{"id":3682,"date":"2026-01-30T06:32:43","date_gmt":"2026-01-30T06:32:43","guid":{"rendered":"https:\/\/umaax.com\/shenmeshitushenjingwangluographneuralnetworksgnnsaibaikezhis\/"},"modified":"2026-01-30T06:32:43","modified_gmt":"2026-01-30T06:32:43","slug":"shenmeshitushenjingwangluographneuralnetworksgnnsaibaikezhis","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshitushenjingwangluographneuralnetworksgnnsaibaikezhis\/","title":{"rendered":"\u4ec0\u4e48\u662f\u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph Neural Networks, GNNs\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u5728\u5f53\u4eca\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u6570\u636e\u4e4b\u95f4\u7684\u5173\u7cfb\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u3002\u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph Neural Networks, 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Graphs\uff09<\/strong>\uff1a\u8bb8\u591a\u73b0\u5b9e\u4e16\u754c\u7684\u56fe\u662f\u52a8\u6001\u53d8\u5316\u7684\uff0c\u8282\u70b9\u548c\u8fb9\u53ef\u80fd\u4f1a\u968f\u65f6\u95f4\u51fa\u73b0\u6216\u6d88\u5931\u3002\u5f00\u53d1\u80fd\u591f\u9002\u5e94\u56fe\u7ed3\u6784\u53d8\u5316\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u3002<\/li>\n<li><strong>\u5bf9\u6297\u653b\u51fb\uff08Adversarial Attacks\uff09<\/strong>\uff1a\u4e0e\u5176\u5b83\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e00\u6837\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u4e5f\u53ef\u80fd\u53d7\u5230\u5bf9\u6297\u653b\u51fb\u7684\u5f71\u54cd\uff0c\u6076\u610f\u4fee\u6539\u56fe\u4e2d\u7684\u4e00\u5c0f\u90e8\u5206\u4fe1\u606f\u53ef\u80fd\u4f1a\u8bef\u5bfc\u6a21\u578b\u505a\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002<\/li>\n<li><strong>\u89e3\u91ca\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff08Interpretability\uff09<\/strong>\uff1a\u5c3d\u7ba1\u56fe\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u4f46\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u5f80\u5f80\u4e0d\u900f\u660e\uff0c\u96be\u4ee5\u89e3\u91ca\u3002\u63d0\u9ad8\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u53ef\u89e3\u91ca\u6027\u5bf9\u4e8e\u83b7\u5f97\u7528\u6237\u4fe1\u4efb\u548c\u5e94\u7528\u4e8e\u5173\u952e\u9886\u57df\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u56fe\u7684\u7a00\u758f\u6027\uff08Sparsity\uff09<\/strong>\uff1a\u5728\u67d0\u4e9b\u5e94\u7528\u4e2d\uff0c\u56fe\u6570\u636e\u53ef\u80fd\u975e\u5e38\u7a00\u758f\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u4fe1\u606f\u4f20\u64ad\u4e0d\u5145\u5206\uff0c\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<li><strong>\u6807\u7b7e\u7a00\u7f3a\uff08Limited Labels\uff09<\/strong>\uff1a\u5728\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u56fe\u6570\u636e\u7684\u6807\u7b7e\u53ef\u80fd\u975e\u5e38\u6709\u9650\uff0c\u8fd9\u4f7f\u5f97\u76d1\u7763\u5b66\u4e60\u53d8\u5f97\u56f0\u96be\u3002\u9700\u8981\u63a2\u7d22\u66f4\u591a\u7684\u534a\u76d1\u7763\u6216\u65e0\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u6765\u5229\u7528\u672a\u6807\u8bb0\u6570\u636e\u3002<\/li>\n<li><strong>\u8f6f\u4ef6\u548c\u786c\u4ef6\u7684\u9002\u914d\u6027<\/strong>\uff1a\u73b0\u6709\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u53ef\u80fd\u6ca1\u6709\u4e3a\u56fe\u795e\u7ecf\u7f51\u7edc\u63d0\u4f9b\u8db3\u591f\u7684\u652f\u6301\uff0c\u9700\u8981\u5f00\u53d1\u65b0\u7684\u8f6f\u4ef6\u5de5\u5177\u548c\u786c\u4ef6\u52a0\u901f\u5668\u6765\u4f18\u5316\