{"id":1069371,"date":"2022-04-19T20:54:00","date_gmt":"2022-04-20T03:54:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069371"},"modified":"2024-09-25T01:27:46","modified_gmt":"2024-09-25T08:27:46","slug":"www-2022","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/www-2022\/","title":{"rendered":"WWW 2022 | \u4e00\u6587\u89e3\u8bfb\u4e92\u8054\u7f51\u6280\u672f\u56fd\u9645\u9876\u4f1a\u6700\u65b0\u65b9\u5411"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u56fd\u9645\u4e07\u7ef4\u7f51\u4f1a\u8bae\uff08Proceedings of the ACM Web Conference\uff0c\u7b80\u79f0 WWW\uff09\u662f\u4e92\u8054\u7f51\u6280\u672f\u9886\u57df\u6700\u91cd\u8981\u7684\u56fd\u9645\u4f1a\u8bae\u4e4b\u4e00\u3002\u4eca\u5e74\u7684 WWW \u5c06\u4e8e4\u670825-29\u65e5\u5728\u6cd5\u56fd\u91cc\u6602\u4ee5\u7ebf\u4e0a\u4f1a\u8bae\u7684\u5f62\u5f0f\u53ec\u5f00\u3002\u672c\u5c4a\u4f1a\u8bae\u5171\u6536\u5230\u4e861822\u7bc7\u957f\u6587\u6295\u7a3f\uff0c\u8bba\u6587\u5f55\u7528\u7387\u4e3a17.7%\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e5f\u6709\u591a\u7bc7\u8bba\u6587\u5165\u9009\u3002\u4eca\u5929\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u9009\u4e86\u5176\u4e2d\u7684\u516d\u7bc7\u8fdb\u884c\u7b80\u8981\u4ecb\u7ecd\uff0c\u7814\u7a76\u4e3b\u9898\u5173\u952e\u8bcd\u5305\u62ec\u4e2a\u6027\u5316\u65b0\u95fb\u63a8\u8350\u3001\u56fe\u5f02\u914d\u6027\u5efa\u6a21\u3001\u591a\u5c42\u63a8\u8350\u63a8\u7406\u3001\u65e5\u5fd7\u89e3\u6790\u3001\u57fa\u4e8e\u56e0\u679c\u5b66\u4e60\u7684\u53ef\u89e3\u91ca\u63a8\u8350\u3001\u589e\u91cf\u63a8\u8350\u7b97\u6cd5\u7b49\uff0c\u6b22\u8fce\u611f\u5174\u8da3\u7684\u8bfb\u8005\u9605\u8bfb\u8bba\u6587\u539f\u6587\uff0c\u4e00\u8d77\u4e86\u89e3\u4e92\u8054\u7f51\u6280\u672f\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u591a\u5143\u7528\u6237\u53cd\u9988\u7684\u65b0\u95fb\u4fe1\u606f\u6d41\u63a8\u8350\">\u57fa\u4e8e\u591a\u5143\u7528\u6237\u53cd\u9988\u7684\u65b0\u95fb\u4fe1\u606f\u6d41\u63a8\u8350<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"678\" height=\"153\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-1.png\" alt=\"paper screenshot\" class=\"wp-image-1069380\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-1.png 678w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-1-300x68.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-1-240x54.png 240w\" sizes=\"auto, (max-width: 678px) 100vw, 678px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2102.04903<\/p>\n\n\n\n<p>\u7528\u6237\u5174\u8da3\u7684\u51c6\u786e\u5efa\u6a21\u662f\u4e2a\u6027\u5316\u65b0\u95fb\u63a8\u8350\u7684\u6838\u5fc3\u3002\u5927\u90e8\u5206\u5df2\u6709\u7684\u65b0\u95fb\u63a8\u8350\u65b9\u6cd5\u90fd\u4f9d\u8d56\u4e8e\u7528\u6237\u70b9\u51fb\u7b49\u9690\u5f0f\u53cd\u9988\u6765\u63a8\u65ad\u7528\u6237\u7684\u5174\u8da3\u548c\u8bad\u7ec3\u63a8\u8350\u6a21\u578b\u3002\u7136\u800c\u7528\u6237\u7684\u70b9\u51fb\u884c\u4e3a\u5f80\u5f80\u5341\u5206\u5608\u6742\uff0c\u5e76\u4e14\u96be\u4ee5\u53cd\u6620\u7528\u6237\u5bf9\u65b0\u95fb\u5185\u5bb9\u7684\u771f\u5b9e\u559c\u597d\u3002\u540c\u65f6\uff0c\u4ec5\u4ec5\u4f18\u5316\u70b9\u51fb\u7387\u7684\u63a8\u8350\u6a21\u578b\u4e5f\u96be\u4ee5\u6709\u6548\u4f18\u5316\u7528\u6237\u9ecf\u6027\u7b49\u6307\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"684\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-2-1024x684.png\" alt=\"\u56fe1\uff1a\u5728\u65b0\u95fb\u5e73\u53f0\u4e0a\u4e0d\u540c\u7c7b\u578b\u7684\u7528\u6237\u53cd\u9988\u793a\u4f8b\" class=\"wp-image-1069383\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-2-1024x684.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-2-300x200.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-2-768x513.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-2-240x160.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-2.png 1133w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1a\u5728\u65b0\u95fb\u5e73\u53f0\u4e0a\u4e0d\u540c\u7c7b\u578b\u7684\u7528\u6237\u53cd\u9988\u793a\u4f8b<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5176\u5b9e\uff0c\u5728\u65b0\u95fb\u5e73\u53f0\u4e0a\u901a\u5e38\u5b58\u5728\u591a\u6837\u5316\u7684\u7528\u6237\u53cd\u9988\uff0c\u5982\u56fe1\u6240\u793a\u3002\u9664\u4e86\u7528\u6237\u7684\u70b9\u51fb\u4e0e\u8df3\u8fc7\u7b49\u8f83\u5f31\u7684\u9690\u5f0f\u53cd\u9988\u4ee5\u5916\uff0c\u8fd8\u5b58\u5728\u5982\u5206\u4eab\u548c\u4e0d\u559c\u6b22\u7b49\u663e\u5f0f\u53cd\u9988\u4e0e\u5b8c\u6210\u9605\u8bfb\u6216\u5feb\u901f\u5173\u95ed\u7b49\u8f83\u5f3a\u7684\u9690\u5f0f\u53cd\u9988\u3002\u8fd9\u4e9b\u591a\u6837\u7684\u7528\u6237\u53cd\u9988\u53ef\u4ee5\u4e3a\u63a8\u6d4b\u7528\u6237\u5174\u8da3\u63d0\u4f9b\u66f4\u4e3a\u5168\u9762\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u51c6\u786e\u3001\u6709\u6548\u5730\u5229\u7528\u65b0\u95fb\u5e73\u53f0\u4e0a\u4e30\u5bcc\u7684\u7528\u6237\u53cd\u9988\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u591a\u7528\u6237\u53cd\u9988\u7684\u65b0\u95fb\u63a8\u8350\u65b9\u6cd5 