{"id":1069986,"date":"2022-12-29T23:00:00","date_gmt":"2022-12-30T07:00:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069986"},"modified":"2024-09-25T03:15:43","modified_gmt":"2024-09-25T10:15:43","slug":"deep-graph-learning","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/deep-graph-learning\/","title":{"rendered":"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6df1\u5165\u63a2\u7d22\u56fe\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e24\u5927\u6311\u6218\uff0c\u4ee5\u56fe\u6df1\u5ea6\u5b66\u4e60\u8d4b\u80fd\u77e5\u8bc6\u8ba1\u7b97"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5728 NeurIPS 2022 \u8054\u5408 Open Graph Benchmark \u4e3e\u529e\u7684\u5927\u89c4\u6a21\u56fe\u5b66\u4e60\u7ade\u8d5b\uff08Open Graph Benchmark Large-Scale Challenge\uff0cOGB-LSC\uff09\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6570\u636e\u3001\u77e5\u8bc6\u4e0e\u667a\u80fd\uff08DKI\uff09\u7ec4\u7684\u7814\u7a76\u5458\u4eec\u805a\u7126\u77e5\u8bc6\u56fe\u8c31\u7684\u94fe\u63a5\u9884\u6d4b\u4efb\u52a1\uff0c\u901a\u8fc7\u66f4\u597d\u7684\u77e5\u8bc6\u56fe\u8c31\u8865\u5168\u65b9\u6848\uff0c\u5b9e\u73b0\u4e86\u77e5\u8bc6\u56fe\u8c31\u66f4\u9ad8\u7684\u201c\u65f6\u6548\u6027\u201d\u3001\u201c\u51c6\u786e\u6027\u201d\u548c\u201c\u5b8c\u5907\u6027\u201d\u3002\u800c\u5728\u4eca\u5e742\u6708 WSDM 2022 \u8054\u5408\u4e9a\u9a6c\u900a\u4e3e\u529e\u7684\u52a8\u6001\u5f02\u8d28\u56fe\u4e0a\u7684\u94fe\u63a5\u9884\u6d4b\u7ade\u8d5b\u4e2d\uff0cDKI 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ChatGPT\uff1b\u53e6\u4e00\u7c7b\u662f\u901a\u8fc7\u663e\u5f0f\u7684\u77e5\u8bc6\u5efa\u6a21\uff0c\u5229\u7528\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u8868\u8fbe\uff0c\u5c06\u5176\u5b58\u50a8\u4e8e\u77e5\u8bc6\u5e93\u4e2d\uff0c\u53ef\u4ee5\u663e\u5f0f\u8fdb\u884c\u95ee\u7b54\u3001\u63a8\u7406\u7b49\u4efb\u52a1\uff0c\u7136\u800c\u5982\u4f55\u66f4\u597d\u5730\u5229\u7528\u77e5\u8bc6\u5e93\u4e2d\u7684\u77e5\u8bc6\u5374\u662f\u4e2a\u96be\u9898\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI 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NeurIPS 2022 \u5927\u89c4\u6a21\u56fe\u5b66\u4e60\u7ade\u8d5b OGB-LSC \u4e0a\u7684\u8bfe\u9898\uff0c\u6bd4\u8d5b\u7ed3\u679c\u8868\u660e\u6211\u4eec\u7684\u7814\u7a76\u5df2\u7ecf\u53d6\u5f97\u4e86\u9636\u6bb5\u6027\u6210\u679c\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u4e3b\u7ba1\u7814\u7a76\u5458\u675c\u4ed1\u8868\u793a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7cfb\u5217\u7814\u7a76\u8ba9\u56fe\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u66f4\u901a\u7528-\u66f4\u7a33\u5b9a\">\u7cfb\u5217\u7814\u7a76\u8ba9\u56fe\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u66f4\u901a\u7528\u3001\u66f4\u7a33\u5b9a<\/h2>\n\n\n\n<p>\u56fe\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u7814\u7a76\u5185\u5bb9\u975e\u5e38\u5e7f\u6cdb\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u5c06\u7cfb\u5217\u7814\u7a76\u805a\u7126\u5728\u4e86\u56fe\u6df1\u5ea6\u5b66\u4e60\u9700\u8981\u6301\u7eed\u653b\u514b\u7684\u51e0\u4e2a\u8bfe\u9898\u4e0a\uff1a\u8bbe\u8ba1\u66f4\u901a\u7528\u3001\u66f4\u5177\u6cdb\u5316\u6027\u7684\u56fe\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u548c\u66f4\u7a33\u5b9a\u6709\u6548\u7684\u6a21\u578b\u8bad\u7ec3\u7b56\u7565\uff0c\u4ee5\u53ca\u63a2\u7d22\u66f4\u5e7f\u6cdb\u7684\u56fe\u6a21\u578b\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u4ece