{"id":35301,"date":"2024-12-22T16:59:50","date_gmt":"2024-12-22T08:59:50","guid":{"rendered":"https:\/\/17aitech.com\/?p=35301"},"modified":"2024-12-22T16:59:50","modified_gmt":"2024-12-22T08:59:50","slug":"%e5%ad%9f%e7%91%9c%e8%8e%b7%e6%9d%b0%e5%87%ba%e5%8d%9a%e5%a3%ab%e8%ae%ba%e6%96%87%e5%a5%96%ef%bc%8c%e4%b8%ad%e7%a7%91%e5%a4%a7%e8%8e%b7%e6%9c%80%e4%bd%b3%e5%ad%a6%e7%94%9f%e8%ae%ba%e6%96%87%ef%bc%8ckd","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35301","title":{"rendered":"\u5b5f\u745c\u83b7\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff0c\u4e2d\u79d1\u5927\u83b7\u6700\u4f73\u5b66\u751f\u8bba\u6587\uff0cKDD 2024\u5168\u90e8\u5956\u9879\u653e\u51fa"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-28-5\" target=\"_blank\">\u5b5f\u745c\u83b7\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff0c\u4e2d\u79d1\u5927\u83b7\u6700\u4f73\u5b66\u751f\u8bba\u6587\uff0cKDD 2024\u5168\u90e8\u5956\u9879\u653e\u51fa<\/a><\/p>\n<section>ACM SIGKDD\uff08\u56fd\u9645<mark data-type=\"tech_tasks\" data-id=\"7904de1e-5ab5-4f0a-aa60-693cb2978766\">\u6570\u636e\u6316\u6398<\/mark>\u4e0e\u77e5\u8bc6\u53d1\u73b0\u5927\u4f1a\uff0cKDD\uff09 \u4f1a\u8bae\u59cb\u4e8e 1989 \u5e74\uff0c\u662f<mark data-type=\"tech_tasks\" data-id=\"7904de1e-5ab5-4f0a-aa60-693cb2978766\">\u6570\u636e\u6316\u6398<\/mark>\u9886\u57df\u5386\u53f2\u6700\u60a0\u4e45\u3001\u89c4\u6a21\u6700\u5927\u7684\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\uff0c\u4e5f\u662f\u9996\u4e2a\u5f15\u5165\u5927\u6570\u636e\u3001<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u3001\u9884\u6d4b\u5206\u6790\u3001\u4f17\u5305\u7b49\u6982\u5ff5\u7684\u4f1a\u8bae\u3002<\/section>\n<section><\/section>\n<section>\u4eca\u5e74\u7684\u00a0KDD \u5927\u4f1a\u662f\u7b2c 30 \u5c4a\uff0c8 \u6708 25 \u65e5 &#8211; 29 \u65e5\u5728\u897f\u73ed\u7259\u5df4\u585e\u7f57\u90a3\u53ec\u5f00\uff0c\u6700\u4f73\u8bba\u6587\u5956\u3001\u65f6\u95f4\u68c0\u9a8c\u5956\u3001\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\u7b49\u5956\u9879\u4e5f\u9010\u4e00\u63ed\u6653\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\u6709\u591a\u4f4d\u534e\u4eba\u7814\u7a76\u8005\u83b7\u5956\uff0c\u5b5f\u745c\u7684\u300aEfficient and Effective Learning of Text Representations\u300b\u83b7\u5f97\u4e86 KDD 2024 \u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff0c\u6700\u4f73\u8bba\u6587\u5956\uff08\u7814\u7a76\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u516d\u4f4d\u534e\u4eba\u5b66\u8005\u53c2\u4e0e\u7684\u300aCAT: Interpretable Concept-based Taylor Additive Models\u300b\uff0c\u6700\u4f73\u5b66\u751f\u8bba\u6587\uff08\u7814\u7a76\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u3001<mark data-type=\"institutions\" data-id=\"48d62db6-3e47-4e93-8b9d-b1283a7ea419\">\u534e\u4e3a<\/mark>\u5408\u4f5c\u7684\u300aDataset Regeneration for Sequential Recommendation\u300b\u3002KDD 2024 \u6700\u4f73\u8bba\u6587\u5956\uff08\u5e94\u7528<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u65b9\u5411\uff09\u7531\u9886\u82f1\u83b7\u5f97\uff0c\u6b64\u5916\uff0c\u5927\u4f1a\u8fd8\u9881\u53d1\u4e86\u4e24\u9879\u65f6\u95f4\u68c0\u9a8c\u5956\u3002<\/section>\n<section><\/section>\n<section><strong>\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956<\/strong><\/section>\n<section><\/section>\n<section>KDD 2024 \u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\u9881\u53d1\u7ed9\u4e86\u300aEfficient and Effective Learning of Text Representations\u300b\uff0c\u4f5c\u8005\u662f\u5f17\u5409\u5c3c\u4e9a\u5927\u5b66\u52a9\u7406\u6559\u6388\u5b5f\u745c\uff08Yu Meng \uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-35ef9494880f2787a1927527b60129c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-35ef9494880f2787a1927527b60129c9.png\"><\/a><\/p>\n<section>\u5b5f\u745c\u4e8e 