b7e\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-781e3a0846caa9a0e1d7cf64ccfa110e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-781e3a0846caa9a0e1d7cf64ccfa110e.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aacc875faf6bc627b1a57b8d4bb93a2c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aacc875faf6bc627b1a57b8d4bb93a2c.png\"><\/a>\u662f\u6709\u6807\u7b7e\u8282\u70b9\u7684\u6570\u91cf\u3002\u5176\u4f59\u7684\u5219\u662f\u65e0\u6807\u7b7e\u8282\u70b9\uff0c\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8a4ab585fa6db8dfef2860254e0c4e3f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8a4ab585fa6db8dfef2860254e0c4e3f.png\"><\/a>\u3002\u7ed9\u5b9a X \u548c A \uff0c<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u7684\u2f6c\u6807\u662f\u901a\u8fc7\u6700\u5c0f\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a7dd7c0a3e7f5a0dcaff73110a4e9baa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a7dd7c0a3e7f5a0dcaff73110a4e9baa.png\"><\/a>\u6765\u8bad\u7ec3\u2f00\u4e2a\u5206\u7c7b\u5668<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-691197a811f0f17ff312ce89eb36eb7b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-691197a811f0f17ff312ce89eb36eb7b.png\"><\/a>\uff0c\u5176\u4e2d c \u662f\u7c7b\u522b\u6570\u91cf\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e2699c624100032fd6e1db21ca99f822.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e2699c624100032fd6e1db21ca99f822.png\"><\/a>\u662f\u8861\u91cf\u9884\u6d4b\u6807\u7b7e\u4e0e\u771f\u5b9e\u6807\u7b7e\u4e4b\u95f4\u5dee\u5f02\u7684<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1e0d804e44b2a545b56a8b67cb6773ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1e0d804e44b2a545b56a8b67cb6773ef.png\"><\/a>\u901a\u5e38\u662f\u2f00\u4e2a\u8bbe\u8ba1\u826f\u597d\u7684<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe\u795e\u7ecf\u7f51\u7edc<\/mark>\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6839\u636e\u7ecf\u9a8c\u98ce\u9669\u6700\u5c0f\u5316\uff08Empirical Risk Minimization, ERM\uff09\u539f\u5219\uff0c\u8bad\u7ec3\u826f\u597d\u7684<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u5668\u53ef\u4ee5\u5728\u672a\u2ec5\u6570\u636e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b840f4bf75beabd78b9aab0447afb523.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b840f4bf75beabd78b9aab0447afb523.png\"><\/a>\u4e0a\u5b9e\u73b0\u6cdb\u5316\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u53ef\u8bbf\u95ee\u7684\u6807\u7b7e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fdb612f2129d76757c8c8beb9160d60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5fdb612f2129d76757c8c8beb9160d60.png\"><\/a>\u53ef\u80fd\u4f1a\u53d7\u5230\u6807\u7b7e\u566a\u58f0\u7684\u6c61\u67d3\uff0c\u4ece\u800c\u964d\u4f4e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7e6175fc3159721257a1511767369130.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7e6175fc3159721257a1511767369130.png\"><\/a>\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6211\u4eec\u5c06\u566a\u58f0\u6807\u7b7e\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ad2c43c4a4c72a41454f3a75db6fe51.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9ad2c43c4a4c72a41454f3a75db6fe51.png\"><\/a>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1a5b36402cb79de97e229ad5705179ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1a5b36402cb79de97e229ad5705179ec.png\"><\/a>\u5373\u4e3a\u5176\u5bf9\u5e94\u7684\u771f\u5b9e\u6807\u7b7e\u3002<\/section>\n<section><\/section>\n<section>\u901a\u5e38\uff0c\u6211\u4eec\u8003\u8651\u4e24\u79cd\u7c7b\u578b\u7684\u6807\u7b7e\u566a\u58f0\uff0c\u4ee5\u4e0b\u662f\u5b83\u4eec\u7684\u5b9a\u4e49\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u5747\u5300\u566a\u58f0\uff08Uniform Noise\uff09\u6216\u5bf9\u79f0\u566a\u58f0<\/strong>\uff1a\u5047\u8bbe\u771f\u5b9e\u6807\u7b7e\u6709<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7858590fc98788af526420c59cb7451d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7858590fc98788af526420c59cb7451d.png\"><\/a>\u7684\u6982\u7387\u5747\u5300\u5730\u7ffb\u8f6c\u5230\u5176\u4ed6\u6240\u6709\u7684\u7c7b\u522b\u3002\u5f62\u5f0f\u4e0a\uff0c\u5bf9\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79c9cbe50ec3a5520c16d77d09944b08.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-79c9cbe50ec3a5520c16d77d09944b08.png\"><\/a>\uff0c\u6211\u4eec\u6709<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fb2b97ec48dd48cd2b6a5ecb978b5245.