\u6a21\u578b\u8bbe\u8ba1\u7684\u89d2\u5ea6\uff0c\u76ee\u524d\u5f88\u591a\u6a21\u578b\u90fd\u64c5\u957f\u5904\u7406\u5177\u6709\u540c\u914d\u5c5e\u6027\u7684\u6570\u636e\u3002\u540c\u914d\u5c5e\u6027\u662f\u6307\u56fe\u4e0a\u8282\u70b9\u5177\u6709\u76f8\u90bb\u76f8\u4f3c\u6027\uff0c\u8fd9\u79cd\u6027\u8d28\u5728\u4f20\u7edf\u7684\u56fe\u7814\u7a76\u5bf9\u8c61\u4e2d\u5b58\u5728\u8f83\u591a\uff0c\u4f8b\u5982\u793e\u4ea4\u7f51\u7edc\u3001\u4ea4\u901a\u8def\u7f51\u7b49\u7b49\uff0c\u7136\u800c\u56fe\u6570\u636e\u7684\u8986\u76d6\u9762\u975e\u5e38\u5e7f\uff0c\u4f8b\u5982\u4f01\u4e1a\u4e2d\u56e2\u961f\u534f\u4f5c\u7684\u5173\u7cfb\u7f51\u7edc\u5c31\u6709\u66f4\u660e\u663e\u7684\u4f18\u52bf\u4e92\u8865\u503e\u5411\uff0c\u6216\u8005\u63a8\u8350\u7cfb\u7edf\u4e2d\u7528\u6237\u5bf9\u4e8e\u5185\u5bb9\u4e0d\u559c\u6b22\u7684\u53cd\u9988\u7f51\u7edc\u663e\u7136\u4e0d\u5177\u5907\u540c\u914d\u5173\u7cfb\u3002\u90a3\u4e48\u5982\u4f55\u5efa\u6a21\u66f4\u5e7f\u6cdb\u7c7b\u578b\u7684\u56fe\uff0c\u5e76\u6316\u6398\u66f4\u591a\u56fe\u4e2d\u7684\u6709\u6548\u4fe1\u53f7\uff0c\u662f\u76ee\u524d\u6a21\u578b\u8bbe\u8ba1\u4e0a\u7684\u4e00\u4e2a\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u4ece\u6a21\u578b\u8bad\u7ec3\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u7531\u4e8e\u56fe\u6570\u636e\u4e2d\u8282\u70b9\u548c\u8282\u70b9\u7684\u8fde\u8fb9\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u65e0\u6cd5\u7b80\u5355\u5730\u6d41\u5f0f\u904d\u5386\u6570\u636e\uff0c\u9700\u8981\u914d\u5408\u56fe\u91c7\u6837\u7b49\u6280\u672f\u624d\u80fd\u8fdb\u884c\u6709\u6548\u7684\u8bad\u7ec3\uff0c\u56e0\u6b64\u5982\u4f55\u5728\u4fdd\u8bc1\u9ad8\u6548\u8bad\u7ec3\u7684\u540c\u65f6\u53c8\u5c3d\u53ef\u80fd\u51cf\u5c11\u4fe1\u606f\u635f\u5931\uff0c\u662f\u771f\u5b9e\u5927\u89c4\u6a21\u56fe\u6570\u636e\u573a\u666f\u4e2d\u7684\u91cd\u8981\u95ee\u9898\u3002\u9664\u4e86\u56fe\u7279\u6709\u7684\u95ee\u9898\u5916\uff0c\u56fe\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u4e5f\u4f1a\u9047\u5230\u5176\u4ed6\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6240\u9762\u4e34\u7684\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u5982\u4f55\u4fdd\u8bc1\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u3001\u6548\u7387\u548c\u6700\u7ec8\u6a21\u578b\u7684\u6cdb\u5316\u8868\u73b0\u7b49\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u56fe\u6a21\u578b\u7684\u8fc7\u538b\u7f29\uff08oversquashing\uff09\u3001\u8fc7\u5e73\u6ed1\uff08oversmoothing\uff09\uff0c\u4ee5\u53ca\u4e00\u822c\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\u521d\u59cb\u5316\u3001\u8fc7\u62df\u5408\u7b49\u4e5f\u90fd\u662f\u9700\u8981\u4e00\u4e00\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u8fd1\u51e0\u5e74\u7684\u6301\u7eed\u7814\u7a76\uff0cDKI \u7ec4\u7684\u7814\u7a76\u5458\u4eec\u5728\u9002\u7528\u8303\u56f4\u66f4\u5e7f\u3001\u53ef\u89e3\u91ca\u6027\u66f4\u5f3a\u7684\u56fe\u6a21\u578b\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u4e00\u4e9b\u901a\u7528\u7684\u63d0\u9ad8\u6a21\u578b\u8bad\u7ec3\u7a33\u5b9a\u6027\u548c\u6cdb\u5316\u6027\u7684\u8bbe\u8ba1\u7b49\u65b9\u9762\u90fd\u53d6\u5f97\u4e0d\u5c11\u7a81\u7834\u6027\u6210\u679c\u3002<\/p>\n\n\n\n<p>\u5728\u66f4\u5177\u6cdb\u5316\u6027\u7684\u6a21\u578b\u7ed3\u6784\u8bbe\u8ba1\u65b9\u9762\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u9488\u5bf9\u56fe\u540c\u914d\u6027\u548c\u5f02\u914d\u6027\u540c\u65f6\u5efa\u6a21\u7684