FeedRec\u3002\u56fe2\u5c55\u793a\u4e86 FeedRec \u4e2d\u57fa\u4e8e\u5f02\u6784\u7528\u6237\u53cd\u9988\u7684\u5174\u8da3\u5efa\u6a21\u6846\u67b6\u3002\u7814\u7a76\u5458\u4eec\u5206\u522b\u5229\u7528\u540c\u6784\u548c\u5f02\u6784\u7684 Transformer \u6765\u5efa\u6a21\u540c\u7c7b\u578b\u4e0e\u8de8\u7c7b\u578b\u7528\u6237\u53cd\u9988\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u5e76\u4e14\u63d0\u51fa\u4e86\u4e00\u79cd\u4ece\u5f3a\u5230\u5f31\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5229\u7528\u5f3a\u53cd\u9988\u6307\u5bfc\u5f31\u53cd\u9988\u7684\u9009\u62e9\uff0c\u4ece\u5608\u6742\u7684\u7528\u6237\u53cd\u9988\u4e2d\u84b8\u998f\u51fa\u51c6\u786e\u7684\u6b63\u8d1f\u53cd\u9988\u4fe1\u53f7\u3002\u5bf9\u4e8e\u5f97\u5230\u7684\u5f31\u6b63\u53cd\u9988\u4e0e\u5f31\u8d1f\u53cd\u9988\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5229\u7528\u4e86\u4e00\u4e2a\u6b63\u5219\u635f\u5931\u4f7f\u5f97\u4e8c\u8005\u80fd\u88ab\u66f4\u597d\u5730\u533a\u5206\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"857\" height=\"780\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-3.png\" alt=\"\u56fe2\uff1aFeedRec \u7684\u7528\u6237\u5174\u8da3\u5efa\u6a21\u6846\u67b6\" class=\"wp-image-1069386\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-3.png 857w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-3-300x273.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-3-768x699.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-3-198x180.png 198w\" sizes=\"auto, (max-width: 857px) 100vw, 857px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1aFeedRec \u7684\u7528\u6237\u5174\u8da3\u5efa\u6a21\u6846\u67b6<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u800c\u4e3a\u4e86\u5b9e\u73b0\u66f4\u4e3a\u5168\u9762\u5145\u5206\u7684\u6a21\u578b\u4f18\u5316\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u591a\u7528\u6237\u53cd\u9988\u7684\u591a\u76ee\u6807\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5982\u56fe3\u6240\u793a\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u8054\u5408\u9884\u6d4b\u70b9\u51fb\u7387\u3001\u9605\u8bfb\u5b8c\u6210\u7387\u4e0e\u505c\u7559\u65f6\u95f4\uff0c\u8ba9\u6a21\u578b\u4e0d\u4ec5\u4f18\u5316\u70b9\u51fb\u7387\uff0c\u8fd8\u80fd\u540c\u65f6\u4f18\u5316\u591a\u79cd\u7528\u6237\u9ecf\u6027\u6307\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"495\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-4.png\" alt=\"\u56fe3\uff1aFeedRec \u7684\u591a\u4efb\u52a1\u6a21\u578b\u8bad\u7ec3\u6846\u67b6\" class=\"wp-image-1069389\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-4.png 668w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-4-300x222.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-4-80x60.png 80w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-4-240x178.png 240w\" sizes=\"auto, (max-width: 668px) 100vw, 668px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1aFeedRec \u7684\u591a\u4efb\u52a1\u6a21\u578b\u8bad\u7ec3\u6846\u67b6<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u4e00\u4e2a\u4ece\u65b0\u95fb App \u4e2d\u6536\u96c6\u7684\u6570\u636e\u96c6\u4e0a\u5f00\u5c55\u4e86\u5b9e\u9a8c\u3002\u88681\u7684\u7ed3\u679c\u663e\u793a FeedRec \u53ef\u4ee5\u6709\u6548\u5730\u63d0\u5347\u591a\u79cd\u70b9\u51fb\u7387\u6307\u6807\u3002\u88682\u8fdb\u4e00\u6b65\u663e\u793a FeedRec \u53ef\u4ee5\u63d0\u5347\u591a\u65b9\u9762\u7684\u7528\u6237\u9ecf\u6027\uff0c\u66f4\u53ef\u80fd\u4e3a\u7528\u6237\u63a8\u8350\u559c\u7231\u7684\u65b0\u95fb\u5185\u5bb9\uff0c\u6539\u5584\u7528\u6237\u7684\u65b0\u95fb\u9605\u8bfb\u4f53\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"648\" height=\"390\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-5.png\" alt=\"\u88681\uff1a\u4e0d\u540c\u65b9\u6cd5\u7684\u70b9\u51fb\u9884\u6d4b\u6027\u80fd\u6bd4\u8f83\" class=\"wp-image-1069392\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-5.png 648w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-5-300x181.