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u3002<\/li>\n<li><strong>\u7406\u8bba\u57fa\u7840<\/strong>\uff1a\u5c3d\u7ba1\u56fe\u795e\u7ecf\u7f51\u7edc\u5728\u5b9e\u8df5\u4e2d\u53d6\u5f97\u4e86\u6210\u529f\uff0c\u4f46\u5176\u7406\u8bba\u57fa\u7840\u4ecd\u7136\u4e0d\u591f\u5b8c\u5584\u3002\u9700\u8981\u66f4\u6df1\u5165\u7684\u7814\u7a76\u6765\u7406\u89e3\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u539f\u7406\u3001\u8868\u8fbe\u80fd\u529b\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h2>\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u56fe\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u53d1\u5c55\u524d\u666f\u5e7f\u9614\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u6709\u671b\u5728\u5904\u7406\u5927\u89c4\u6a21\u3001\u52a8\u6001\u3001\u5f02\u6784\u56fe\u6570\u636e\u65b9\u9762\u53d6\u5f97\u7a81\u7834\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u5176\u5728\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u751f\u7269\u4fe1\u606f\u5b66\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u7684\u5e94\u7528\u3002\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3001\u5bf9\u6297\u653b\u51fb\u7684\u9c81\u68d2\u6027\u4ee5\u53ca\u9002\u5e94\u6027\uff0c\u5c06\u6210\u4e3a\u56fe\u795e\u7ecf\u7f51\u7edc\u53d1\u5c55\u7684\u5173\u952e\u65b9\u5411\u3002\u4e0e\u5176\u4ed6\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u878d\u5408\uff0c\u5982\u4e0e\u77e5\u8bc6\u56fe\u8c31\u3001\u6df1\u5ea6\u5b66\u4e60\u7684\u7ed3\u5408\uff0c\u5c06\u5f00\u8f9f\u65b0\u7684\u7814\u7a76\u548c\u5e94\u7528\u524d\u666f\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u5f53\u4eca\u4fe1\u606f\u7206\u70b8\u7684\u65f6\u4ee3\uff0c\u6570\u636e\u4e4b\u95f4\u7684\u5173\u7cfb\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u3002\u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph Neural Networks, GNNs\uff09\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\u7684\u80fd\u529b\u8131\u9896\u800c\u51fa\uff0c\u901a\u8fc7\u6355\u6349\u8282\u70b9\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u4e3a\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u751f\u7269\u4fe1\u606f\u5b66\u7b49\u9886\u57df\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5206\u6790\u5de5\u5177\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u57fa\u672c\u539f\u7406\u3001\u5173\u952e\u6280\u672f\u53ca\u5176\u5728\u591a\u4e2a\u884c\u4e1a\u7684\u5e94\u7528\u524d\u666f\uff0c\u63ed\u793a\u8fd9\u4e00\u524d\u6cbf\u6280\u672f\u5982\u4f55\u89e3\u9501\u6570\u636e\u7684\u6df1\u5c42\u4ef7\u503c\u3002 \u00a0 \u4ec0\u4e48\u662f\u56fe\u795e\u7ecf\u7f51\u7edc \u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph Neural Networks, GNNs\uff09\u662f\u4e00\u79cd\u4e13\u95e8\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u8282\u70b9\u548c\u8fb9\u7684\u5173\u7cfb\u6765\u5b66\u4e60\u56fe\u4e2d\u6bcf\u4e2a\u8282\u70b9\u7684\u8868\u793a\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8282\u70b9\u5206\u7c7b\u3001\u56fe\u5206\u7c7b\u548c\u94fe\u63a5\u9884\u6d4b\u7b49\u4efb\u52a1\u3002GNN\u80fd\u6709\u6548\u6355\u6349\u8282\u70b9\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u5bf9\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u751f\u7269\u4fe1\u606f\u5b66\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u5e94\u7528\u4ef7\u503c\u3002 \u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u539f\u7406 \u56fe\u795e\u7ecf\u7f51\u7edc\uff08Graph Neural Networks, 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