\u53cc\u6838\u56fe\u7f51\u7edc\u6a21\u578b\uff0c\u548c\u9488\u5bf9\u90bb\u57df\u7279\u5f81\u5206\u5e03\u5efa\u6a21\u7684\u6df7\u5408\u77e9\u56fe\u7f51\u7edc\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9488\u5bf9\u56fe\u540c\u914d\u6027\u548c\u5f02\u914d\u6027\u540c\u65f6\u5efa\u6a21\u7684\u53cc\u6838\u56fe\u7f51\u7edc\u6a21\u578b\uff1a\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u65e0\u6cd5\u5efa\u6a21\u5f02\u914d\u5173\u7cfb\u7684\u90e8\u5206\u539f\u56e0\u662f\uff0c\u5bf9\u540c\u4e00\u9636\u90bb\u5c45\u7684\u5411\u91cf\u8868\u5f81\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u6838\u505a\u53d8\u6362\u6240\u81f4\uff0c\u5373\u4f7f\u4f7f\u7528\u7c7b\u4f3c\u4e8e\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\uff08GAT\uff09\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4f46\u7531\u4e8e\u6ce8\u610f\u529b\u8ba1\u7b97\u7684\u6743\u91cd\u603b\u662f\u4e00\u4e2a\u6b63\u503c\uff0c\u6240\u4ee5\u4e00\u4e2a\u6838\u65e0\u6cd5\u540c\u65f6\u5bf9\u8282\u70b9\u8868\u5f81\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u548c\u76f8\u5f02\u6027\uff08\u5982\u6b63\u8d1f\u76f8\u5173\u6027\uff09\u8fdb\u884c\u5efa\u6a21\u3002\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u5206\u6790\u53d1\u73b0\uff0c\u65e0\u8bba\u662f\u5728\u540c\u914d\u56fe\u8fd8\u662f\u5f02\u914d\u56fe\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u90fd\u5b58\u5728\u7740\u76f8\u5f53\u6570\u91cf\u7684\u5f02\u914d\u5b50\u56fe\uff0c\u4e14\u5b50\u56fe\u7684\u5f02\u914d\u5ea6\u53c2\u5dee\u4e0d\u9f50\uff0c\u800c\u4f20\u7edf\u6a21\u578b\u5982 GCN\uff08\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff09\u5728\u540c\u914d\u5b50\u56fe\u4e0a\u5f80\u5f80\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5728\u5f02\u914d\u5b50\u56fe\u4e0a\u53d1\u6325\u8f83\u5dee\uff0c\u8fd9\u5145\u5206\u8bf4\u660e\u4e86\u540c\u65f6\u5efa\u6a21\u540c\u914d\u548c\u5f02\u914d\u6027\u6a21\u578b\u7684\u5fc5\u8981\u6027\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u53cc\u6838\u7279\u5f81\u8f6c\u6362\u548c\u95e8\uff08gate\uff09\u673a\u5236\u7684\u65b0\u578b GNN\uff08\u56fe\u5f62\u795e\u7ecf\u7f51\u7edc\uff09\u6a21\u578b\u2014\u2014GBK-GNN\u3002\u901a\u8fc7\u5177\u6709\u4e0d\u540c\u540c\u8d28\u5f02\u8d28\u7279\u6027\u7684\u4e03\u4e2a\u771f\u5b9e\u6570\u636e\u96c6\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u8868\u660e\uff0c\u4e0e\u5176\u4ed6 SOTA \u65b9\u6cd5\u76f8\u6bd4\uff0cGBK-GNN \u6709\u7a33\u5b9a\u4e14\u663e\u8457\u7684\u63d0\u5347\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"400\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-1-1024x400.png\" alt=\"diagram\" class=\"wp-image-1070061\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-1-1024x400.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-1-300x117.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-1-768x300.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-1-240x94.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-1.png 1217w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1aGBK-GNN \u6a21\u578b\u67b6\u6784\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9488\u5bf9\u90bb\u57df\u7279\u5f81\u5206\u5e03\u5efa\u6a21\u7684\u6df7\u5408\u77e9\u56fe\u7f51\u7edc\u6a21\u578b\uff1aGNN \u662f\u4e00\u7c7b\u901a\u8fc7\u805a\u5408\u90bb\u5c45\u4fe1\u606f\u6765\u5bf9\u56fe\u4e0a\u7684\u8282\u70b9\u3001\u8fb9\u6216\u8005\u5b50\u56fe\u8fdb\u884c\u8868\u793a\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u7136\u800c\uff0c\u5927\u591a\u6570\u73b0\u6709\u7684 