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fb2b97ec48dd48cd2b6a5ecb978b5245.png\"><\/a>\uff0c\u5176\u4e2d c \u8868\u793a\u7c7b\u522b\u6570\u91cf\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5bf9\u5076\u566a\u58f0\uff08Pair Noise\uff09\u6216\u5bf9\u5076\u7ffb\u8f6c\u3001\u2fae\u5bf9\u79f0\u566a\u58f0<\/strong>\uff1a\u5047\u8bbe\u771f\u5b9e\u6807\u7b7e\u53ea\u80fd\u4ee5\u6982\u7387 \u03f5 \u7ffb\u8f6c\u5230\u5176\u5bf9\u5e94\u7684\u5bf9\u5076\u7c7b\u522b\uff0c\u800c\u4e0d\u4f1a\u7ffb\u8f6c\u5230\u5176\u4ed6\u4efb\u4f55\u7c7b\u522b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u566a\u58f0\u6a21\u578b\u5047\u8bbe\u8f6c\u79fb\u6982\u7387\u4ec5\u4f9d\u8d56\u4e8e\u89c2\u5bdf\u5230\u7684\u6807\u7b7e\u548c\u771f\u5b9e\u6807\u7b7e\uff0c\u5373\u4e0e\u5b9e\u4f8b\u7279\u5f81\u65e0\u5173\u3002\u800c\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6807\u7b7e\u566a\u58f0\u53ef\u80fd\u66f4\u52a0\u590d\u6742\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u5173\u6ce8\u6700\u4ee5\u4e0a\u4e24\u79cd\u5e38\u7528\u7684\u566a\u58f0\u7c7b\u578b\uff0c\u5c06\u5176\u4ed6\u566a\u58f0\u7c7b\u578b\u7559\u7ed9\u672a\u6765\u7684\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6bcf\u6b21\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u2fb8\u5148\u6839\u636e\u7ed9\u5b9a\u7684\u566a\u58f0\u7387\u548c\u566a\u58f0\u5b9a\u4e49\u2f63\u6210\u2f00\u4e2a\u6807\u7b7e\u8f6c\u79fb\u6982\u7387\u77e9\u9635\u3002\u7136\u540e\uff0c\u5bf9\u4e8e\u6bcf\u2f00\u4e2a\u8bad\u7ec3\u96c6\u548c<mark data-type=\"concepts\" data-id=\"698eae06-517e-4332-ba61-2de17c83ffb6\">\u9a8c\u8bc1\u96c6<\/mark>\u4e2d\u7684\u2f32\u51c0\u6807\u7b7e\uff0c\u6211\u4eec\u6839\u636e\u5176\u5bf9\u5e94\u7684\u8f6c\u79fb\u6982\u7387\u4ece Categorical distribution \u4e2d\u62bd\u53d6\u2f00\u4e2a\u566a\u58f0\u6807\u7b7e\u3002\u8fd9\u4e9b\u566a\u58f0\u6807\u7b7e\u5c06\u7528\u4e8e\u540e\u7eed\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-90762c4d0c23e84d902e6467424a41be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-90762c4d0c23e84d902e6467424a41be.png\"><\/a><\/section>\n<section><strong>2\u3001\u6570\u636e\u96c6\u9009\u62e9<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u9009\u62e9\u4e86 8 \u4e2a<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5728\u4e0d\u540c\u7684\u56fe\u6807\u7b7e\u566a\u58f0\u7814\u7a76\u4e2d\u88ab\u2f34\u6cdb\u4f7f\u2f64\u3002\u8fd9\u4e9b\u9009\u5b9a\u7684\u6570\u636e\u96c6\u6765\u2f83\u4e0d\u540c\u9886\u57df\uff0c\u5177\u6709\u4e0d\u540c\u7684\u7279\u5f81\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u8bc4\u4f30\u73b0\u6709\u2f45\u6cd5\u5728\u5404\u79cd\u573a\u666f\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e09\u4e2a\u7ecf\u5178\u7684\u5f15\u2f42\u2f79\u7edc\u6570\u636e\u96c6 Cora\u3001Citeseer\u3001Pubmed\uff0c\u4ee5\u53ca\u2f00\u4e2a\u4f5c\u8005\u5408\u4f5c\u7f51\u7edc\u6570\u636e\u96c6 DBLP\uff0c\u8fd8\u6709\u4e24\u4e2a\u4ee3\u8868\u6027\u7684\u4ea7\u54c1\u5171\u8d2d\u7f51\u7edc\u6570\u636e\u96c6 <mark data-type=\"institutions\" data-id=\"06b21a34-9bd5-4b93-b1be-039b073c60c6\">Amazon<\/mark>&#8211; Computers \u548c <mark data-type=\"institutions\" data-id=\"06b21a34-9bd5-4b93-b1be-039b073c60c6\">Amazon<\/mark>-Photo\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u9a8c\u8bc1\u5404\u79cd\u65b9\u6cd5\u5728\u5f02\u8d28\u56fe\u4e0a\u7684\u6027\u80fd\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e24\u4e2a\u4ee3\u8868\u6027\u7684\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u96c6 BlogCatalog \u548c Flickr\u3002\u5bf9\u4e8e\u6bcf\u2f00\u79cd\u6570\u636e\u96c6\uff0c\u6211\u4eec\u4e3a\u5176\u9002\u914d\u6700\u4e3a\u5e38\u7528\u7684\u8bad\u7ec3 &#8211; \u6d4b\u8bd5 &#8211; <mark data-type=\"concepts\" data-id=\"698eae06-517e-4332-ba61-2de17c83ffb6\">\u9a8c\u8bc1\u96c6<\/mark>\u5212\u5206\u65b9\u6cd5\uff0c\u4ee5\u786e\u4fdd\u5bf9\u5404\u79cd\u65b9\u6cd5\u8fdb\u884c\u516c\u5e73\u6bd4\u8f83\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d91c6fd72bdb98e09eac2447aedc9458.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d91c6fd72bdb98e09eac2447aedc9458.png\"><\/a><\/section>\n<section><strong>3\u3001\u65b9\u6cd5\u9009\u62e9<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u9009\u62e9\u4e86\u2f00\u7cfb\u5217\u6700\u5148\u8fdb\u7684 GLN \u7b97\u6cd5\uff0c\u5305\u62ec NRGNN\u3001RTGNN\u3001CP\u3001D-GNN\u3001 RCNGLN\u3001CLNode\u3001PIGNN\u3001UnionNET\u3001CGNN \u548c CRGNN\uff1b\u4ee5\u53ca\u2f00\u7ec4\u8bbe\u8ba1\u826f\u597d\u7684 LLN \u65b9\u6cd5\uff0c\u5305\u62ec\u4e24\u79cd\u635f\u5931\u4fee\u6b63\u65b9\u6cd5 Forward Correction \u548c Backward Correction\u3001\u4e24\u79cd\u7a33\u5065<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark> APL \u548c SCE\u3001\u4e24\u79cd\u591a\u7f51\u7edc\u5b66\u4e60\u65b9\u6cd5 Coteaching \u548c JoCoR\uff0c\u4ee5\u53ca\u2f00\u79cd\u566a\u58f0\u9002\u5e94\u5c42\u65b9\u6cd5 