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-5-240x144.png 240w\" sizes=\"auto, (max-width: 648px) 100vw, 648px\" \/><figcaption class=\"wp-element-caption\"><em>\u88681\uff1a\u4e0d\u540c\u65b9\u6cd5\u7684\u70b9\u51fb\u9884\u6d4b\u6027\u80fd\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"708\" height=\"376\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-6.png\" alt=\"\u88682\uff1a\u4e0d\u540c\u65b9\u6cd5\u7684\u7528\u6237\u9ecf\u6027\u6bd4\u8f83\u3002\u201c\u2191\u201d\u4ee3\u8868\u6570\u503c\u8d8a\u9ad8\u6027\u80fd\u8d8a\u597d\uff0c\u201c\u2193\u201d\u4ee3\u8868\u6570\u503c\u8d8a\u4f4e\u6027\u80fd\u8d8a\u597d\" class=\"wp-image-1069395\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-6.png 708w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-6-300x159.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-6-240x127.png 240w\" sizes=\"auto, (max-width: 708px) 100vw, 708px\" \/><figcaption class=\"wp-element-caption\"><em>\u88682\uff1a\u4e0d\u540c\u65b9\u6cd5\u7684\u7528\u6237\u9ecf\u6027\u6bd4\u8f83\u3002\u201c\u2191\u201d\u4ee3\u8868\u6570\u503c\u8d8a\u9ad8\u6027\u80fd\u8d8a\u597d\uff0c\u201c\u2193\u201d\u4ee3\u8868\u6570\u503c\u8d8a\u4f4e\u6027\u80fd\u8d8a\u597d<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9488\u5bf9\u56fe\u540c\u914d\u6027\u548c\u5f02\u914d\u6027\u540c\u65f6\u5efa\u6a21\u7684\u53cc\u6838\u56fe\u7f51\u7edc\u6a21\u578b\">\u9488\u5bf9\u56fe\u540c\u914d\u6027\u548c\u5f02\u914d\u6027\u540c\u65f6\u5efa\u6a21\u7684\u53cc\u6838\u56fe\u7f51\u7edc\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"593\" height=\"223\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-7.jpg\" alt=\"paper screenshot\" class=\"wp-image-1069398\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-7.jpg 593w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-7-300x113.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-7-240x90.jpg 240w\" sizes=\"auto, (max-width: 593px) 100vw, 593px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2110.15777<\/p>\n\n\n\n<p>\u56fe\u795e\u7ecf\u7f51\u7edc \uff08GNN\uff09 \u7531\u4e8e\u5176\u5f3a\u5927\u7684\u56fe\u8868\u5f81\u80fd\u529b\uff0c\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u57fa\u4e8e\u56fe\u6570\u636e\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\u4e2d\u3002\u5bf9\u4e8e\u8282\u70b9\u7ea7\u522b\u7684\u4efb\u52a1\uff0cGNN \u5df2\u88ab\u5e7f\u6cdb\u8bc1\u660e\u6709\u7740\u5f88\u5f3a\u7684\u5efa\u6a21\u540c\u914d\uff08Homophily\uff09\u56fe\u7684\u80fd\u529b\uff0c\u7136\u800c\u5b83\u4eec\u5efa\u6a21\u56fe\u5f02\u914d\u6027\uff08Heterophily\uff09\u7684\u80fd\u529b\u5219\u76f8\u5bf9\u8f83\u5f31\u3002\u8fd9\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u662f\u56e0\u4e3a\u5bf9\u540c\u4e00\u9636\u90bb\u5c45\u7684\u5411\u91cf\u8868\u5f81\uff0c\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\u8fd9\u6837\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\u4e00\u4e2a\u6838\u4e5f\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<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5b9e\u8bc1\u5206\u6790\u53d1\u73b0\uff0c\u65e0\u8bba\u662f\u5728\u88ab\u666e\u904d\u8ba4\u4e3a\u662f\u540c\u914d\u56fe\u7684\u6570\u636e\u96c6\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 \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\u80fd\u540c\u65f6\u5efa\u6a21\u540c\u914d\u548c\u5f02\u914d\u6027\u6a21\u578b\u7684\u5fc5\u8981\u6027\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u7406\u8bba\u5206\u6790\u4e86 GCN \u4e0d\u80fd\u6709\u6548\u5efa\u6a21\u6df7\u5408\u4e86\u540c\u914d\u548c\u5f02\u914d\u6027\u7684\u56fe\u7684\u539f\u56e0\uff0c\u5e76\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u53cc\u6838\u7279\u5f81\u8f6c\u6362\u548c\u95e8\uff08Gate\uff09\u673a\u5236\u7684\u65b0\u578b GNN \u6a21\u578b: GBK-GNN\u3002GBK-GNN \u7684\u7ed3\u6784\u5982\u56fe4\u6240\u793a\uff0c\u5176\u901a\u8fc7\u4e24\u4e2a\u4e0d\u540c\u7684\u6838\u5206\u522b\u6355\u83b7\u540c\u8d28\u548c\u5f02\u8d28\u4fe1\u606f\uff0c\u5e76\u5f15\u5165\u95e8\u6765\u8fdb\u884c\u6838\u7684\u9009\u62e9\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u907f\u514d\u7279\u5f81\u53d8\u6362\u540e\u7684\u805a\u5408\u64cd\u4f5c\u5c06\u53ef\u533a\u5206\u7684\u7279\u5f81\u5e73\u6ed1\u5316\uff0c\u4ece\u800c\u80fd\u591f\u63d0\u9ad8\u6a21\u578b\u5bf9\u540c\u8d28\u6027\u53ca\u5f02\u8d28\u6027\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"393\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8-1024x393.png\" alt=\"\u56fe4\uff1aGBK-GNN \u6a21\u578b\u7ed3\u6784\u56fe\" class=\"wp-image-1069401\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8-1024x393.