GNN \u90fd\u4f7f\u7528\u5355\u4e00\u7684\u7edf\u8ba1\u91cf\uff0c\u5982\u5e73\u5747\u6570\u3001\u6700\u5927\u503c\u548c\u6c42\u548c\uff0c\u6765\u805a\u5408\u90bb\u5c45\u7684\u7279\u5f81\uff0c\u4e22\u5931\u4e86\u4e0e\u90bb\u5c45\u7279\u5f81\u5206\u5e03\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u6027\u80fd\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u501f\u9274\u7edf\u8ba1\u5b66\u7406\u8bba\u7684\u77e9\u65b9\u6cd5\uff0c\u63d0\u51fa\u4e86\u65b0\u7684 GNN \u6a21\u578b\u2014\u2014\u6df7\u5408\u77e9\u56fe\u795e\u7ecf\u7f51\u7edc MM-GNN\u3002\u572815\u4e2a\u771f\u5b9e\u4e16\u754c\u56fe\u6570\u636e\u96c6\uff08\u5305\u62ec\u793e\u4ea4\u7f51\u7edc\u3001\u5f15\u6587\u7f51\u7edc\u548c\u7f51\u9875\u7f51\u7edc\u7b49\uff09\u4e0a\u8fdb\u884c\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u8868\u660e\uff0cMM-GNN \u4f18\u4e8e\u73b0\u6709\u7684\u6700\u5148\u8fdb\u7684\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"355\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2-1024x355.png\" alt=\"diagram\" class=\"wp-image-1070064\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2-1024x355.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2-300x104.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2-768x266.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2-1536x532.png 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2-240x83.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/deep-graph-learning-2.png 1565w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1aMM-GNN \u6a21\u578b\u67b6\u6784\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u63a2\u7d22\u7a33\u5b9a\u7684\u56fe\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u8fd8\u53d1\u73b0\u4e86\u7a33\u5b9a\u795e\u7ecf\u5143\u7684\u54cd\u5e94\u5bf9\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u63d0\u5347\u7684\u5e2e\u52a9\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u7684\u795e\u7ecf\u5143\u7ade\u4e89\u521d\u59cb\u5316\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7a33\u5b9a\u795e\u7ecf\u5143\u54cd\u5e94\u4ee5\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u6027\u80fd\uff1a\u7814\u7a76\u5458\u4eec\u4ece\u795e\u7ecf\u5143\u7ea7\u522b\u7684\u7ec6\u7c92\u5ea6\u51fa\u53d1\uff0c\u5206\u6790\u4e86\u5355\u4e2a\u795e\u7ecf\u5143\u5728\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u548c\u6d4b\u8bd5\u4e2d\u7684\u54cd\u5e94\u7279\u6027\uff0c\u53d1\u73b0\u63d0\u5347\u795e\u7ecf\u5143\u5bf9\u540c\u7c7b\u8f93\u5165\u6837\u672c\u54cd\u5e94\u7684\u7a33\u5b9a\u6027\u80fd\u591f\u6709\u6548\u5730\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u6027\u80fd\u3002\u636e\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u7528\u7684\u6b63\u5219\u9879\uff0c\u7528\u4e8e\u63a7\u5236\u795e\u7ecf\u5143\u5728\u6fc0\u6d3b\u72b6\u6001\u4e0b\u54cd\u5e94\u7684\u7c7b\u5185\u65b9\u5dee\u3002\u8be5\u6b63\u5219\u9879\u7b80\u5355\u9ad8\u6548\uff0c\u4e0d\u4ec5\u663e\u8457\u63d0\u9ad8\u4e86\u56fe\u5b66\u4e60\u9886\u57df\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u8fd8\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4e2d\u4e3a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u548c\u591a\u5c42\u611f\u77e5\u673a\u6a21\u578b\u5e26\u6765\u4e86\u663e\u8457\u63d0\u5347\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u7684\u795e\u7ecf\u5143\u7ade\u4e89\u521d\u59