2024 \u5e74\u52a0\u5165\u5f17\u5409\u5c3c\u4e9a\u5927\u5b66 (UVA) \u8ba1\u7b97\u673a\u79d1\u5b66 (CS) \u7cfb\uff0c\u62c5\u4efb\u52a9\u7406\u6559\u6388\uff08tenure-track\uff09\u3002\u6b64\u524d\uff0c\u4ed6\u83b7\u5f97\u4e86\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u5384\u5df4\u7eb3 &#8211; \u9999\u69df\u5206\u6821 (UIUC) \u7684\u535a\u58eb\u5b66\u4f4d\uff0c\u4e0e<mark data-type=\"experts\" data-id=\"f40a7f9b-b16a-4da2-a103-2056133af6b9\">\u97e9\u5bb6\u709c<\/mark>\u6559\u6388\u4e00\u8d77\u5de5\u4f5c\u3002\u4ed6\u8fd8\u66fe\u5728\u666e\u6797\u65af\u987f NLP \u5c0f\u7ec4\u62c5\u4efb\u8bbf\u95ee\u7814\u7a76\u5458\uff0c\u4e0e\u9648\u4e39\u7426\u4e00\u8d77\u5de5\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u6587\u672c\u8868\u793a\u5b66\u4e60\u5728\u5e7f\u6cdb\u7684<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark> (NLP) \u4efb\u52a1\u4e2d\u53d1\u6325\u4e86\u5173\u952e\u4f5c\u7528\u3002\u8fd9\u4e9b\u8868\u793a\u901a\u5e38\u662f\u901a\u8fc7<mark data-type=\"tech_methods\" data-id=\"f82b7976-b182-40fa-b7d8-a3aad9952937\">\u6df1\u5ea6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\u5c06\u539f\u59cb\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf\u83b7\u5f97\u7684\u3002LLM \u7684\u6700\u65b0\u8fdb\u5c55\u5df2\u7ecf\u8bc1\u660e\u4e86\u5b66\u4e60\u901a\u7528\u6587\u672c\u8868\u793a\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u53ef\u9002\u7528\u4e8e\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u8fd9\u4e00\u6210\u529f\u7531\u4e24\u4e2a\u5173\u952e\u56e0\u7d20\u652f\u6491\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5728\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u4e2d\u4f7f\u7528\u5e7f\u6cdb\u7684\u6587\u672c\u6570\u636e\u6765\u8bad\u7ec3 LLM\uff1b<\/section>\n<\/li>\n<li>\n<section>LLM \u7684\u89c4\u6a21\u53ef\u6269\u5c55\u5230\u5305\u542b\u6570\u767e\u4ebf\u751a\u81f3\u6570\u5343\u4ebf\u4e2a<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u8bad\u7ec3 LLM \u9700\u8981\u5927\u91cf\u6210\u672c\uff0c\u5305\u62ec\u83b7\u53d6\u5927\u91cf\u5e26\u6807\u7b7e\u7684\u6570\u636e\u4ee5\u53ca\u652f\u6301\u8fd9\u4e9b\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5728\u8fd9\u4e9b\u6311\u6218\u7684\u57fa\u7840\u4e0a\uff0c\u672c\u6587\u65e8\u5728\u5f00\u53d1\u9ad8\u6548\u4e14\u6709\u6548\u7684\u6587\u672c\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\uff0c\u6d89\u53ca\u4ee5\u4e0b\u5173\u952e\u5185\u5bb9\uff1a<\/section>\n<section><\/section>\n<section>\u5229\u7528\u7403\u9762\u7a7a\u95f4\u8fdb\u884c\u6587\u672c\u8868\u793a\u5b66\u4e60\u3002\u8868\u793a\u7a7a\u95f4\u7684\u4f20\u7edf\u9009\u62e9\u662f\u6b27\u51e0\u91cc\u5f97\u7a7a\u95f4\uff0c\u4f46\u975e\u6b27\u51e0\u91cc\u5f97\u7403\u9762\u7a7a\u95f4\u5728\u901a\u8fc7\u65b9\u5411\u76f8\u4f3c\u6027\u6355\u6349\u8bed\u4e49\u76f8\u5173\u6027\u7684\u7814\u7a76\u65b9\u9762\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u80fd\u529b\u3002\u672c\u6587\u7684\u5de5\u4f5c\u91cd\u70b9\u662f\u5229\u7528\u7403\u9762\u8868\u793a\u7a7a\u95f4\u8fdb\u884c\u6587\u672c\u8868\u793a\u5b66\u4e60\u7684\u81ea\u76d1\u7763\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section>\u4f7f\u7528\u7403\u9762\u6587\u672c\u8868\u793a\u6cd5\u53d1\u73b0\u4e3b\u9898\u7ed3\u6784\u3002\u57fa\u4e8e\u5728\u7403\u9762\u7a7a\u95f4\u4e2d\u5b66\u4e60\u5230\u7684\u6587\u672c\u8868\u793a\u6cd5\uff0c\u672c\u6587\u5f00\u53d1\u4e86\u901a\u8fc7\u8054\u5408\u5efa\u6a21\u4e3b\u9898\u548c\u6587\u672c\u8bed\u4e49\u81ea\u52a8\u4ece\u7ed9\u5b9a<mark data-type=\"concepts\" data-id=\"930c591c-a35b-4761-83ef-22ef12aa3c5f\">\u8bed\u6599\u5e93<\/mark>\u4e2d\u53d1\u73b0\u4e3b\u9898\u7ed3\u6784\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u4f7f\u7528 