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8-300x115.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8-768x295.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8-1536x590.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8-240x92.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-8.png 1598w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe4\uff1aGBK-GNN \u6a21\u578b\u7ed3\u6784\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u5177\u6709\u4e0d\u540c\u540c\u8d28\u5f02\u8d28\u7279\u6027\u7684\u4e03\u4e2a\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u5176\u4ed6 SOTA \u65b9\u6cd5\u76f8\u6bd4\uff0cGBK-GNN \u6709\u7a33\u5b9a\u4e14\u663e\u8457\u7684\u63d0\u5347\u3002\u88683\u663e\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u5404\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u5206\u7c7b\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"338\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-9-1024x338.png\" alt=\"\u88683\uff1a\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8282\u70b9\u5206\u7c7b\u95ee\u9898\u7684\u51c6\u786e\u5ea6\u5bf9\u6bd4\" class=\"wp-image-1069404\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-9-1024x338.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-9-300x99.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-9-768x253.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-9-240x79.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-9.png 1389w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88683\uff1a\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u8282\u70b9\u5206\u7c7b\u95ee\u9898\u7684\u51c6\u786e\u5ea6\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u591a\u5c42\u63a8\u8350\u63a8\u7406-\u4ece\u788e\u7247\u5316\u63a8\u8350\u5230\u9ad8\u5c4b\u5efa\u74f4\u7684\u4eba\u7c7b\u63a8\u7406\">\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u591a\u5c42\u63a8\u8350\u63a8\u7406\u2014\u2014\u4ece\u788e\u7247\u5316\u63a8\u8350\u5230\u9ad8\u5c4b\u5efa\u74f4\u7684\u4eba\u7c7b\u63a8\u7406<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"955\" height=\"305\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-10.png\" alt=\"paper screenshot\" class=\"wp-image-1069407\" style=\"width:752px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-10.png 955w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-10-300x96.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-10-768x245.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-10-240x77.png 240w\" sizes=\"auto, (max-width: 955px) 100vw, 955px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2022\/03\/WWW2022_Multi_level_Reasoning_submission_camera_ready.pdf<\/p>\n\n\n\n<p>\u77e5\u8bc6\u56fe\u8c31\u88ab\u5e7f\u6cdb\u5e94\u7528\u5728\u63a8\u8350\u3001\u95ee\u7b54\u7b49\u5404\u4e2a\u9886\u57df\u3002\u4e00\u65b9\u9762\uff0c\u77e5\u8bc6\u56fe\u8c31\u4e2d\u8865\u5145\u7684\u989d\u5916\u4fe1\u606f\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u505a\u51fa\u51b3\u7b56\uff0c\u63d0\u9ad8\u51c6\u786e\u6027\uff0c\u53e6\u4e00\u65b9\u9762\uff0c\u77e5\u8bc6\u56fe\u8c31\u4e0a\u7684\u8def\u5f84\u53ef\u4ee5\u63d0\u4f9b\u6a21\u578b\u7684\u5168\u90e8\u63a8\u7406\u6b65\u9aa4\uff0c\u6781\u5177\u89e3\u91ca\u6027\u3002\u6bd4\u5982\u63a8\u8350\u6a21\u578b\u7684\u4e00\u4e2a\u63a8\u7406\u8fc7\u7a0b\u53ef\u4ee5\u8868\u793a\u6210\u5982\u4e0b\u7684\u8def\u5f84\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"75\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-11-1024x75.png\" alt=\"text\" class=\"wp-image-1069410\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-11-1024x75.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-11-300x22.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-11-768x57.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-11-240x18.