cb\u5316\u7b56\u7565\uff1a\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u7a33\u5b9a\u7684\u8bad\u7ec3\u8fc7\u7a0b\u5f80\u5f80\u4f9d\u8d56\u4e8e\u6709\u6548\u7684\u521d\u59cb\u5316\u673a\u5236\u3002\u73b0\u6709\u7684\u521d\u59cb\u5316\u673a\u5236\u7814\u7a76\u5de5\u4f5c\u4e3b\u8981\u5173\u6ce8\u4e8e\u5982\u4f55\u66f4\u597d\u5730\u7f13\u89e3\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6240\u51fa\u73b0\u7684\u68af\u5ea6\u6d88\u5931\u6216\u7206\u70b8\u95ee\u9898\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u63d0\u5347\u6a21\u578b\u6700\u7ec8\u6cdb\u5316\u6548\u679c\u7684\u5173\u6ce8\u3002\u53d7\u4fe1\u606f\u74f6\u9888\u7406\u8bba\uff08information bottleneck theory\uff09\u7684\u542f\u53d1\uff0c\u7814\u7a76\u5458\u4eec\u5b9a\u4e49\u4e86\u4e24\u4e2a\u521d\u59cb\u5316\u76ee\u6807\uff0c\u4fdd\u8bc1\u521d\u59cb\u6a21\u578b\u5177\u6709\u4e00\u5b9a\u5206\u7c7b\u6548\u679c\u7684\u540c\u65f6\u80fd\u5c3d\u53ef\u80fd\u591a\u5730\u4fdd\u7559\u4e24\u79cd\u6a21\u578b\u8f93\u5165\u7684\u4fe1\u606f\u91cf\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u4e00\u79cd\u65b0\u9896\u4e14\u9ad8\u6548\u7684\u795e\u7ecf\u5143\u7ade\u4e89\u7b97\u6cd5\uff0c\u6a21\u578b\u7684\u521d\u59cb\u5316\u5728\u4e0a\u8ff0\u4e24\u4e2a\u76ee\u6807\u4e4b\u5916\u8fd8\u80fd\u4fdd\u8bc1\u521d\u59cb\u5316\u53c2\u6570\u7684\u591a\u6837\u6027\u3002\u8be5\u65b9\u6cd5\u7684\u65b0\u9896\u6027\u548c\u6709\u6548\u6027\u5f97\u5230\u4e86 CIKM \u59d4\u5458\u4f1a\u7684\u9752\u7750\uff0c\u5e76\u83b7\u5f97\u4e86\u6700\u4f73\u77ed\u6587\u5956\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u8fd8\u5229\u7528\u56fe\u5efa\u6a21\u65b9\u6cd5\u8d4b\u80fd\u4e86\u66f4\u591a\u9886\u57df\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u56fe\u6a21\u578b\u589e\u5f3a\u7684\u8868\u683c\u7406\u89e3\u6df1\u5ea6\u7f51\u7edc\u3002\u8868\u683c\u6570\u636e\u7ed3\u6784\u7684\u81ea\u52a8\u5316\u7406\u89e3\u662f\u5bf9\u6587\u6863\u8868\u683c\u548c\u7f51\u9875\u8868\u683c\u8fdb\u884c\u6570\u636e\u5206\u6790\u7684\u91cd\u8981\u6b65\u9aa4\u3002\u7136\u800c\uff0c\u8868\u683c\u6570\u636e\u7c7b\u578b\u591a\u6837\uff0c\u5305\u62ec\u4fbf\u4e8e\u5b58\u50a8\u7684\u6570\u636e\u5e93\u8868\u683c\u3001\u4e3a\u4e86\u5229\u4e8e\u5c55\u793a\u7684\u7535\u5b50\u8868\u683c\u4ee5\u53ca\u7ed3\u6784\u66f4\u4e3a\u7075\u6d3b\u7684\u95ee\u5377\u5f0f\u8868\u683c\uff0c\u8fd9\u5927\u5927\u589e\u52a0\u4e86\u8868\u683c\u7406\u89e3\u7684\u96be\u5ea6\u3002\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u56fe\u7ed3\u6784\u7075\u6d3b\u3001\u6cdb\u7528\u6027\u5f3a\u7684\u7279\u70b9\uff0c\u5f15\u5165\u4e86\u56fe\u5efa\u6a21\u7684\u601d\u8def\uff0c\u517c\u987e\u4e86\u5efa\u6a21\u8868\u683c\u7ed3\u6784\u4ee5\u53ca\u8868\u683c\u4e2d\u6587\u672c\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u9762\u5411\u8868\u683c\u7684\u901a\u7528\u6df1\u5ea6\u7f51\u7edc\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u7406\u89e3\u8868\u683c\u7ed3\u6784\u3002\u6b64\u5916\uff0c\u7f51\u7edc\u4e2d\u8fd8\u5f15\u5165\u4e86\u884c\u7c92\u5ea6\u548c\u5217\u7c92\u5ea6\u4e0a\u7684\u53cc\u5411\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u6a21\u5757\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u8868\u683c\u4e0d\u540c\u533a\u57df\u95f4\u7684\u8fb9\u754c\u5173\u7cfb\u3002\u5728\u4e24\u79cd\u4e0d\u540c\u6570\u636e\u7c92\u5ea6\u7684\u771f\u5b9e\u8868\u683c\u7406\u89e3\u4efb\u52a1\u4e2d\uff0c\u8be5\u65b9\u6cd5\u90fd\u53d6\u5f97\u4e86\u6700