LLM \u751f\u6210\u8bad\u7ec3\u6570\u636e\u4ee5\u5b9e\u73b0<mark data-type=\"tech_tasks\" data-id=\"2065eb40-cdce-474e-bf22-dd0b9509dbb8\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3<\/mark> (NLU)\u3002\u8981\u5728 NLU \u4efb\u52a1\u4e0a\u5b9e\u73b0\u7a33\u5065\u7684\u6027\u80fd\uff0c\u901a\u5e38\u9700\u8981\u5927\u91cf\u4eba\u5de5\u6807\u6ce8\u7684\u8bad\u7ec3\u6837\u672c\u6765\u5fae\u8c03\u9884\u8bad\u7ec3\u7684\u6587\u672c\u8868\u793a\u3002\u4e3a\u4e86\u51cf\u8f7b\u4eba\u5de5\u6807\u6ce8\u7684\u9700\u6c42\uff0c\u672c\u6587\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u8303\u5f0f\uff0c\u4f7f\u7528 LLM \u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u751f\u6210\u5668\u6765\u53d6\u4ee3\u4eba\u5de5\u6807\u6ce8\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u52aa\u529b\u5171\u540c\u4fc3\u8fdb\u4e86\u6587\u672c\u8868\u5f81\u66f4\u9ad8\u6548\u3001\u66f4\u6709\u6548\u7684\u5b66\u4e60\uff0c\u89e3\u51b3\u4e86\u8bad\u7ec3\u548c\u4f7f\u7528 LLM \u9762\u4e34\u7684\u6311\u6218\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ae49bbbbc43796d7face4eb9fe40b9c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ae49bbbbc43796d7face4eb9fe40b9c5.png\"><\/a><\/p>\n<section>\u8bba\u6587\u8be6\u7ec6\u5185\u5bb9\u8bf7\u53c2\u9605\uff1a<\/section>\n<section>https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=S2-yZKcAAAAJ&amp;cstart=20&amp;pagesize=80&amp;citation_for_view=S2-yZKcAAAAJ:_Qo2XoVZTnwC<\/section>\n<section><\/section>\n<section><strong>\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff08\u4e9a\u519b\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u6b64\u6b21\u8fd8\u6709\u4e24\u9879\u7814\u7a76\u83b7\u5f97\u4e86\u672c\u5c4a KDD \u7684\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff08\u4e9a\u519b\uff09\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c72b3f7d33ff9817cddc3e43ef76dc41.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c72b3f7d33ff9817cddc3e43ef76dc41.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMake Knowledge Computable: Towards Differentiable Neural-Symbolic AI\u00a0<\/section>\n<\/li>\n<li>\n<section>\u673a\u6784\uff1a\u52a0\u5229\u798f\u5c3c\u4e9a\u5927\u5b66<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aZiniu Hu<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/escholarship.org\/uc\/item\/3ft4t0nj<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u672c\u8bba\u6587\u63a2\u8ba8\u4e86\u795e\u7ecf<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7cfb\u7edf\u4e0e\u7b26\u53f7<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u7cfb\u7edf\u7684\u4ea4\u53c9\u70b9\u3002\u8fd1\u5e74\u6765\u7684<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u65b9\u6cd5\u80fd\u591f\u8bb0\u5fc6\u5927\u91cf\u7684\u4e16\u754c\u77e5\u8bc6\uff0c\u4f46\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u7b26\u53f7\u63a8\u7406\u4ecd\u5b58\u5728\u5c40\u9650\u6027\uff1b\u800c\u7b26\u53f7 AI \u64c5\u957f\u89e3\u51b3\u63a8\u7406\u4efb\u52a1\uff0c\u4f46\u5728\u9002\u5e94\u65b0\u77e5\u8bc6\u65b9\u9762\u6548\u7387\u8f83\u4f4e\u3002\u6b64\u524d\u5c06\u4e24\u8005\u7ed3\u5408\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u6784\u5efa\u57fa\u4e8e\u89e3\u6790\u7684\u7cfb\u7edf\uff0c\u8fd9\u7c7b\u7cfb\u7edf\u9700\u8981\u5927\u91cf\u7684\u4e2d\u95f4\u6807\u7b7e\u6807\u6ce8\uff0c\u4e14\u96be\u4ee5\u6269\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u7684\u7814\u7a76\u76ee\u6807\u662f\u4f7f\u795e\u7ecf\u6a21\u578b\u80fd\u591f\u4ee5\u53ef\u5fae\u5206\u7684\u65b9\u5f0f\u4e0e\u7b26\u53f7\u63a8\u7406\u6a21\u5757\u8fdb\u884c\u4ea4\u4e92\uff0c\u5e76\u5b9e\u73b0\u65e0\u9700\u4e2d\u95f4\u6807\u7b7e\u7684\u7aef\u5230\u7aef\u8bad\u7ec3\u7684\u8fd9\u79cd\u795e\u7ecf &#8211; \u7b26\u53f7\u6a21\u578b\u3002\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u613f\u666f\uff0c\u4f5c\u8005\u5f00\u5c55\u4e86\u4ee5\u4e0b\u7814\u7a76\u5de5\u4f5c\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8bbe\u8ba1\u65b0\u578b\u63a8\u7406\u6a21\u5757\uff1a\u8bbe\u8ba1\u53ef\u5fae\u5206\u7684\u795e\u7ecf\u6a21\u5757\uff0c\u80fd\u591f\u8fdb\u884c\u7b26\u53f7\u63a8\u7406\uff0c\u5305\u62ec<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u63a8\u7406\u548c\u590d\u6742\u7684<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u63a8\u7406\u3002 \u00a0<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7<mark data-type=\"tech_methods\" data-id=\"6e1d70ff-3af3-4199-b99d-fbd226ed6bba\">\u81ea\u76d1\u7763\u5b66\u4e60<\/mark>\uff1a\u4ece\u7ed3\u6784\u5316\u548c\u7b26\u53f7<mark data-type=\"concepts\" data-id=\"6d74712b-ff57-46af-bd46-cd8e9fc29d20\">\u77e5\u8bc6\u5e93<\/mark>\u4e2d\u83b7\u53d6\u81ea\u76d1\u7763\u4fe1\u53f7\u6765\u8bad\u7ec3\u795e\u7ecf\u6a21\u578b\uff0c\u65e0\u9700\u989d\u5916\u7684\u6807\u6ce8\u3002 \u00a0<\/section>\n<\/li>\n<li>\n<section>\u8de8\u9886\u57df\u6cdb\u5316\uff1a\u795e\u7ecf &#8211; \u7b26\u53f7\u7cfb\u7edf\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u5929\u7136\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u8fdb\u884c\u5206\u5e03\u5916\u3001\u8bcd\u6c47\u5916\u3001\u8de8\u8bed\u8a00\u548c\u8de8\u7c7b\u578b\u7684\u6cdb\u5316\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4d1b339e21a22590157f12f62f82b6db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-4d1b339e21a22590157f12f62f82b6db.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aArtificial Intelligence for Data-centric Surveillance and Forecasting of Epidemics<\/section>\n<\/li>\n<li>\n<section>\u673a\u6784\uff1a\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aAlexander Rodriguez<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/repository.gatech.edu\/entities\/publication\/aa292b79-26bb-4aec-a3f3-0fd87911ff74\/full<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u5bf9\u6d41\u884c\u75c5\u7684\u76d1\u63a7\u548c\u9884\u6d4b\u662f\u653f\u5e9c\u5b98\u5458\u3001\u4f01\u4e1a\u548c\u516c\u4f17\u8fdb\u884c\u51b3\u7b56\u548c<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u7684\u91cd\u8981\u5de5\u5177\u3002\u5c3d\u7ba1\u4eba\u4eec\u5728\u7406\u89e3\u75be\u75c5\u5982\u4f55\u5728\u4eba\u7fa4\u4e2d\u4f20\u64ad\u65b9\u9762\u53d6\u5f97\u4e86\u591a\u9879\u8fdb\u5c55\uff0c\u4f46\u4ece\u8bb8\u591a\u65b9\u9762\u6765\u770b\uff0c\u4eba\u4eec\u5bf9\u6d41\u884c\u75c5\u4f20\u64ad\u7684\u7406\u89e3\u4ecd\u5904\u4e8e\u521d\u671f\u9636\u6bb5\u3002\u8bb8\u591a\u4e3b\u8981\u7684\u6311\u6218\u6e90\u4e8e\u590d\u6742\u7684\u52a8\u6001\u56e0\u7d20\uff0c\u5982\u4eba\u5458\u6d41\u52a8\u6a21\u5f0f\u3001\u653f\u7b56\u9075\u5b88\u60c5\u51b5\uff0c\u751a\u81f3\u6570\u636e\u6536\u96c6\u7a0b\u5e8f\u7684\u53d8\u5316\u3002\u968f\u7740\u6536\u96c6\u548c\u5904\u7406\u65b0\u6765\u6e90\u6570\u636e\u7684\u52aa\u529b\uff0c\u62e5\u6709\u8bb8\u591a\u53d8\u91cf\u7684\u7ec6\u7c92\u5ea6\u6570\u636e\u9010\u6e10\u53d8\u5f97\u53ef\u7528\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u5f88\u96be\u901a\u8fc7\u4f20\u7edf\u7684\u6570\u5b66\u6d41\u884c\u75c5\u5b66\u548c\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u5efa\u6a21\u65b9\u6cd5\u6765\u5229\u7528\u3002\u76f8\u53cd\uff0c\u6d41\u884c\u75c5\u5b66\u4e2d\u7684 AI \u65b9\u6cd5\u9762\u4e34\u6570\u636e\u7a00\u758f\u3001\u5206\u5e03\u53d8\u5316\u548c\u6570\u636e\u8d28\u91cf\u5dee\u5f02\u7684\u6311\u6218\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6ab987dc32dc7982ed956ddfa2986f65.