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-11.png 1087w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u6761\u8def\u5f84\u6307\u51fa\uff0c\u7528\u6237 Alice \u8d2d\u4e70\u4e86\u7531 Armani \u751f\u4ea7\u7684 Luminous Silk Foundation\uff0c\u56e0\u6b64\u6a21\u578b\u63a8\u8350\u4e86\u540c\u4e3a Armani \u751f\u4ea7\u7684 Mania Fragrance \u7ed9\u8fd9\u4f4d\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u63a8\u7406\u8fc7\u7a0b\u5f80\u5f80\u662f\u5728\u5b9e\u4f53\u5c42\u77e5\u8bc6\u56fe\u8c31\u4e0a\u8fdb\u884c\u7684\uff08instance-view KG\uff09\u3002\u5982\u56fe5\u6240\u793a\uff0c\u5b9e\u4f53\u5c42\u77e5\u8bc6\u56fe\u8c31\u53ea\u542b\u6709\u5177\u4f53\u7684\u5b9e\u4f53\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\uff08\u4f8b\u5982 Armani \u751f\u4ea7\u4e86 Mania Fragrance\uff09\uff0c\u5e76\u4e0d\u77e5\u9053\u5b9e\u4f53\u4e4b\u95f4\u7684\u9ad8\u5c42\u5173\u8054\uff08\u4f8b\u5982 Armani \u548c Prada \u90fd\u662f\u610f\u5927\u5229\u5962\u4f88\u54c1\u724c\uff09\u3002\u56e0\u6b64\u5728\u5b9e\u4f53\u5c42\u7684\u63a8\u7406\u5f80\u5f80\u662f\u788e\u7247\u5316\u7684\uff0c\u4e0d\u80fd\u7efc\u5408\u7528\u6237\u7684\u591a\u79cd\u884c\u4e3a\u9ad8\u5c4b\u5efa\u74f4\u5730\u5206\u6790\u3001\u63a8\u7406\u3002\u8fd9\u5c31\u4e0e\u5206\u6790\u65f6\u9677\u5165\u7ec6\u8282\u3001\u6293\u4e0d\u4f4f\u91cd\u70b9\u5f88\u7c7b\u4f3c\u3002\u4eba\u7c7b\u66f4\u667a\u6167\u7684\u63a8\u7406\u8fc7\u7a0b\u5f80\u5f80\u662f\u9ad8\u5c4b\u5efa\u74f4\uff0c\u81ea\u9876\u800c\u4e0b\uff0c\u9010\u6b65\u8003\u8651\u66f4\u591a\u7ec6\u8282\u7684\u3002\u6bd4\u5982\u5224\u65ad\u4e00\u4e2a\u7528\u6237\u5174\u8da3\u65f6\uff0c\u4f1a\u5148\u603b\u7ed3\u51fa Alice \u66f4\u559c\u6b22\u5316\u5986\u54c1\uff0c\u800c\u4e0d\u662f\u7403\u978b\uff0c\u8fdb\u800c\u5206\u6790 Alice \u53ef\u80fd\u559c\u6b22\u7684\u5177\u4f53\u662f\u5c5e\u4e8e\u610f\u5927\u5229\u5962\u4f88\u54c1\u724c\u7684\u5316\u5986\u54c1\uff0c\u4ece\u800c\u8fdb\u884c\u4e00\u7cfb\u5217\u51c6\u786e\u63a8\u8350\u3002\u5982\u679c\u6a21\u578b\u80fd\u501f\u9274\u8fd9\u79cd\u9ad8\u5c4b\u5efa\u74f4\u7684\u80fd\u529b\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u8ba9\u6a21\u578b\u66f4\u5feb\u6536\u655b\u5230\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u8fd8\u53ef\u4ee5\u63d0\u4f9b\u4ee4\u4eba\u4fe1\u670d\u7684\u3001\u6982\u62ec\u7528\u6237\u66f4\u591a\u884c\u4e3a\u7684\u89e3\u91ca\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"701\" height=\"384\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-12.png\" alt=\"\u56fe5\uff1a\u73b0\u6709\u65b9\u6cd5\u8fdb\u884c\u7684\u662f\u5e95\u5c42\u63a8\u7406\uff08\u7ea2\u7ebf\uff09\uff0c\u8fd9\u79cd\u788e\u7247\u5316\u7684\u63a8\u7406\u65b9\u5f0f\u5f80\u5f80\u53ea\u8003\u8651\u4e86\u4e00\u4e2a\u7ebf\u7d22\uff08\u6bd4\u5982 Alice \u8d2d\u4e70\u8fc7 Prada Makeup Bags\uff09\uff0c\u5f88\u5bb9\u6613\u9677\u5165\u7ec6\u8282\u3001\u6293\u4e0d\u4f4f\u91cd\u70b9\u3002\u4e0e\u6b64\u76f8\u6bd4\uff0c\u591a\u5c42\u63a8\u7406\uff08\u7d2b\u7ebf\uff09\u53ef\u4ee5\u7efc\u5408\u7528\u6237\u7684\u591a\u4e2a\u884c\u4e3a\u8fdb\u884c\u9ad8\u5c4b\u5efa\u74f4\u7684\u63a8\u7406\uff08\u6bd4\u5982 Alice \u8d2d\u4e70\u8fc7\u3001\u63d0\u8fc7\u7684\u7269\u54c1\u5f80\u5f80\u662f\u610f\u5927\u5229\u5962\u4f88\u54c1\u724c\u6216\u5b83\u4eec\u751f\u4ea7\u7684\u5316\u5986\u54c1\uff09\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u8ba9\u6a21\u578b\u6536\u655b\u5230\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u8fd8\u4e3a\u8868\u793a\u7528\u6237\u7684\u771f\u5b9e\u5174\u8da3\uff08\u610f\u5927\u5229\u5962\u4f88\u54c1\u724c\uff09\u63d0\u4f9b\u4e86\u53ef\u80fd\uff0c\u5f80\u5f80\u80fd\u7ed9\u51fa\u66f4\u4ee4\u4eba\u4fe1\u670d\u7684\u89e3\u91ca\u3002\" class=\"wp-image-1069413\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-12.png 701w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-12-300x164.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-12-240x131.png 240w\" sizes=\"auto, (max-width: 701px) 100vw, 701px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe5\uff1a\u73b0\u6709\u65b9\u6cd5\u8fdb\u884c\u7684\u662f\u5e95\u5c42\u63a8\u7406\uff08\u7ea2\u7ebf\uff09\uff0c\u8fd9\u79cd\u788e\u7247\u5316\u7684\u63a8\u7406\u65b9\u5f0f\u5f80\u5f80\u53ea\u8003\u8651\u4e86\u4e00\u4e2a\u7ebf\u7d22\uff08\u6bd4\u5982 Alice \u8d2d\u4e70\u8fc7 Prada Makeup Bags\uff09\uff0c\u5f88\u5bb9\u6613\u9677\u5165\u7ec6\u8282\u3001\u6293\u4e0d\u4f4f\u91cd\u70b9\u3002\u4e0e\u6b64\u76f8\u6bd4\uff0c\u591a\u5c42\u63a8\u7406\uff08\u7d2b\u7ebf\uff09\u53ef\u4ee5\u7efc\u5408\u7528\u6237\u7684\u591a\u4e2a\u884c\u4e3a\u8fdb\u884c\u9ad8\u5c4b\u5efa\u74f4\u7684\u63a8\u7406\uff08\u6bd4\u5982 Alice \u8d2d\u4e70\u8fc7\u3001\u63d0\u8fc7\u7684\u7269\u54c1\u5f80\u5f80\u662f\u610f\u5927\u5229\u5962\u4f88\u54c1\u724c\u6216\u5b83\u4eec\u751f\u4ea7\u7684\u5316\u5986\u54c1\uff09\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u8ba9\u6a21\u578b\u6536\u655b\u5230\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u8fd8\u4e3a\u8868\u793a\u7528\u6237\u7684\u771f\u5b9e\u5174\u8da3\uff08\u610f\u5927\u5229\u5962\u4f88\u54c1\u724c\uff09\u63d0\u4f9b\u4e86\u53ef\u80fd\uff0c\u5f80\u5f80\u80fd\u7ed9\u51fa\u66f4\u4ee4\u4eba\u4fe1\u670d\u7684\u89e3\u91ca\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u79cd\u53d1\u73b0\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u5c06\u5b9e\u4f53\u5c42\u77e5\u8bc6\u56fe\u8c31\u548c\u6982\u5ff5\u77e5\u8bc6\u56fe\u8c31\uff08ontology-view KG\uff09\u76f8\u7ed3\u5408\u7684\u65b9\u6cd5\uff0c\u4ece\u800c\u8fdb\u884c\u591a\u5c42\u63a8\u7406\u3002\u5982\u56fe5\u6240\u793a\uff0c\u63a8\u7406\u8def\u5f84\u4e0a\u7684\u4e00\u4e2a\u70b9\u53ef\u4ee5\u662f\u5728\u4efb\u4f55\u4e00\u4e2a\u5c42\u7ea7\uff0c\u800c\u4e0d\u662f\u53ea\u5728\u5e95\u5c42\u3002\u56e0\u6b64\u53ef\u4ee5\u7ed9\u51fa\u66f4\u597d\u6982\u62ec\u7528\u6237\u6240\u6709\u884c\u4e3a\u7684\u4e00\u4e2a\u63a8\u7406\u8def\u5f84\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"66\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-13-1024x66.png\" alt=\"text\" class=\"wp-image-1069416\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-13-1024x66.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-13-300x19.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-13-768x50.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-13-240x15.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-13.png 1179w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u63a8\u7406\u7684\u8fc7\u7a0b\u5929\u7136\u5c31\u662f\u591a\u5c42\u7ea7\u7684\uff0c\u4e0d\u7ba1\u5728\u63a8\u8350\u4e0a\uff0c\u8fd8\u662f\u5176\u4ed6\u4efb\u52a1\uff08\u6bd4\u5982\u95ee\u7b54\uff09\u4e0a\uff0c\u6240\u4ee5\u591a\u5c42\u7ea7\u7684\u63a8\u7406\u6781\u5177\u7814\u7a76\u548c\u5e94\u7528\u4ef7\u503c\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e Abstract MDP \u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u5e76\u4e14\u8bc1\u660e\u4e86\u8be5\u65b9\u6cd5\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u63a8\u8350\u6548\u679c\u53ca\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9488\u5bf9\u5f02\u6784\u65e5\u5fd7\u6570\u636e\u7684\u7edf\u4e00\u65e5\u5fd7\u89e3\u6790\">\u9488\u5bf9\u5f02\u6784\u65e5\u5fd7\u6570\u636e\u7684\u7edf\u4e00\u65e5\u5fd7\u89e3\u6790<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"645\" height=\"98\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-14.png\" alt=\"paper screenshot\" class=\"wp-image-1069419\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-14.png 645w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-14-300x46.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-14-240x36.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-14-640x98.png 640w\" sizes=\"auto, (max-width: 645px) 100vw, 645px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2202.06569<\/p>\n\n\n\n<p>\u5728\u5927\u89c4\u6a21\u7684\u7ebf\u4e0a\u670d\u52a1\u7cfb\u7edf\u4e2d\uff0c\u7a0b\u5e8f\u65e5\u5fd7\u4e3a\u5de5\u7a0b\u5e08\u63d0\u4f9b\u4e86\u6545\u969c\u8bca\u65ad\u7684\u7b2c\u4e00\u624b\u8d44\u6599\u3002\u65e5\u5fd7\u89e3\u6790\uff08log parsing\uff09\u6280\u672f\u5c06\u534a\u7ed3\u6784\u5316\u7684\u539f\u59cb\u65e5\u5fd7\u8f6c\u5316\u6210\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4e3a\u540e\u7eed\u7684\u65e5\u5fd7\u81ea\u52a8\u8bca\u65ad\u6b65\u9aa4\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u7684\u65e5\u5fd7\u8f93\u5165\u3002\u5df2\u6709\u7684\u65e5\u5fd7\u89e3\u6790\u5668\u90fd\u5c06\u65e5\u5fd7\u4e2d\u516c\u5171\uff08common\uff09\u7684\u90e8\u5206\u8bc6\u522b\u4e3a\u6a21\u677f\uff08template\uff09\uff0c \u53d8\u5316\uff08dynamic\uff09\u7684\u90e8\u5206\u8bc6\u522b\u4e3a\u53c2\u6570\uff08parameter\uff09\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65e5\u5fd7\u89e3\u6790\u5668\u901a\u5e38\u5ffd\u7565\u4e86\u65e5\u5fd7\u4e2d\u5305\u542b\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u4e0d\u540c\u65e5\u5fd7\u6e90\uff08log source\uff09\u4e4b\u95f4\u65e5\u5fd7\u7ed3\u6784\u5dee\u5f02\u8f83\u5927\uff0c\u4f7f\u5f97\u73b0\u6709\u7684\u65e5\u5fd7\u89e3\u6790\u5668\u5f88\u96be\u540c\u65f6\u7cbe\u786e\u89e3\u6790\u6765\u81ea\u4e0d\u540c\u7cfb\u7edf\u7684\u65e5\u5fd7\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u7bc7\u8bba\u6587\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 UniParser\uff0c\u7528\u4e8e\u6355\u83b7\u5f02\u6784\u65e5\u5fd7\u95f4\u7684\u76f8\u4f3c\u90e8\u5206\u3002Uniparser \u5229\u7528 Token Encoder module \u548c Context Encoder module \u6765\u5b66\u4e60\u65e5\u5fd7\u5355\u8bcd\uff08token\uff09\u53ca\u5355\u8bcd\u4e0a\u4e0b\u6587\uff08context\uff09\u7684\u8303\u5f0f\u3002Context Similarity module \u7528\u6765\u8868\u5f81\u65e5\u5fd7\u8303\u5f0f\u7684\u76f8\u4f3c\u4e4b\u5904\u3002\u7814\u7a76\u5458\u4eec\u572816\u4e2a\u516c\u5f00\u7684\u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5bf9\u6bd4\u5b9e\u9a8c\uff0cUniParser \u7684\u7cbe\u5ea6\u5927\u5e45\u5ea6\u8d85\u8d8a\u4e86\u5176\u4ed6\u65e5\u5fd7\u89e3\u6790\u5668\u3002<\/p>\n\n\n\n<p>UniParser \u7684\u7ed3\u6784\u5982\u56fe6\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"322\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-1024x322.png\" alt=\"\u56fe6\uff1aUniParser \u7ed3\u6784\u56fe\uff0c\u5305\u542b Token Encoder Module\uff0cContext Encoder Module\uff0cContext Similarity Module\" class=\"wp-image-1069422\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-1024x322.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-300x94.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-768x242.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-1536x484.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-2048x645.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-15-240x76.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe6\uff1aUniParser \u7ed3\u6784\u56fe\uff0c\u5305\u542b Token Encoder Module\uff0cContext Encoder Module\uff0cContext Similarity Module<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5982\u88684\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"897\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16-1024x897.png\" alt=\"\u88684\uff1aUniParser \u548c\u5176\u4ed6\u65e5\u5fd7\u89e3\u6790\u5668\u7684\u6bd4\u8f83\" class=\"wp-image-1069425\" style=\"width:587px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16-1024x897.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16-300x263.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16-768x673.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16-1536x1345.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16-206x180.png 206w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-16.png 1722w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88684\uff1aUniParser \u548c\u5176\u4ed6\u65e5\u5fd7\u89e3\u6790\u5668\u7684\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u8bc4\u8bba\u5408\u7406\u5316\u7684\u51c6\u786e\u4e0e\u53ef\u89e3\u91ca\u63a8\u8350\u7b97\u6cd5\">\u57fa\u4e8e\u8bc4\u8bba\u5408\u7406\u5316\u7684\u51c6\u786e\u4e0e\u53ef\u89e3\u91ca\u63a8\u8350\u7b97\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"396\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-17-1024x396.png\" alt=\"paper screenshot\" class=\"wp-image-1069428\" style=\"width:700px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-17-1024x396.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-17-300x116.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-17-768x297.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-17-240x93.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-17.png 1101w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/recmind.cn\/papers\/r3_www22.pdf<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u5347\u63a8\u8350\u7b97\u6cd5\u7684\u7cbe\u5ea6\u548c\u89e3\u91ca\u80fd\u529b\uff0c\u63a8\u8350\u7cfb\u7edf\u5f15\u5165\u4e86\u8bf8\u5982\u8bc4\u8bba\u6216\u56fe\u7247\u7b49\u989d\u5916\u6570\u636e\u8fdb\u884c\u4fe1\u606f\u8865\u5145\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u6280\u672f\u5bf9\u8bc4\u8bba\u6587\u672c\u3001\u5546\u54c1\u56fe\u7247\u8fdb\u884c\u591a\u6a21\u6001\u5b66\u4e60\uff0c\u8fd8\u8bbe\u8ba1\u4e86\u76f8\u5e94\u7684\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\u7ed9\u51fa\u57fa\u4e8e\u76f8\u5173\u5173\u7cfb\u7684\u63a8\u8350\u548c\u89e3\u91ca\u3002\u7136\u800c\uff0c\u57fa\u4e8e\u76f8\u5173\u6027\u5efa\u6a21\u8bbe\u8ba1\u7684\u7b97\u6cd5\u5b58\u5728\u5efa\u6a21\u5047\u6027\u76f8\u5173\u5173\u7cfb\u7684\u9690\u60a3\uff0c\u5efa\u6a21\u4e86\u5047\u6027\u76f8\u5173\u7684\u6a21\u578b\u5728\u6cdb\u5316\u80fd\u529b\u4ee5\u53ca\u89e3\u91ca\u80fd\u529b\u4e0a\u76f8\u5bf9\u800c\u8a00\u96be\u4ee5\u8d62\u5f97\u7528\u6237\u7684\u4fe1\u4efb\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u6240\u63d0\u51fa\u7684 R3\uff08Recommendation via Review