S- model\u3002\u5e76\u6839\u636e\u5b83\u4eec\u7684\u8bba\u2f42\u548c\u6e90\u4ee3\u7801\u4e25\u683c\u5730\u590d\u73b0\u4e86\u6240\u6709\u2f45\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>4\u3001\u671f\u671b\u7814\u7a76\u7684\u95ee\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u65e8\u5728\u56de\u7b54\u4ee5\u4e0b\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<section><strong>RQ1\uff1aLLN \u2f45\u6cd5\u80fd\u5426\u76f4\u63a5\u5e94\u2f64\u4e8e\u56fe\u5b66\u4e60\u4efb\u52a1\uff1f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\uff1a<\/strong>\u5c3d\u7ba1\u6700\u8fd1\u7684\u7814\u7a76\u8868\u660e\uff0c\u76f4\u63a5\u5c06\u4f20\u7edf\u7684\u6807\u7b7e\u566a\u58f0\u4e0b\u7684\u5b66\u4e60\uff08Learning with Label Noise, LLN\uff09\u2f45\u6cd5\u5e94\u7528\u4e8e\u56fe\u5b66\u4e60\u4efb\u52a1\u53ef\u80fd\u4e0d\u4f1a\u4ea7\u2f63\u6700\u4f73\u7ed3\u679c\uff0c\u4f46\u2f6c\u524d\u5bf9\u8fd9\u2f00\u95ee\u9898\u4ecd\u7136\u7f3a\u4e4f\u5168\u2faf\u7684\u5206\u6790\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e0c\u671b\u8c03\u67e5\u73b0\u6709 LLN \u2f45\u6cd5\u5bf9\u56fe\u5b66\u4e60\u7684\u9002\u2f64\u6027\u5e76\u7406\u89e3\u5176\u80cc\u540e\u7684\u539f\u56e0\u3002\u901a\u8fc7\u7814\u7a76\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u56fe\u6807\u7b7e\u566a\u58f0\u5e26\u6765\u7684\u72ec\u7279\u6311\u6218\uff0c\u5e76\u786e\u5b9a\u54ea\u4e9b LLN \u6280\u672f\u5728\u56fe\u5b66\u4e60\u73af\u5883\u4e2d\u4ecd\u7136\u6709\u6548\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\u6211\u4eec\u9009\u62e9\u4e86\u5728\u524d\u6587\u4e2d\u63d0\u5230\u7684 7 \u79cd LLN \u65b9\u6cd5\uff0c\u5e76\u4ee5 GCN \u4f5c\u4e3a\u9aa8\u5e72\u6a21\u578b\u5b9e\u73b0\u8fd9\u4e9b\u65b9\u6cd5\u3002\u7136\u540e\uff0c\u6211\u4eec\u5728\u516b\u79cd\u5177\u6709\u4e0d\u540c\u6027\u8d28\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"c62f1dc4-cc9b-4184-a4be-df62f23f12de\">\u8282\u70b9\u5206\u7c7b<\/mark>\u5b9e\u9a8c\uff0c\u8bc4\u4f30\u5b83\u4eec\u5728\u4e0d\u540c\u7c7b\u578b\u548c\u6c34\u5e73\u7684\u6807\u7b7e\u566a\u58f0\u4e0b\u7684\u6709\u6548\u6027\u3002\u5bf9\u4e8e\u6bcf\u79cd\u65b9\u6cd5\u548c\u6570\u636e\u96c6\uff0c\u6211\u4eec\u8bb0\u5f55\u4e86 10 \u6b21\u8fd0\u2f8f\u7684\u5e73\u5747<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u6307\u6807\u548c\u6807\u51c6\u5dee\u3002\u901a\u8fc7\u6bd4\u8f83\u8fd9\u4e9b LLN \u65b9\u6cd5\u7684\u6027\u80fd\uff0c\u6211\u4eec\u53ef\u4ee5\u786e\u5b9a\u989d\u5916\u7684 LLN \u65b9\u6cd5\u662f\u5426\u589e\u5f3a\u4e86\u9aa8\u5e72 GCN \u6a21\u578b\u7684\u7a33\u5065\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>RQ2: \u73b0\u6709\u7684 GLN \u65b9\u6cd5\u53d6\u5f97\u4e86\u591a\u5927\u8fdb\u5c55\uff1f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\uff1a<\/strong>\u5c3d\u7ba1\u5148\u524d\u7684\u7814\u7a76\u63d0\u51fa\u4e86\u8bb8\u591a GLN \u65b9\u6cd5\uff0c\u4f46\u5b83\u4eec\u4f7f\u2f64\u4e86\u4e0d\u540c\u7684\u6570\u636e\u96c6\u3001\u6570\u636e\u5212\u5206\u548c\u9884\u5904\u7406\u6280\u672f\uff0c\u4f7f\u5f97\u6211\u4eec\u96be\u4ee5\u516c\u5e73\u2f50\u8f83\u8fd9\u4e9b\u2f45\u6cd5\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u2f24\u591a\u6570\u73b0\u6709\u2f45\u6cd5\u662f\u5728\u540c\u8d28\u56fe\u4e0a\u8fdb\u2f8f\u8bc4\u4f30\u7684\uff0c\u8fd9\u5f15\u53d1\u4e86\u5b83\u4eec\u5728\u5f02\u8d28\u56fe\u4e0a\u9002\u2f64\u6027\u7684\u62c5\u5fe7\uff0c\u2f7d\u5f02\u8d28\u56fe\u5728\u5b9e\u9645\u4e2d\u4e5f\u5f88\u5e38\u2ec5\u3002\u901a\u8fc7\u7814\u7a76\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u5e0c\u671b\u786e\u5b9a\u5f53\u524d\u7684 GLN \u2f45\u6cd5\u662f\u5426\u6709\u6548\u5730\u89e3\u51b3\u4e86\u56fe\u6807\u7b7e\u566a\u58f0\u95ee\u9898\uff0c\u5e76\u627e\u51fa\u5b83\u4eec\u7684\u4e0d\u2f9c\u4e4b\u5904\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\u6211\u4eec\u5b9e\u73b0\u4e86\u524d\u2f42\u4e2d\u63cf\u8ff0\u7684 10 \u79cd\u5148\u8fdb\u7684 GLN \u2f45\u6cd5\uff0c\u7136\u540e\u4f7f\u2f64 8 \u4e2a\u5177\u6709\u4e0d\u540c\u6027\u8d28\u7684\u6570\u636e\u96c6\u548c\u7edf\u2f00\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u8bc4\u4f30\u8fd9\u4e9b\u2f45\u6cd5\u7684\u6027\u80fd\u3002\u5bf9\u4e8e\u6bcf\u79cd\u2f45\u6cd5\u548c\u6570\u636e\u96c6\uff0c\u8bb0\u5f55\u4e86 10 \u6b21\u8fd0\u2f8f\u7684\u5e73\u5747\u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u548c\u6807\u51c6\u5dee\u3002\u7531\u4e8e\u8fd9\u4e9b GLN \u2f45\u6cd5\u591a\u6570\u57fa\u4e8e GCN\uff0c\u6211\u4eec\u5728\u8fd9\u4e9b\u2f45\u6cd5\u7684\u4ee3\u7801\u5b9e\u73b0\u4e2d\u8c03\u2f64\u2f00\u4e2a\u7edf\u2f00\u7684 GCN \u2ee3\u2f32\u6a21\u578b\uff0c\u4ee5\u516c\u5e73\u5730\u8bc4\u4f30\u5b83\u4eec\u5bf9\u6807\u7b7e\u566a\u58f0\u7684\u7a33\u5065\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>RQ3: \u73b0\u6709\u7684 GLN \u2f45\u6cd5\u8ba1\u7b97\u6548\u7387\u5982\u4f55\uff1f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\uff1a<\/strong>GLN \u7684\u8ba1\u7b97\u6548\u7387\u5bf9\u4e8e\u5176\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5e94\u2f64\u81f3\u5173\u91cd\u8981\uff0c\u2f7d\u8003\u8651\u6807\u7b7e\u566a\u58f0\u53ef\u80fd\u4f1a\u5bfc\u81f4\u66f4\u2fbc\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u5c3d\u7ba1\u5148\u524d\u7684\u7814\u7a76\u6df1\u5165\u63a2\u8ba8\u4e86 GLN \u65b9\u6cd5\u7684\u51c6\u786e\u6027\u3001\u6cdb\u5316\u80fd\u2f12\u548c\u7a33\u5065\u6027\uff0c\u4f46\u5374\u5ffd\u7565\u4e86\u5bf9\u8fd9\u4e9b\u65b9\u6cd5\u8ba1\u7b97\u6548\u7387\u7684\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe<\/strong><strong>\u8ba1\uff1a<\/strong>\u6211\u4eec\u8bb0\u5f55\u4e86\u5728 30% \u5747\u5300\u566a\u58f0\u4e0b\u5404\u79cd\u65b9\u6cd5\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u8fd0\u2f8f\u65f6\u95f4\u548c\u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u6bcf\u79cd\u65b9\u6cd5\u5728\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86 10 \u6b21\u5b9e\u9a8c\u3002\u5728\u6bcf\u6b21\u5b9e\u9a8c\u4e2d\u6d4b\u91cf\u6a21\u578b\u5728<mark data-type=\"concepts\" data-id=\"698eae06-517e-4332-ba61-2de17c83ffb6\">\u9a8c\u8bc1\u96c6<\/mark>\u4e0a\u8fbe\u5230\u6700\u4f73<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u65f6\u7684\u65f6\u95f4\uff0c\u5e76\u5c06\u5176\u89c6\u4e3a\u8be5\u2f45\u6cd5\u7684\u603b\u8fd0\u884c\u65f6\u95f4\u3002\u901a\u8fc7\u8fd9\u4e9b\u5b9e\u9a8c\u53ef\u4ee5\u8bc4\u4f30 \u00a0GLN \u65b9\u6cd5\u5728\u8ba1\u7b97\u6548\u7387\u548c\u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u4e4b\u95f4\u662f\u5426\u8fbe\u5230\u4e86\u5e73\u8861\u3002<\/section>\n<section><\/section>\n<section><strong>RQ4\uff1a\u73b0\u6709\u7684 GLN \u2f45\u6cd5\u5bf9\u566a\u58f0\u7387\u654f\u611f\u5417\uff1f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\uff1a<\/strong>\u4e4b\u524d\u7684\u7814\u7a76\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u6807\u7b7e\u566a\u58f0\u7387\uff0c\u8fd9\u4f7f\u5f97\u6211\u4eec\u96be\u4ee5\u6a2a\u5411\u6bd4\u8f83\u5404\u79cd\u65b9\u6cd5\u7684\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u6709\u5fc5\u8981\u4f7f\u7528\u2f00\u7ec4\u2f00\u81f4\u7684\u566a\u58f0\u7387\u6765\u9a8c\u8bc1\u73b0\u6709\u7684 GLN \u65b9\u6cd5\u662f\u5426\u5728\u4e0d\u540c\u566a\u58f0\u6c34\u5e73\u4e0b\u4fdd\u6301\u7a33\u5b9a\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\u6211\u4eec\u5728\u76f8\u540c\u7684\u6570\u636e\u96c6\u548c\u566a\u58f0\u7c7b\u578b\u4e0b\u8bc4\u4f30\u51e0\u79cd GLN \u65b9\u6cd5\u5728\u4e0d\u540c\u566a\u58f0\u6c34\u5e73\u4e0b\u7684\u6027\u80fd\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5f15\u5165\u4e86 10%\u300120%\u300130%\u300140% \u548c 50% \u7684\u6807\u7b7e\u566a\u58f0\uff0c\u5e76\u4f7f\u2f64\u5e72\u51c0\u6807\u7b7e\u4f5c\u4e3a\u57fa\u7ebf\u3002\u968f\u540e\uff0c\u6309\u7167 RQ2 \u4e2d\u63cf\u8ff0\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u5e76\u8bc4\u4f30 GLN \u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>RQ5\uff1a\u73b0\u6709\u7684 GLN \u2f45\u6cd5\u5bf9\u4e0d\u540c\u7c7b\u578b\u7684\u6807\u7b7e\u566a\u58f0\u4e0b\u8868\u73b0\u5982\u4f55\uff1f<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\uff1a<\/strong>\u73b0\u6709\u7684 GLN \u65b9\u6cd5\u662f\u57fa\u4e8e\u5404\u79cd\u6280\u672f\u548c\u5047\u8bbe\u5f00\u53d1\u7684\uff0c\u56e0\u6b64\u5728\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u566a\u58f0\u65f6\uff0c\u5b83\u4eec\u5177\u6709\u72ec\u7279\u7684\u4f18\u52bf\u548c\u52a3\u52bf\u3002\u6b64\u5916\uff0c\u786e\u5b9a\u54ea\u79cd\u7c7b\u578b\u7684\u566a\u58f0\u5bf9\u56fe\u5b66\u4e60\u6700\u5177\u7834\u574f\u6027\u5e76\u7406\u89e3\u5176\u80cc\u540e\u7684\u539f\u56e0\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5c06\u6709\u52a9\u4e8e\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u6bcf\u79cd\u65b9\u6cd5\u7684\u5177\u4f53\u9002\u2f64\u573a\u666f\u4ee5\u53ca\u4e0d\u540c\u7c7b\u578b\u6807\u7b7e\u566a\u58f0\u7684\u72ec\u7279\u7279\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\u6211\u4eec\u4fdd\u6301 30% \u7684\u566a\u58f0\u7387\u4e0d\u53d8\uff0c\u5e76\u5bf9\u6807\u7b7e\u5e94\u2f64\u5747\u5300\u566a\u58f0\u548c\u5bf9\u5076\u566a\u58f0\u3002\u968f\u540e\uff0c\u6309\u7167\u00a0RQ2 \u4e2d\u63cf\u8ff0\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u5728\u8fd9\u4e9b\u566a\u58f0\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u5e76\u8bc4\u4f30 GLN \u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>RQ6\uff1a\u597d\u8fd8\u662f\u574f\uff1f\u91cd\u65b0\u5ba1\u89c6\u56fe\u7ed3\u6784\u5728\u6807\u7b7e\u566a\u58f0\u4e2d\u7684\u4f5c\u2f64\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u52a8\u673a\uff1a<\/strong>\u989d\u5916\u7684\u56fe\u7ed3\u6784\u533a\u5206\u4e86\u56fe\u6570\u636e\u548c\u5176\u4ed6\u7c7b\u578b\u7684\u2fae