\u4f18\u8868\u73b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u52a0\u5f3a\u5408\u4f5c-\u63a8\u52a8\u56fe\u6df1\u5ea6\u5b66\u4e60\u8d4b\u80fd\u66f4\u591a\u573a\u666f\">\u52a0\u5f3a\u5408\u4f5c\uff0c\u63a8\u52a8\u56fe\u6df1\u5ea6\u5b66\u4e60\u8d4b\u80fd\u66f4\u591a\u573a\u666f<\/h2>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u5728\u56fe\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u4e2d\u6240\u53d6\u5f97\u7684\u9636\u6bb5\u6027\u6280\u672f\u7a81\u7834\uff0c\u73b0\u5df2\u5f00\u59cb\u5e94\u7528\u5728\u4f17\u591a\u4e1a\u52a1\u573a\u666f\u4e2d\u3002\u4f8b\u5982\uff0c\u5728 Excel \u4e2d\uff0c\u901a\u8fc7\u56fe\u5efa\u6a21\u7684\u65b9\u6cd5\u5f15\u5165 WordNet \u4f5c\u4e3a\u5efa\u6a21\u8868\u683c\u8bed\u4e49\u4fe1\u606f\u65f6\u7684\u5916\u90e8\u77e5\u8bc6\uff0c\u5bf9\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u4efb\u52a1\u6709\u660e\u663e\u63d0\u5347\u3002\u800c\u5728\u9886\u82f1\uff08LinkedIn\uff09\u7684\u5de5\u4f5c\u63a8\u8350\u529f\u80fd\u4e2d\uff0c\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u95ee\u9898\u662f\u5982\u4f55\u628a\u5408\u9002\u7684\u5de5\u4f5c\u63a8\u8350\u7ed9\u5408\u9002\u7684\u4eba\u3002\u9886\u82f1\u4e0e DKI \u7ec4\u5408\u4f5c\u901a\u8fc7\u5f02\u6784\u56fe\u5efa\u6a21\u5305\u62ec\u884c\u4e1a\u4fe1\u606f\u3001\u6559\u80b2\u80cc\u666f\u3001\u6280\u80fd\u7b49\u5728\u5185\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u5e76\u7ed3\u5408\u5f02\u6784\u56fe GNN \u6a21\u578b\u540c\u65f6\u5efa\u6a21\u9886\u57df\u77e5\u8bc6\u4e0e\u7528\u6237\u884c\u4e3a\u7b49\u4fe1\u606f\uff0c\u5f53\u524d\u5df2\u5728\u7ebf\u4e0b\u5b9e\u9a8c\u4e2d\u53d6\u5f97\u4e86\u660e\u663e\u7684\u63a8\u8350\u51c6\u786e\u7387\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u8fd8\u4e0e\u5b66\u672f\u754c\u7684\u9ad8\u6821\u548c\u79d1\u7814\u673a\u6784\u5408\u4f5c\uff0c\u4e00\u9053\u63a8\u8fdb\u56fe\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u8fdb\u6b65\u4e0e\u5e94\u7528\u3002\u901a\u8fc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u94f8\u661f\u8ba1\u5212\uff0cDKI \u7ec4\u7684\u7814\u7a76\u5458\u4e0e\u4e2d\u79d1\u9662\u8ba1\u7b97\u6240\u7684\u5b66\u8005\u5171\u540c\u63a2\u7d22\u4e86\u7ed3\u5408\u56fe\u6a21\u578b\u7684\u4ea4\u901a\u8f68\u8ff9\u6570\u636e\u7684\u8868\u793a\u5b66\u4e60\uff0c\u501f\u7531\u5c42\u7ea7\u56fe\u6a21\u578b\u5efa\u6a21\u6570\u636e\u70b9\u7684\u7269\u7406\u8ddd\u79bb\uff0c\u6709\u6548\u63d0\u5347\u4e86\u8f68\u8ff9\u8868\u793a\u5b66\u4e60\u6a21\u578b\u7684\u6548\u679c\u3002\u5728\u4e0e\u4e0a\u4ea4\u6240\u7684\u7814\u7a76\u5408\u4f5c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u5bf9\u5927\u89c4\u6a21\u56fe\u5904\u7406\u8fdb\u884c\u4e86\u7814\u7a76\uff0c\u63d0\u51fa\u4e86\u65b0\u7684\u56fe\u6a21\u578b\u52a0\u901f\u63a8\u65ad\u65b9\u6cd5\uff0c\u4f7f\u63a8\u7406\u8fc7\u7a0b\u66f4\u9ad8\u6548\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u56fe\u6df1\u5ea6\u5b66\u4e60\u672a\u6765\u7684\u7814\u7a76\u89c4\u5212\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u97e9\u77f3\u8868\u793a\uff0c\u201c\u4e0b\u4e00\u6b65\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u5c06\u6301\u7eed\u63a8\u8fdb\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u8ba1\u7b97\u9886\u57df\u4e0e\u76f8\u5173\u57fa\u7840\u7814\u7a76\u7684\u63a2\u7d22\uff0c\u5305\u62ec\u6587\u6863\u667a\u80fd\u3001\u663e\u5f0f\u77e5\u8bc6\u8868\u793a\u548c\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u5408\u3001\u4ee