Rationalization\uff09\u662f\u4e00\u4e2a\u671f\u671b\u4ece\u8bc4\u8bba\u4e2d\u5254\u9664\u5047\u6027\u76f8\u5173\u7279\u5f81\u7684\u6a21\u578b\uff0c\u7531\u56e0\u679c\u7279\u5f81\u6316\u6398\u6a21\u5757\u3001\u56e0\u679c\u7279\u5f81\u9884\u6d4b\u6a21\u5757\u4ee5\u53ca\u5173\u8054\u7279\u5f81\u9884\u6d4b\u6a21\u5757\u4e09\u4e2a\u6a21\u5757\u7ec4\u6210\u3002\u5176\u4e2d\uff0c\u56e0\u679c\u7279\u5f81\u6316\u6398\u6a21\u5757\u7528\u4ee5\u4ece\u8bc4\u8bba\u7279\u5f81\u5168\u96c6\u4e2d\u6316\u6398\u56e0\u679c\u7279\u5f81\u4ee5\u51cf\u5c0f\u5047\u6027\u5173\u8054\u7279\u5f81\u7684\u5e72\u6270\uff1b\u56e0\u679c\u7279\u5f81\u9884\u6d4b\u6a21\u5757\u4ec5\u57fa\u4e8e\u56e0\u679c\u7279\u5f81\u6316\u6398\u6a21\u5757\u6316\u6398\u5230\u7684\u56e0\u679c\u7279\u5f81\u8fdb\u884c\u63a8\u8350\u9884\u6d4b\uff1b\u5173\u8054\u7279\u5f81\u9884\u6d4b\u6a21\u5757\u5219\u540c\u65f6\u57fa\u4e8e\u56e0\u679c\u7279\u5f81\u548c\u5176\u4f59\u5173\u8054\u7279\u5f81\u8fdb\u884c\u9884\u6d4b\u6765\u9a8c\u8bc1\u539f\u56e0\u7279\u5f81\u6316\u6398\u6a21\u5757\u6316\u6398\u5230\u7684\u56e0\u679c\u7279\u5f81\u662f\u5426\u80fd\u4f7f\u5176\u4f59\u5173\u8054\u7279\u5f81\u4e0e\u9884\u6d4b\u7ed3\u679c\u6761\u4ef6\u72ec\u7acb\u3002\u901a\u8fc7\u5728\u4e0d\u540c\u5206\u5e03\u7684\u6570\u636e\u96c6\u4e0a\u7684\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0cR3 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(max-width: 943px) 100vw, 943px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe7\uff1aR3 \u6a21\u578b\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u56fe\u4fe1\u53f7\u5904\u7406\u7684\u5feb\u901f\u589e\u91cf\u63a8\u8350\u7b97\u6cd5\">\u57fa\u4e8e\u56fe\u4fe1\u53f7\u5904\u7406\u7684\u5feb\u901f\u589e\u91cf\u63a8\u8350\u7b97\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"387\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-19-1024x387.png\" alt=\"paper screenshot\" class=\"wp-image-1069434\" style=\"width:748px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-19-1024x387.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-19-300x113.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-19-768x290.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-19-240x91.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-19.png 1101w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/recmind.cn\/papers\/fire_www22.pdf<\/p>\n\n\n\n<p>\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\uff0c\u968f\u7740\u65b0\u7528\u6237\u3001\u65b0\u7269\u54c1\u4ee5\u53ca\u7528\u6237\u548c\u7269\u54c1\u65b0\u4ea4\u4e92\u6570\u636e\u7684\u4e0d\u65ad\u4ea7\u751f\uff0c\u63a8\u8350\u7b97\u6cd5\u4e0d\u80fd\u4ec5\u9760\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u6765\u5e94\u5bf9\u65b0\u6570\u636e\u51fa\u73b0\u7684\u95ee\u9898\uff0c\u800c\u662f\u5e94\u8be5\u57fa\u4e8e\u6700\u8fd1\u8bad\u7ec3\u597d\u7684\u7684\u6a21\u578b\u4ee5\u589e\u91cf\u66f4\u65b0\u7684\u5f62\u5f0f\u6765\u5904\u7406\u65b0\u6570\u636e\u3002\u73b0\u9636\u6bb5\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u5df2\u6210\u4e3a\u6355\u6349\u7528\u6237\u7279\u5f81\u8fdb\u800c\u63d0\u9ad8\u63a8\u8350\u51c6\u786e\u6027\u7684\u5f3a\u6709\u529b\u5de5\u5177\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u76ee\u524d\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u589e\u91cf\u63a8\u8350\u7b97\u6cd5\u666e\u904d\u5b58\u5728\u4e24\u5927\u95ee\u9898\uff1a\u9996\u5148\uff0c\u5927\u91cf\u53ef\u8bad\u7ec3\u53c2\u6570\u7684\u5f15\u5165\u5bfc\u81f4\u8bad\u7ec3\u65f6\u95f4\u8fc7\u957f\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5f71\u54cd\u4e86\u63a8\u8350\u7684\u6548\u7387\uff1b\u5176\u6b21\uff0c\u7531\u4e8e\u8fd9\u4e9b\u7b97\u6cd5\u90fd\u662f\u57fa\u4e8e\u7528\u6237\u4ea4\u4e92\u6570\u636e\u6765\u6355\u6349\u7528\u6237\u7279\u5f81\u7684\uff0c\u56e0\u6b64\u65e0\u6cd5\u5904\u7406\u65b0\u7528\u6237\u6216\u65b0\u7269\u54c1\u51fa\u73b0\u65f6\u7684\u51b7\u542f\u52a8\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u7684 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https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/www-2022-20.jpg 1114w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe8\uff1aFIRE \u6a21\u578b\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u56fd\u9645\u4e07\u7ef4\u7f51\u4f1a\u8bae\uff08Proceedings of the ACM Web Conference\uff0c\u7b80\u79f0 WWW\uff09\u662f\u4e92\u8054\u7f51\u6280\u672f\u9886\u57df\u6700\u91cd\u8981\u7684\u56fd\u9645\u4f1a\u8bae\u4e4b\u4e00\u3002\u4eca\u5e74\u7684 WWW 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