i.i.d. \u6570\u636e\u3002\u800c\u56fe\u795e\u7ecf\u2f79\u7edc\u7684\u6210\u529f\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u6d88\u606f\u4f20\u9012\u673a\u5236\uff0c\u8be5\u673a\u5236\u4ece\u56fe\u7ed3\u6784\u4e0a\u7684\u90bb\u57df\u8282\u70b9\u805a\u5408\u4fe1\u606f\u3002\u7136\u800c\uff0c\u5728\u5b58\u5728\u6807\u7b7e\u566a\u58f0\u7684\u60c5\u51b5\u4e0b\uff0c\u6cbf\u7740\u8fb9\u4f20\u64ad\u7684\u6d88\u606f\u53ef\u80fd\u6709\u53cc\u91cd\u6548\u679c\uff1a\u2f00\u65b9\u9762\uff0c\u6807\u7b7e\u566a\u58f0\u901a\u8fc7\u4f20\u64ad\u9519\u8bef\u4fe1\u606f\u5bf9\u56fe\u5b66\u4e60\u4ea7\u751f\u8d1f\u2faf\u5f71\u54cd\uff1b\u53e6\u2f00\u2f45\u2faf\uff0c\u5b83\u4e5f\u53ef\u80fd\u901a\u8fc7\u4e0e\u90bb\u5c45\u4e2d\u7684\u591a\u6570\u6807\u7b7e\u5bf9\u2eec\u6765\u7f13\u89e3\u8fd9\u79cd\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u81f3\u5173\u91cd\u8981\u7684\u662f\u7814\u7a76\u989d\u5916\u7684\u56fe\u7ed3\u6784\u662f\u5426\u4f1a\u653e\u2f24\u6807\u7b7e\u566a\u58f0\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u73b0\u6709\u7684\u2f45\u6cd5\u662f\u5426\u80fd\u6709\u6548\u89e3\u51b3\u8fd9\u2f00\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u8bbe\u8ba1\uff1a<\/strong>\u6211\u4eec\u5bf9\u5168\u90e8\u5341\u516b\u79cd\u65b9\u6cd5\u8fdb\u2f8f\u4e86\u5168\u9762\u7684\u5b9e\u9a8c\uff0c\u5305\u62ec\u2f00\u4e2a GCN \u57fa\u7ebf\u3001\u4e03\u79cd LLN \u65b9\u6cd5\u548c\u5341\u79cd GLN \u65b9\u6cd5\uff0c\u65e8\u5728\u660e\u786e\u56fe\u7ed3\u6784\u5728\u6807\u7b7e\u566a\u58f0\u5b58\u5728\u7684\u60c5\u51b5\u4e0b\u5982\u4f55\u5f71\u54cd\u56fe\u5b66\u4e60\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u8bb0\u5f55\u4e86\u4ee5\u4e0b\u51e0\u4e2a\u6307\u6807\uff0c\u5305\u62ec\u5728 30% \u5747\u5300\u566a\u58f0\u4e0b\u7684\u6b63\u786e\u6807\u8bb0\u7684\u8bad\u7ec3\u8282\u70b9\u7684\u9884\u6d4b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08ACLT\uff09\u3001\u9519\u8bef\u6807\u8bb0\u7684\u8bad\u7ec3\u8282\u70b9\u7684\u9884\u6d4b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08AILT\uff09\u3001\u6b63\u786e\u76d1\u7763\u7684\u672a\u6807\u8bb0\u8282\u70b9\u7684\u9884\u6d4b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08AUCS\uff09\u3001\u672a\u76d1\u7763\u7684\u672a\u6807\u8bb0\u8282\u70b9\u7684\u9884\u6d4b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08AUU\uff09\u548c\u9519\u8bef\u76d1\u7763\u7684\u672a\u6807\u8bb0\u8282\u70b9\u7684\u9884\u6d4b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08AUIS\uff09\u3002\u8fd9\u2fa5\uff0c\u300c\u6b63\u786e\u76d1\u7763\u300d\u3001\u300c\u9519\u8bef\u76d1\u7763\u300d\u548c\u300c\u672a\u76d1\u7763\u300d\u5206\u522b\u6307\u7684\u662f\u5728\u672a\u6807\u6ce8\u8282\u70b9\u7684\u90bb\u57df\u4e2d\u6709\u6b63\u786e\u6807\u8bb0\u7684\u8bad\u7ec3\u8282\u70b9\u3001\u9519\u8bef\u6807\u8bb0\u7684\u8bad\u7ec3\u8282\u70b9\u4ee5\u53ca\u6ca1\u6709\u6807\u8bb0\u8282\u70b9\u7684\u672a\u6807\u8bb0\u8282\u70b9\u3002<\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c\u53ca\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section><strong>\u7ed3\u8bba 1\uff1a\u5927\u591a\u6570 LLN \u65b9\u6cd5\u5e76\u672a\u663e\u8457\u63d0\u9ad8 GNN \u5bf9\u6807\u7b7e\u566a\u58f0\u7684\u7a33\u5065\u6027\uff08RQ1\uff09\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5b58\u5728\u6807\u7b7e\u566a\u58f0\u7684\u60c5\u51b5\u4e0b\uff0c\u5927\u591a\u6570\u9009\u5b9a\u7684 LLN \u65b9\u6cd5\u5e76\u672a\u663e\u8457\u63d0\u2fbc GNN \u9aa8\u5e72\u7684\u6027\u80fd\u3002\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e9b LLN \u65b9\u6cd5\u7684\u6027\u80fd\u5728\u7edf\u8ba1\u4e0a\u4e0e\u57fa\u7ebf\u76f8\u4f3c\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5e94\u2f64\u989d\u5916\u7684 LLN \u2f45\u6cd5\u751a\u81f3\u53ef\u80fd\u4f1a\u5bfc\u81f4\u66f4\u5dee\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-45706f0ea89b60190824ebdc17a17798.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-45706f0ea89b60190824ebdc17a17798.png\"><\/a><\/section>\n<section>\u4e09\u79cd\u5305\u542b\u566a\u58f0\u8f6c\u79fb\u77e9\u9635\u7684 LLN \u65b9\u6cd5 S-model\u3001Forward Correction \u548c Backward Correction\uff0c\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u8868\u73b0\u4e0e\u57fa\u7ebf\u76f8\u4f3c\u3002\u901a\u5e38\uff0c\u8fd9\u4e9b\u57fa\u4e8e\u8f6c\u79fb\u77e9\u9635\u7684\u65b9\u6cd5\u5b66\u4e60\u5230\u7684\u662f\u5bf9\u2ec6\u8f6c\u79fb\u77e9\u9635\uff0c\u8fd9\u8868\u660e\u7531\u4e8e\u6807\u7b7e\u7684\u7a00\u7f3a\uff0c\u5b83\u4eec\u672a\u80fd\u5b66\u4e60\u6b63\u786e\u7684\u6807\u7b7e\u8f6c\u79fb\u6a21\u5f0f\u3002\u591a\u7f51\u7edc\u5b66\u4e60\u65b9\u6cd5 Coteaching \u548c JoCoR \u5728\u7a00\u758f\u56fe\u4e0a\u8868\u73b0\u4e0e\u57fa\u7ebf\u76f8\u4f3c\uff0c\u4f46\u5728\u5bc6\u96c6\u56fe\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u53d1\u73b0\u4e24\u79cd\u7a33\u5065<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff0c\u4e3b\u52a8\u88ab\u52a8\u635f\u5931\uff08APL\uff09\u548c\u5bf9\u79f0<mark data-type=\"concepts\" data-id=\"1786086f-5b63-4eee-b9ed-dad4d64cdc86\">\u4ea4\u53c9\u71b5<\/mark>\uff08SCE\uff09\uff0c\u5728\u2f00\u4e9b\u6570\u636e\u96c6\u4e0a\u7565\u5fae\u589e\u5f3a\u4e86\u57fa\u7ebf\u6a21\u578b\u7684\u7a33\u5065\u6027\u3002\u8fd9\u79cd\u6539\u8fdb\u53ef\u80fd\u662f\u7531\u4e8e\u5b83\u4eec\u80fd\u591f\u51cf\u5c11\u5bf9\u9519\u8bef\u6807\u8bb0\u6837\u672c\u7684<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\uff0c\u800c\u5b83\u4eec\u7684\u72ec\u2f74\u540c\u5206\u5e03\u5047\u8bbe\u5219\u9650\u5236\u4e86\u8fd9\u79cd\u6539\u8fdb\u7684\u5e45\u5ea6\u3002\u56e0\u6b64\u5f97\u51fa\u7ed3\u8bba\uff0c\u4ec5\u4ec5\u5c06 LLN \u65b9\u6cd5\u5e94\u7528\u4e8e GNN \u5e76\u4e0d\u80fd\u5b9e\u73b0\u5bf9\u6807\u7b7e\u566a\u58f0\u7a33\u5065\u7684\u56fe\u5b66\u4e60\u89e3\u51b3\u2f45\u6848\u3002<\/section>\n<section><\/section>\n<section><strong>\u7ed3\u8bba 2\uff1a\u73b0\u6709\u7684 GLN \u2f45\u6cd5\u5728\u2f24\u591a\u6570\u60c5\u51b5\u4e0b\u53ef\u4ee5\u7f13\u89e3\u6807\u7b7e\u566a\u58f0\uff0c\u4f46\u8fd9\u79cd\u6539\u8fdb\u4ec5\u9650\u4e8e\u7279\u5b9a\u7684\u9002\u2f64\u573a\u666f\uff08RQ2\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u6bcf\u4e2a\u6570\u636e\u96c6\uff0c\u603b\u6709\u2f84\u5c11\u2f00\u79cd GLN \u65b9\u6cd5\u7684\u6297\u566a\u80fd\u529b\u4f18\u4e8e\u57fa\u7ebf GCN\uff0c\u8fd9\u8868\u660e\u8fd9\u4e9b GLN \u65b9\u6cd5\u5728\u7f13\u89e3\u56fe\u6807\u7b7e\u566a\u58f0\u95ee\u9898\u4e0a\u662f\u6709\u6548\u7684\u3002\u7136\u2f7d\uff0c\u6ca1\u6709\u2f00\u79cd\u65b9\u6cd5\u80fd\u5728\u6240\u6709\u6570\u636e\u96c6\u4e2d\u59cb\u7ec8\u8868\u73b0\u826f\u597d\u3002\u4f8b\u5982\uff0cNRGNN \u5728 Cora\u3001Citeseer \u548c DBLP \u6570\u636e\u96c6\u4e2d\u663e\u8457\u4f18\u4e8e\u57fa\u7ebf GCN\uff0c\u4f46\u5728\u5176\u4ed6\u6570\u636e\u96c6\u4e2d\u5219\u4e0d\u7136\u3002\u8fd9\u2f00\u7ed3\u679c\u8868\u660e\uff0c\u73b0\u6709\u7684 GLN \u65b9\u6cd5\u7f3a\u4e4f\u5728\u4e0d\u540c\u7c7b\u578b\u6570\u636e\u4e2d\u6cdb\u5316\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5728 Flickr \u6570\u636e\u96c6\u4e2d\uff0c\u6240\u6709 GLN \u65b9\u6cd5\u7684\u8868\u73b0\u90fd\u4e0d\u5982\u57fa\u7ebf\uff0c\u8fd9\u7a81\u663e\u4e86\u5b83\u4eec\u5728\u5904\u7406\u2fbc\u5ea6\u5f02\u8d28\u56fe\u2f45\u2faf\u7684\u4e0d\u2f9c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-14ac0e232316a83e408f71fb03e928ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-14ac0e232316a83e408f71fb03e928ae.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bba 3\uff1a\u2f00\u4e9b GLN \u65b9\u6cd5\u7684\u8ba1\u7b97\u6548\u7387\u4e0d\u9ad8\uff08RQ3\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u591a\u79cd GLN \u65b9\u6cd5\u5728\u51cf\u5c11\u6807\u7b7e\u566a\u58f0\u65b9\u9762\u6709\u6548\uff0c\u4f46\u901a\u5e38\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u2f00\u4e9b GLN \u65b9\u6cd5\u5728\u6027\u80fd\u4e0e\u8ba1\u7b97\u6548\u7387\u4e4b\u95f4\u96be\u4ee5\u5e73\u8861\u3002\u4f8b\u5982\uff0c\u5728 Cora \u6570\u636e\u96c6\u4e0a\uff0cRNCGLN \u662f\u6700\u6162\u7684\uff0c\u6bd4 GCN \u6162 66.8 \u500d\uff0c\u800c\u5728 DBLP \u6570\u636e\u96c6\u4e0a\u66f4\u662f\u6162\u4e86\u60ca\u4eba\u7684 2945.8 \u500d\u3002\u800c\u5728\u53e6\u2f00\u2f45\u2faf\uff0c\u867d\u7136 NRGNN \u65b9\u6cd5\u4e5f\u6bd4 GCN 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data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u90fd\u4f1a\u4e0b\u964d\u3002\u8fd9\u79cd\u4e0b\u964d\u5728\u5bf9\u5076\u566a\u58f0\u4e2d\u6700\u4e3a\u663e\u8457\uff0c\u5728 50% \u5bf9\u5076\u566a\u58f0\u4e0b\uff0c\u6240\u6709\u65b9\u6cd5\u7684\u6d4b\u8bd5<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u2f0f\u4e4e\u51cf\u534a\u3002\u6b64\u5916\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a RTGNN \u5728\u5747\u5300\u566a\u58f0\u4e0b\u8868\u73b0\u76f8\u5bf9\u7a33\u5b9a\uff0c\u5e76\u4e14 NRGNN \u548c PIGNN \u4e24\u79cd\u65b9\u6cd5\u5728\u4e0d\u540c\u566a\u58f0\u6c34\u5e73\u548c\u7c7b\u578b\u4e0b\uff0c\u5728 DBLP \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u57fa\u7ebf GCN\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-76adc7ffd0194030289b28c6f9ce6440.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-76adc7ffd0194030289b28c6f9ce6440.