5\u53ca\u56fe\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7b49\u3002\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u5e0c\u671b\u53ef\u4ee5\u4e0e\u66f4\u591a\u5b66\u672f\u673a\u6784\u548c\u4e13\u5bb6\u5b66\u8005\u5408\u4f5c\uff0c\u5171\u540c\u63a2\u7d22\u56fe\u6df1\u5ea6\u5b66\u4e60\u7684\u524d\u6cbf\u53d1\u5c55\u65b9\u5411\u3002\u201d<\/p>\n\n\n\n<p>\u611f\u8c22\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u56fe\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u56e2\u961f\uff08\u6210\u5458\u5305\u62ec\uff1a\u675c\u4ed1\u3001\u9648\u65ed\u3001\u9a6c\u6653\u541b\u3001\u4ed8\u5f3a\u3001\u97e9\u77f3\uff09\u5bf9\u672c\u6587\u7684\u8d21\u732e\u3002<\/p>\n\n\n\n<p>\u76f8\u5173\u8bba\u6587\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>1. Solution for NeurIPS 2022 OGB-LSC<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/ogb.stanford.edu\/paper\/neurips2022\/wikikg90mv2_DNAKG.pdf\">https:\/\/ogb.stanford.edu\/paper\/neurips2022\/wikikg90mv2_DNAKG.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>2. HTGN-BTW: Heterogeneous Temporal Graph Network with Bi-Time-Window Training Strategy for Temporal Link Prediction<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.wsdm-conference.org\/2022\/wp-content\/uploads\/2022\/02\/Task2_nothinghere_2nd.pdf\">https:\/\/www.wsdm-conference.org\/2022\/wp-content\/uploads\/2022\/02\/Task2_nothinghere_2nd.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>3. Neuron with Steady Response Leads to Better Generalization\uff0cNeurIPS\u201922<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=9YQPaqVZKP\">https:\/\/openreview.net\/forum?id=9YQPaqVZKP<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>4. MM-GNN: Mix-Moment Graph Neural Network towards Modeling Neighborhood Feature Distribution, WSDM\u201923<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2208.07012\">https:\/\/arxiv.org\/abs\/2208.07012<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>5. Neuron with Steady Response Leads to Better Generalization\uff0cNeurIPS\u201922<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/openreview.net\/forum?id=9YQPaqVZKP\">https:\/\/openreview.net\/forum?id=9YQPaqVZKP<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>6. Neuron Campaign for Initialization Guided by Information Bottleneck Theory\uff0cBest Short Paper at CIKM\u201921<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3459637.3482153\">https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3459637.3482153<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>7. TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data, KDD\u201921<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3447548.3467228\">https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3447548.3467228<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5728 NeurIPS 2022 \u8054\u5408 Open Graph Benchmark \u4e3e\u529e\u7684\u5927\u89c4\u6a21\u56fe\u5b66\u4e60\u7ade\u8d5b\uff08Open Graph Benchmark Large-Scale Challenge\uff0cOGB-LSC\uff09\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6570\u636e\u3001\u77e5\u8bc6\u4e0e\u667a\u80fd\uff08DKI\uff09\u7ec4\u7684\u7814\u7a76\u5458\u4eec\u805a\u7126\u77e5\u8bc6\u56fe\u8c31\u7684\u94fe\u63a5\u9884\u6d4b\u4efb\u52a1\uff0c\u901a\u8fc7\u66f4\u597d\u7684\u77e5\u8bc6\u56fe\u8c31\u8865\u5168\u65b9\u6848\uff0c\u5b9e\u73b0\u4e86\u77e5\u8bc6\u56fe\u8c31\u66f4\u9ad8\u7684\u201c\u65f6\u6548\u6027\u201d\u3001\u201c\u51c6\u786e\u6027\u201d\u548c\u201c\u5b8c\u5907\u6027\u201d\u3002\u800c\u5728\u4eca\u5e742\u6708 