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6ab987dc32dc7982ed956ddfa2986f65.png\"><\/a><\/p>\n<section>AI \u6280\u672f\u5728\u6d41\u884c\u75c5\u5b66\u52a8\u6001\u65b9\u9762\u4e5f\u7f3a\u4e4f\u7406\u89e3\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4e0d\u5207\u5b9e\u9645\u7684\u9884\u6d4b\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\u5e76\u5411\u6570\u636e\u4e2d\u5fc3\u65b9\u6cd5\u8fc8\u8fdb\uff0c\u672c\u8bba\u6587\u63d0\u51fa\u4e86\u51e0\u4e2a\u6846\u67b6\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u901a\u8fc7\u591a\u4e2a\u5b9e\u4f8b\u5c55\u793a\u4e86\u5c06 AI \u7684\u6570\u636e\u9a71\u52a8\u8868\u8fbe\u80fd\u529b\u5f15\u5165\u6d41\u884c\u75c5\u5b66\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u6d41\u884c\u75c5\u66f4\u4e3a\u654f\u611f\u548c\u7cbe\u51c6\u7684\u76d1\u63a7\u4e0e\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section><strong>\u7814\u7a76\u65b9\u5411\u8bba\u6587\u5956<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6700\u4f73\u8bba\u6587<\/strong><\/section>\n<section><\/section>\n<section>KDD 2024 \u6700\u4f73\u8bba\u6587\u5956\uff08\u7814\u7a76\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u300aCAT: Interpretable Concept-based Taylor Additive Models\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-439387416ec40e43e9e1b954c97204a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-439387416ec40e43e9e1b954c97204a7.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u4f5c\u8005\uff1aViet Duong, Qiong Wu, Zhengyi Zhou, Hongjue Zhao, Chenxiang Luo, Eric Zavesky, Huaxiu Yao, Huajie Shao<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2406.17931<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/vduong143\/CAT-KDD-2024<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u53ef\u89e3\u91ca\u6280\u672f\uff0c\u5e7f\u4e49\u76f8\u52a0\u6a21\u578b\uff08Generalized Additive Models\uff0cGAMs\uff09\u8ba9<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5355\u72ec\u5b66\u4e60\u6bcf\u4e2a\u7279\u5f81\u7684\u975e\u7ebf\u6027\u51fd\u6570\uff0c\u7136\u540e\u901a\u8fc7\u7ebf\u6027\u6a21\u578b\u7ec4\u5408\u4ee5\u8fdb\u884c\u6700\u7ec8\u9884\u6d4b\u3002\u5c3d\u7ba1 GAM \u53ef\u4ee5\u5728\u7279\u5f81\u7ea7\u522b\u89e3\u91ca<mark data-type=\"tech_methods\" data-id=\"f82b7976-b182-40fa-b7d8-a3aad9952937\">\u6df1\u5ea6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark> (DNN)\uff0c\u4f46\u5b83\u4eec\u9700\u8981\u5927\u91cf\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5e76\u4e14\u5bb9\u6613\u8fc7\u5ea6\u62df\u5408\uff0c\u4ece\u800c\u96be\u4ee5\u8bad\u7ec3\u548c\u6269\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u5bf9\u4eba\u7c7b\u6765\u8bf4\uff0c\u5728\u5177\u6709\u8bb8\u591a\u7279\u5f81\u7684\u73b0\u5b9e\u6570\u636e\u96c6\u4e2d\uff0c\u57fa\u4e8e\u7279\u5f81\u7684\u89e3\u91ca\u7684\u53ef\u89e3\u91ca\u6027\u4f1a\u964d\u4f4e\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6700\u8fd1\u7684\u7814\u7a76\u5df2\u8f6c\u5411\u57fa\u4e8e\u6982\u5ff5\u7684\u53ef\u89e3\u91ca\u65b9\u6cd5\u3002\u8fd9\u4e9b\u65b9\u6cd5\u8bd5\u56fe\u5c06<mark data-type=\"tech_methods\" data-id=\"13dfc56b-6e75-42e7-b3cb-36c6c616a953\">\u6982\u5ff5\u5b66\u4e60<\/mark>\u4f5c\u4e3a\u505a\u51fa\u9884\u6d4b\u4e4b\u524d\u7684\u4e2d\u95f4\u6b65\u9aa4\uff0c\u5e76\u7528\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u6982\u5ff5\u6765\u89e3\u91ca\u9884\u6d4b\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u9700\u8981\u9886\u57df\u4e13\u5bb6\u7528\u76f8\u5173\u540d\u79f0\u53ca\u5176\u771f\u5b9e\u503c\u5e7f\u6cdb\u5730\u6807\u8bb0\u6982\u5ff5\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u6b64\uff0c\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u53ef\u89e3\u91ca\u7684\u3001\u57fa\u4e8e\u6982\u5ff5\u7684\u65b0\u578b\u6cf0\u52d2\u76f8\u52a0\u6a21\u578b \u2014\u2014CAT\uff0c\u4ee5\u7b80\u5316\u8fd9\u4e2a\u8fc7\u7a0b\u3002CAT \u4e0d\u9700\u8981\u9886\u57df\u4e13\u5bb6\u6765\u6ce8\u91ca\u6982\u5ff5\u53ca\u5176\u771f\u5b9e\u503c\u3002\u76f8\u53cd\uff0c\u5b83\u53ea\u9700\u8981\u7528\u6237\u7b80\u5355\u5730\u5c06\u8f93\u5165\u7279\u5f81\u5206\u7c7b\u4e3a\u5e7f\u6cdb\u7684\u7ec4\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u5feb\u901f\u5143\u6570\u636e\u5ba1\u67e5\u8f7b\u677e\u5b8c\u6210\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0cCAT \u9996\u5148\u5c06\u6bcf\u7ec4\u8f93\u5165\u7279\u5f81\u5d4c\u5165\u5230\u4e00\u7ef4\u9ad8\u7ea7\u6982\u5ff5\u8868\u5f81\u4e2d\uff0c\u7136\u540e\u5c06\u6982\u5ff5\u8868\u5f81\u8f93\u5165\u5230\u65b0\u7684\u767d\u76d2\u6cf0\u52d2<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08TaylorNet\uff09\u4e2d\u3002 TaylorNet \u65e8\u5728\u4f7f\u7528\u591a\u9879\u5f0f\u5b66\u4e60\u8f93\u5165\u548c\u8f93\u51fa\u4e4b\u95f4\u7684\u975e\u7ebf\u6027\u5173\u7cfb\u3002\u591a\u4e2a<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7684\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0cCAT \u53ef\u4ee5\u4f18\u4e8e<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6216\u4e0e<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7ade\u4e89\uff0c\u540c\u65f6\u51cf\u5c11\u5bf9\u5927\u91cf\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u9700\u6c42\u3002\u91cd\u8981\u7684\u662f\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u9ad8\u7ea7\u6982\u5ff5\u6709\u6548\u5730\u89e3\u91ca\u6a21\u578b\u9884\u6d4b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-59ed1b07e9ab45e893cf6a793c4fee03.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-59ed1b07e9ab45e893cf6a793c4fee03.png\"><\/a><\/p>\n<section><strong>\u6700\u4f73\u5b66\u751f\u8bba\u6587<\/strong><\/section>\n<section><\/section>\n<section>KDD 2024 \u6700\u4f73\u5b66\u751f\u8bba\u6587\uff08\u7814\u7a76\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u300aDataset Regeneration for Sequential Recommendation\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0413c2e0d6937054be5b0b549494c06d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0413c2e0d6937054be5b0b549494c06d.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u673a\u6784\uff1a\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u3001<mark data-type=\"institutions\" data-id=\"48d62db6-3e47-4e93-8b9d-b1283a7ea419\">\u534e\u4e3a<\/mark><\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aMingjia Yin, Hao Wang, Wei Guo, Yong Liu, Suojuan Zhang, Sirui Zhao, Defu Lian, Enhong Chen<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2405.17795<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/anonymous.4open.science\/r\/KDD2024-86EA<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u5e8f\u5217<mark data-type=\"tech_tasks\" data-id=\"6ca1ea2d-6bca-45b7-9c93-725d288739c3\">\u63a8\u8350\u7cfb\u7edf<\/mark>\uff08SR\uff09\u662f\u73b0\u4ee3<mark data-type=\"tech_tasks\" data-id=\"6ca1ea2d-6bca-45b7-9c93-725d288739c3\">\u63a8\u8350\u7cfb\u7edf<\/mark>\u4e2d\u7684\u5173\u952e\u7ec4\u4ef6\uff0c\u5176\u76ee\u6807\u662f\u6355\u6349\u7528\u6237\u4e0d\u65ad\u53d8\u5316\u7684\u504f\u597d\u3002\u4e3a\u4e86\u589e\u5f3a SR \u7cfb\u7edf\u7684\u80fd\u529b\uff0c\u5df2\u7ecf\u8fdb\u884c\u4e86\u5927\u91cf\u7814\u7a76\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u9075\u5faa\u4ee5\u6a21\u578b\u4e3a\u4e2d\u5fc3\u7684\u8303\u5f0f\uff0c\u5373\u57fa\u4e8e\u56fa\u5b9a\u6570\u636e\u96c6\u5f00\u53d1\u6709\u6548\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5f80\u5f80\u5ffd\u7565\u4e86\u6570\u636e\u4e2d\u6f5c\u5728\u7684\u8d28\u91cf\u95ee\u9898\u548c\u7f3a\u9677\u3002\u57fa\u4e8e\u6570\u636e\u4e2d\u5fc3\u5316 AI \u7684\u6f5c\u529b\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6570\u636e\u4e2d\u5fc3\u5316\u8303\u5f0f\uff0c\u5229\u7528\u540d\u4e3a