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bba 5\uff1a\u5bf9\u56fe\u5b66\u4e60\u6765\u8bf4\uff0c\u5bf9\u5076\u566a\u58f0\u66f4\u5177\u5371\u5bb3\u6027\uff08RQ5\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5bf9\u5076\u566a\u58f0\u5bf9\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u6784\u6210\u4e86\u6700\u663e\u8457\u7684\u5a01\u80c1\u3002\u6211\u4eec\u5bf9\u6b64\u53d1\u73b0\u6709\u2f00\u4e2a\u89e3\u91ca\uff1a\u56de\u987e\u5728\u524d\u6587\u4e2d\u63d0\u4f9b\u7684\u5b9a\u4e49\u3002\u5bf9\u4e8e\u5747\u5300\u566a\u58f0\uff0c\u771f\u5b9e\u6807\u7b7e\u6709\u53ef\u80fd\u7ffb\u8f6c\u5230\u4efb\u4f55\u5176\u4ed6\u7c7b\u522b\uff0c\u8fd9\u53ef\u80fd\u7531\u4e8e\u88ab\u9519\u8bef\u6807\u6ce8\u7684\u8282\u70b9\u5bfc\u81f4\u7684\u4e0d\u6b63\u786e<mark data-type=\"concepts\" 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data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u8fd9\u4e9b\u5bf9\u5076\u6807\u7b7e\uff0c\u4ece\u800c\u4f5c\u51fa\u5bf9\u5076\u7c7b\u522b\u7684\u9884\u6d4b\u3002\u5f53\u8282\u70b9\u7279\u5f81\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u673a\u5236\u4f20\u64ad\u65f6\uff0c\u8fd9\u79cd\u60c5\u51b5\u5c24\u5176\u6709\u5bb3\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u5c40\u90e8\u90bb\u57df\u5185\u7684\u5d4c\u2f0a\u66f4\u52a0\u76f8\u4f3c\uff0c\u4ece\u2f7d\u4f7f\u5f97\u5b83\u4eec\u66f4\u6709\u53ef\u80fd\u88ab\u9519\u8bef\u5206\u7c7b\u5230\u76f8\u5e94\u7684\u5bf9\u5076\u7c7b\u522b\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u8be5\u5047\u8bbe\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u5b9e\u8bc1\u7814\u7a76\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u8bb0\u5f55\u4e86\u5728 50% \u5bf9\u5076\u548c\u5747\u5300\u566a\u58f0\u4e0b GCN \u5728\u4e94\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u8bef\u5bfc\u6027\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u3002\u8fd9\u2fa5\u7684\u8bef\u5bfc\u6027\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff08AILMT\uff09\u4ee3\u8868\u6a21\u578b\u5728\u5bf9\u9519\u8bef\u5206\u7c7b\u7684\u7c7b\u522b\u505a\u51fa\u9519\u8bef\u9884\u6d4b\u65f6\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u53ef\u4ee5\u4f53\u73b0\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u7a0b\u5ea6\u3002\u5b9e\u9a8c\u7ed3\u679c\u6e05\u695a\u5730\u8868\u660e\uff0c\u5bf9\u5076\u566a\u58f0\u7684\u5bf9\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u5f71\u54cd\u6700\u5927\uff0c\u66f4\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u6a21\u578b<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u5230\u9519\u8bef\u7684\u6807\u7b7e\u4e0a\u3002\u540c\u6837\u7684\u60c5\u51b5\u4e5f\u53d1\u2f63\u5728\u5176\u4ed6 LLN \u548c GLN \u65b9\u6cd5\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b3df0dc92d5b4ec57579596d5c1c073d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b3df0dc92d5b4ec57579596d5c1c073d.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bba 6\uff1a\u56fe\u7ed3\u6784\u53ef\u4ee5\u653e\u5927\u6807\u7b7e\u566a\u58f0\u7684\u8d1f\u9762\u5f71\u54cd\uff08RQ6\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u4ece\u5b9e\u9a8c\u7ed3\u679c\u6765\u770b\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5728\u7a00\u758f\u56fe\uff08Cora\uff09\u4e2d\uff0cAUIS \u548c AUU \u76f8\u8f83\u4e8e AUCS \u663e\u8457\u4e0b\u964d\u3002\u4ee5 GCN \u5728 Cora \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u4e3a\u4f8b\uff0c\u8fd9\u79cd\u4e0b\u964d\u5206\u522b\u4e3a 36.17% \u548c 10.85%\u3002\u8fd9\u4e9b\u7ed3\u679c\u7a81\u663e\u4e86\u90bb\u5c45\u8282\u70b9\u901a\u8fc7\u6b63\u786e\u7684\u6807\u7b7e\u5bf9\u672a\u6807\u6ce8\u8282\u70b9\u8fdb\u884c\u6b63\u786e\u76d1\u7763\u5bf9 GNN \u7684\u5b66\u4e60\u8fc7\u7a0b\u2f84\u5173\u91cd\u8981\u3002\u88ab\u6b63\u786e\u6807\u6ce8\u7684\u90bb\u57df\u8282\u70b9\u63d0\u4f9b\u7684\u6b63\u786e\u76d1\u7763\u663e\u8457\u63d0\u2fbc\u4e86\u672a\u6807\u8bb0\u8282\u70b9\u7684\u5206\u7c7b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u800c\u6807\u7b7e\u566a\u58f0\u9020\u6210\u7684\u9519\u8bef\u76d1\u7763\u5219\u4e25\u91cd\u964d\u4f4e\u4e86\u8fd9\u4e9b\u8282\u70b9\u7684\u5206\u7c7b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u751a\u81f3\u6bd4\u4e0d\u8fdb\u2f8f\u90bb\u57df\u76d1\u7763\u65f6\u66f4\u7cdf\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u6211\u4eec\u7684\u7814\u7a76\u8fd8\u63ed\u793a\u4e86\u56fe\u7ed3\u6784\u589e\u5f3a\u65b9\u6cd5\u5728\u51cf\u8f7b\u6807\u7b7e\u566a\u58f0\u4f20\u64ad\u6548\u5e94\u2f45\u2faf\u7684\u6709\u6548\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u57fa\u4e8e\u56fe\u7ed3\u6784\u589e\u5f3a\u7684\u4e09\u79cd\u65b9\u6cd5\uff0c\u5373 NRGNN\u3001RTGNN \u548c RNCGLN\uff0c\u5728\u6240\u6709\u65b9\u6cd5\u4e2d\u7684 AUIS \u76f8\u8f83\u4e8e AUCS \u548c AUU \u8868\u73b0\u51fa\u4e86\u6700\u5c0f\u7684\u4e0b\u964d\u3002\u8fd9\u8868\u660e\u5b83\u4eec\u53ef\u4ee5\u6709\u6548\u51cf\u8f7b\u6807\u7b7e\u566a\u58f0\u7684\u4f20\u64ad\u6548\u5e94\u3002\u8fd9\u79cd\u73b0\u8c61\u5728\u50cf Cora \u8fd9\u6837\u7684\u7a00\u758f\u56fe\u4e2d\u66f4\u52a0\u660e\u663e\u3002\u2f00\u4e2a\u53ef\u80fd\u7684\u89e3\u91ca\u662f\u5b83\u4eec\u91c7\u7528\u7684\u989d\u5916\u56fe<mark data-type=\"tech_methods\" data-id=\"1a91730c-7d74-4031-be6d-26c362090741\">\u7ed3\u6784\u5b66\u4e60<\/mark>\u6280\u672f\u53ef\u4ee5\u5728\u91c7\u6837\u8fc7\u7a0b\u4e2d\u5f62\u6210\u2f64\u4e8e\u9884\u6d4b\u7684\u66f4\u5bc6\u96c6\u7684\u56fe\u7ed3\u6784\u3002\u56e0\u6b64\uff0c\u5206\u7c7b\u5668\u53ef\u4ee5\u83b7\u5f97\u66f4\u591a\u6765\u2f83\u90bb\u57df\u8282\u70b9\u7684\u53c2\u8003\uff0c\u4ece\u2f7d\u51cf\u5c11\u5bf9\u90bb\u57df\u9519\u8bef\u6807\u8bb0\u6837\u672c\u7684\u4f9d\u8d56\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1299261c37ccb15094dde9aeb7a14eda.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-1299261c37ccb15094dde9aeb7a14eda.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bba 7\uff1a\u7a00\u758f\u56fe\u66f4\u5bb9\u6613\u53d7\u5230\u6807\u7b7e\u566a\u58f0\u4f20\u64ad\u6548\u5e94\u7684\u5f71\u54cd\uff08RQ6\uff09<\/strong><\/section>\n<p>\u4ece Table 2 \u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u6807\u7b7e\u566a\u58f0\u7684\u4f20\u64ad\u6548\u5e94\u5728\u5e73\u5747\u5ea6\u8f83\u4f4e\u7684\u7a00\u758f\u56fe\uff08\u5982 Cora\u3001 Citeseer\u3001Pubmed \u548c DBLP\uff09\u4e0a\u975e\u5e38\u4e25\u91cd\uff0c\u4f46\u5728\u5bc6\u96c6\u56fe\uff08\u5982 <mark data-type=\"institutions\" data-id=\"06b21a34-9bd5-4b93-b1be-039b073c60c6\">Amazon<\/mark>-Computers\u3001 <mark data-type=\"institutions\" data-id=\"06b21a34-9bd5-4b93-b1be-039b073c60c6\">Amazon<\/mark>-Photos\u3001Blogcatalog \u548c Flickr\uff09\u4e0a\u5219\u4e0d\u660e\u663e\u3002\u5bf9\u6b64\u73b0\u8c61\u7684\u89e3\u91ca\u662f\uff1a\u7a00\u758f\u56fe\u4e0a\u7684\u672a\u6807\u8bb0\u8282\u70b9\u5728\u5176\u90bb\u57df\u4e2d\u901a\u5e38\u53ea\u6709\u6709\u9650\u6570\u91cf\u7684\u6807\u6ce8\u8282\u70b9\u53ef\u7528\u4e8e\u76d1\u7763\uff0c\u6240\u4ee5\u8fd9\u4e9b\u672a\u6807\u6ce8\u8282\u70b9\u7684\u9884\u6d4b\u7ed3\u679c\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5176\u90bb\u57df\u4e2d\u6709\u9650\u7684\u6807\u6ce8\u8282\u70b9\uff0c\u5982\u679c\u8fd9\u4e9b\u8282\u70b9\u88ab\u9519\u8bef\u6807\u6ce8\uff0c\u5219\u5f88\u5bb9\u6613\u5bfc\u81f4\u672a\u6807\u6ce8\u8282\u70b9\u8868\u793a\u7684\u9519\u8bef\u5b66\u4e60\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5bf9\u4e8e\u5bc6\u96c6\u56fe\uff0c\u672a\u6807\u6ce8\u8282\u70b9\u7684\u90bb\u57df\u5305\u542b\u8bb8\u591a\u53ef\u4ee5\u4f5c\u4e3a\u53c2\u8003\u7684\u6807\u6ce8\u8282\u70b9\u3002<\/p>\n<section>\u56e0\u6b64\uff0c\u5206\u7c7b\u5668\u6a21\u578b\u66f4\u6709\u53ef\u80fd\u4ece\u8fd9\u4e9b\u6807\u6ce8\u8282\u70b9\u4e2d\u627e\u5230\u6b63\u786e\u7684\u76d1\u7763\u3002\u8fd9\u2f00\u5047\u8bbe\u5f97\u5230\u4e86 Table 1 \u4e2d\u5b9e\u9a8c\u7ed3\u679c\u7684\u8fdb\u2f00\u6b65\u2f40\u6301\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u4e0e\u7a00\u758f\u56fe\uff08\u5982 Cora\u3001Citeseer \u548c Pubmed\uff09\u76f8\u2f50\uff0cGCN \u5728\u5177\u6709\u2fbc\u5e73\u5747\u8282\u70b9\u5ea6\u7684\u5bc6\u96c6\u56fe\uff08\u5982 Blogcatalog \u548c <mark data-type=\"institutions\" data-id=\"06b21a34-9bd5-4b93-b1be-039b073c60c6\">Amazon<\/mark>-Computers\uff09\u4e0a\u66f4\u4e0d\u5bb9\u6613\u4ea7\u2f63<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e94\u3001\u5b9e\u8df5\u843d\u5730\u4e0e\u6301\u7eed\u7814\u7a76<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63d0\u51fa\u7684\u9488\u5bf9\u6807\u7b7e\u566a\u58f0\u4e0b\u56fe\u795e\u7ecf\u2f79\u7edc\u7684\u7efc\u5408<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c\u53ef\u5e2e\u52a9\u963f\u91cc\u76f8\u5173\u56e2\u961f\u66f4\u7cbe\u51c6\u5730\u8bc4\u4f30\u56fe\u76f8\u5173\u6280\u672f\u5728\u843d\u5730\u65f6\u7684\u6574\u4f53\u98ce\u9669\u6570\u636e\uff0c\u5e76\u2fbc\u6548\u63a8\u8fdb\u540e\u7eed\u76f8\u5173\u7684\u7b97\u6cd5\u843d\u5730\u548c\u5e94\u7528\u3002\u6700\u540e\uff0c\u6211\u4eec\u4e5f\u4e3a\u8be5\u9886\u57df\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u2f00\u4e9b\u601d\u8def\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u8bbe\u8ba1\u5e7f\u6cdb\u9002\u7528\u7684 GLN \u65b9\u6cd5<\/strong>\u3002\u2f24\u591a\u6570\u73b0\u6709\u7684 GLN \u65b9\u6cd5\u65e0\u6cd5\u5728\u6240\u6709\u573a\u666f\u4e2d\u786e\u4fdd\u2f00\u81f4\u7684\u9ad8\u6027\u80fd\uff0c\u5c24\u5176\u5728\u9ad8\u5ea6\u5f02\u8d28\u7684\u56fe\u4e2d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u80fd\u9700\u8981\u63a2\u7d22\u51e0\u4e2a\u5173\u952e\u95ee\u9898\uff1aa\uff09\u4e0d\u540c\u56fe\u6570\u636e\u96c6\u7684\u5171\u540c\u5c5e\u6027\u662f\u4ec0\u4e48\uff1fb\uff09\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u5171\u540c\u5c5e\u6027\u589e\u5f3a GNNs 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