WSDM 2022 \u8054\u5408\u4e9a\u9a6c\u900a\u4e3e\u529e\u7684\u52a8\u6001\u5f02\u8d28\u56fe\u4e0a\u7684\u94fe\u63a5\u9884\u6d4b\u7ade\u8d5b\u4e2d\uff0cDKI \u7ec4\u7684\u7814\u7a76\u5458\u4eec\u4e5f\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6210\u7ee9\uff0c\u5176\u7814\u7a76\u6210\u679c\u5f3a\u8c03\u4e86\u5bf9\u5f02\u8d28\u56fe\u4fe1\u606f\u548c\u65f6\u5e8f\u4fe1\u606f\u7684\u5efa\u6a21\u3002 \u5728\u56fe\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u6301\u7eed\u6df1\u8015\uff0c\u8ba9\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662 DKI \u7ec4\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u65b0\u65b9\u6cd5\u548c\u65b0\u601d\u8def\uff0c\u4e3a\u591a\u9879\u7814\u7a76\u6210\u679c\u7684\u7a81\u7834\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u90a3\u4e48\u5bf9\u4e8e\u56fe\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u77e5\u8bc6\u8ba1\u7b97\u9886\u57df\u7684\u5e94\u7528\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6709\u54ea\u4e9b\u72ec\u5230\u7684\u7406\u89e3\uff1f\u53c8\u9884\u89c1\u4e86\u54ea\u4e9b\u524d\u6cbf\u7684\u7814\u7a76\u65b9\u5411\uff1f \u56fe\uff08Graph\uff09\uff0c\u4f5c\u4e3a\u4e00\u79cd\u901a\u7528\u7684\u6570\u636e\u7ec4\u7ec7\u65b9\u5f0f\uff0c\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5efa\u6a21\u5b9e\u4f53\u95f4\u7684\u8054\u7cfb\uff0c\u4f8b\u5982\u77e5\u8bc6\u56fe\u8c31\u3001\u793e\u4ea4\u7f51\u7edc\u3001\u4ea4\u901a\u8def\u7f51\u3001\u5f15\u6587\u7f51\u7edc\u3001\u4e92\u8054\u7f51\u4ee5\u53ca\u4e91\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u7f51\u7edc\u7b49\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u7531\u6df1\u5ea6\u5b66\u4e60\u4e0e\u56fe\u6570\u636e\u5904\u7406\u76f8\u7ed3\u5408\uff0c\u50ac\u751f\u51fa\u4e86\u56fe\u6df1\u5ea6\u5b66\u4e60\u8fd9\u4e00\u70ed\u95e8\u7684\u7814\u7a76\u65b9\u5411\uff0c\u5e76\u4ee5\u56fe\u5d4c\u5165\u3001\u56fe\u795e\u7ecf\u7f51\u7edc\u7b49\u6280\u672f\u4e3a\u4ee3\u8868\u5bf9\u56fe\u6570\u636e\u8fdb\u884c\u5b66\u4e60\u548c\u5206\u6790\u3002\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u56fe\u6df1\u5ea6\u5b66\u4e60\u5982\u4eca\u5df2\u6210\u4e3a\u56fe\u6570\u636e\u5206\u6790\u80cc\u540e\u7684\u91cd\u8981\u6280\u672f\u3002 \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6570\u636e\u3001\u77e5\u8bc6\u4e0e\u667a\u80fd\uff08Data, Knowledge and Intelligence\uff0cDKI\uff09\u7ec4\u4e00\u76f4\u81f4\u529b\u4e8e\u53d1\u6398\u6570\u636e\u7684\u4ef7\u503c\uff0c\u56e0\u6b64\uff0cDKI \u7ec4\u7684\u7814\u7a76\u5458\u4eec\u5e0c\u671b\u4ece\u6570\u636e\u5206\u6790\u548c\u77e5\u8bc6\u63d0\u53d6\u4e2d\u83b7\u53d6\u6d1e\u89c1\uff0c\u4ee5\u66f4\u6709\u6548\u7684\u56fe\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u6765\u8d4b\u80fd\u4f01\u4e1a\u7ea7\u7684\u6570\u636e\u5206\u6790\u548c\u77e5\u8bc6\u8ba1\u7b97\u3002\u6240\u8c13\u77e5\u8bc6\u8ba1\u7b97\u5c31\u662f\u6307\u5229\u7528\u8ba1\u7b97\u673a\u7a0b\u5e8f\u6765\u5904\u7406\u4eba\u7c7b\u77e5\u8bc6\u7684\u8fc7\u7a0b\uff0c\u800c\u4e14\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u8981\u5c06\u4eba\u7c7b\u7684\u77e5\u8bc6\u8f6c\u5316\u4e3a\u8ba1\u7b97\u673a\u53ef\u4ee5\u7406\u89e3\u7684\u5f62\u5f0f\uff0c\u5e76\u7528\u8fd9\u4e9b\u4fe1\u606f\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898\u3002 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