DR4SR \u7684\u6a21\u578b\u65e0\u5173\u6570\u636e\u96c6\u518d\u751f\u6846\u67b6\u6765\u5f00\u53d1\u7406\u60f3\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u8be5\u6846\u67b6\u80fd\u591f\u751f\u6210\u5177\u6709\u51fa\u8272\u8de8\u67b6\u6784\u6cdb\u5316\u80fd\u529b\u7684\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5f15\u5165\u4e86 DR4SR + \u6846\u67b6\uff0c\u5b83\u7ed3\u5408\u4e86\u6a21\u578b<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u7684\u6570\u636e\u96c6\u5b9a\u5236\u529f\u80fd\uff0c\u80fd\u591f\u4e3a\u76ee\u6807\u6a21\u578b\u4e13\u95e8\u5b9a\u5236\u518d\u751f\u7684\u6570\u636e\u96c6\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u6570\u636e\u4e2d\u5fc3\u5316\u8303\u5f0f\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u8be5\u6846\u67b6\u4e0e\u5404\u79cd\u4ee5\u6a21\u578b\u4e3a\u4e2d\u5fc3\u7684\u65b9\u6cd5\u7ed3\u5408\uff0c\u89c2\u5bdf\u5230\u5728\u56db\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u636e\u96c6\u4e0a\u6027\u80fd\u663e\u8457\u63d0\u5347\u3002\u6211\u4eec\u8fd8\u8fdb\u884c\u4e86\u6df1\u5165\u5206\u6790\uff0c\u63a2\u7d22\u6570\u636e\u4e2d\u5fc3\u5316\u8303\u5f0f\u7684\u6f5c\u529b\uff0c\u5e76\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\u3002<\/section>\n<section><\/section>\n<section><strong>\u5e94\u7528<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u65b9\u5411<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6700\u4f73\u8bba\u6587<\/strong><\/section>\n<section><\/section>\n<section>KDD 2024 \u6700\u4f73\u8bba\u6587\uff08\u5e94\u7528<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u300aLiGNN: Graph Neural Networks at LinkedIn\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ef89014b5cc78b349c2e7a6f81b7fc2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-ef89014b5cc78b349c2e7a6f81b7fc2f.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u673a\u6784\uff1a\u9886\u82f1<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aFedor Borisyuk, Shihai He, Yunbo Ouyang, Morteza Ramezani, Peng Du, Xiaochen Hou, Chengming Jiang, Nitin Pasumarthy, Priya Bannur, Birjodh Tiwana, Ping Liu, Siddharth Dangi, Daqi Sun, Zhoutao Pei, Xiao Shi, Sirou Zhu, Kay Shen, Kuang-Hsuan Lee, David Stein, Baolei Li, Haichao Wei, Amol Ghoting, Souvik Ghosh<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2402.11139<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u8fd9\u7bc7\u8bba\u6587\u4ecb\u7ecd\u4e86\u5df2\u90e8\u7f72\u7684\u5927\u89c4\u6a21\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08GNNs\uff09\u6846\u67b6 LiGNN\uff0c\u5e76\u5206\u4eab\u4e86\u9886\u82f1\u5f00\u53d1\u548c\u90e8\u7f72\u5927\u89c4\u6a21 GNN \u7684\u7ecf\u9a8c\u3002\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u7b97\u6cd5\u6539\u8fdb\u6765\u63d0\u5347 GNN \u8868\u793a\u5b66\u4e60\u7684\u8d28\u91cf\uff0c\u5305\u62ec\u5177\u6709\u957f\u671f\u635f\u5931\u7684\u65f6\u95f4\u56fe\u67b6\u6784\uff0c\u901a\u8fc7\u56fe\u5bc6\u96c6\u5316\u3001ID \u5d4c\u5165\u548c multi-hop \u76f8\u90bb\u91c7\u6837\u5b9e\u73b0\u7684\u6709\u6548\u51b7\u542f\u52a8\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u8bba\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u901a\u8fc7\u81ea\u9002\u5e94\u76f8\u90bb\u91c7\u6837\u3001\u8bad\u7ec3\u6570\u636e batch \u7684\u5206\u7ec4\u548c\u5207\u7247\u3001\u4e13\u7528\u5171\u4eab\u5185\u5b58\u961f\u5217\u548c\u5c40\u90e8\u68af\u5ea6\u4f18\u5316\uff0c\u5728 LinkedIn \u56fe\u4e0a\u6784\u5efa\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u5e76\u5c06\u8bad\u7ec3\u901f\u5ea6\u63d0\u9ad8 7 \u500d\u3002\u7814\u7a76\u8005\u603b\u7ed3\u4e86\u4ece <mark data-type=\"concepts\" data-id=\"e4db9f73-056a-4352-9778-d33e563570d1\">A\/B \u6d4b\u8bd5<\/mark>\u5b9e\u9a8c\u4e2d\u6536\u96c6\u5230\u7684\u90e8\u7f72\u7ecf\u9a8c\u548c\u6559\u8bad\u3002\u8fd9\u9879\u5de5\u4f5c\u4e2d\u4ecb\u7ecd\u7684\u6280\u672f\u5e2e\u52a9\u63d0\u9ad8\u4e86\u7ea6 1% \u7684\u5de5\u4f5c\u5e94\u7528\u56de\u542c\u7387\u30012% \u7684\u5e7f\u544a\u70b9\u51fb\u7387\u63d0\u5347\u30010.5% \u7684\u65e5\u6d3b\u7528\u6237\u63d0\u5347\u30010.2% \u7684\u4f1a\u8bdd\u63d0\u5347\u548c 0.1% \u7684\u6bcf\u5468\u6d3b\u8dc3\u7528\u6237\u6570\u63d0\u5347\u3002\u8fd9\u9879\u5de5\u4f5c\u6709\u671b\u4e3a\u5927\u89c4\u6a21\u5e94\u7528\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u5de5\u7a0b\u5e08\u63d0\u4f9b\u5b9e\u7528\u7684\u89e3\u51b3\u65b9\u6848\u548c\u89c1\u89e3\u3002<\/section>\n<section><\/section>\n<section><strong>\u6700\u4f73\u8bba\u6587\u4e9a\u519b<\/strong><\/section>\n<section><\/section>\n<section>KDD 2024 \u6700\u4f73\u8bba\u6587\u4e9a\u519b\uff08\u5e94\u7528<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u300aNested Fusion: A Method for Learning High Resolution Latent Structure of Multi-Scale Measurement Data on Mars\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8e33284c34f7d51c226507a116ea5529.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-8e33284c34f7d51c226507a116ea5529.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u673a\u6784\uff1a\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u3001\u52a0\u5dde\u7406\u5de5\u5b66\u9662<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aAustin Wright, Duen Chau, Scott Davidoff<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3637528.3671596<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/pixlise\/NestedFusion.<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u706b\u661f\u63a2\u6d4b\u8f66\u300c\u6bc5\u529b\u53f7\u300d\u4ee3\u8868\u4e86\u706b\u661f\u6d4b\u91cf\u7cbe\u5ea6\u7684\u4ee3\u9645\u53d8\u5316\uff0c\u7136\u800c\u8fd9\u79cd\u7cbe\u5ea6\u7684\u63d0\u9ad8\u4e5f\u4e3a\u63a2\u7d22\u6027<mark data-type=\"tech_tasks\" data-id=\"0863e493-3d71-46a2-bdc8-59cdb4cc102e\">\u6570\u636e\u5206\u6790<\/mark>\u6280\u672f\u5e26\u6765\u4e86\u65b0\u7684\u6311\u6218\u3002\u63a2\u6d4b\u8f66\u4e0a\u7684\u591a\u4e2a\u4eea\u5668\u5206\u522b\u6d4b\u91cf\u79d1\u5b66\u5bb6\u611f\u5174\u8da3\u7684\u7279\u5b9a\u5c5e\u6027\uff0c\u56e0\u6b64\u5206\u6790\u5e95\u5c42\u73b0\u8c61\u5982\u4f55\u5171\u540c\u5f71\u54cd\u591a\u4e2a\u4e0d\u540c\u7684\u4eea\u5668\uff0c\u5bf9\u4e8e\u5168\u9762\u4e86\u89e3\u6570\u636e\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c\uff0c\u6bcf\u4e2a\u4eea\u5668\u7684\u5206\u8fa8\u7387\u5404\u4e0d\u76f8\u540c\uff0c\u4f7f\u5f97\u4e0d\u540c\u6570\u636e\u5c42\u7684<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u53d8\u5f97\u590d\u6742\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u9879\u7814\u7a76\u63d0\u51fa\u4e86 Nested Fusion \u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u7ed3\u5408\u4e0d\u540c\u5206\u8fa8\u7387\u7684\u4efb\u610f\u5206\u5c42\u6570\u636e\u96c6\uff0c\u5e76\u5728\u53ef\u80fd\u7684\u6700\u9ad8\u5206\u8fa8\u7387\u4e0b\u751f\u6210\u6f5c\u5728\u5206\u5e03\uff0c\u7f16\u7801\u4e0d\u540c\u6d4b\u91cf\u548c\u5c3a\u5ea6\u4e4b\u95f4\u7684\u590d\u6742\u76f8\u4e92\u5173\u7cfb\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-650e5d4b3eb59d57b3b1377012a1c8a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-650e5d4b3eb59d57b3b1377012a1c8a9.png\"><\/a><\/p>\n<section>\u8be5\u65b9\u6cd5\u80fd\u591f\u5bf9\u5927\u578b\u6570\u636e\u96c6\u9ad8\u6548\u5904\u7406\uff0c\u751a\u81f3\u53ef\u4ee5\u5bf9\u672a\u89c1\u8fc7\u7684\u6570\u636e\u8fdb\u884c\u63a8\u7406\uff0c\u5e76\u5728\u771f\u5b9e\u7684\u706b\u661f\u63a2\u6d4b\u8f66\u6570\u636e\u4e0a\uff0c\u8d85\u8d8a\u4e86\u73b0\u6709\u7684<mark data-type=\"tech_tasks\" data-id=\"bf54ab8d-3458-4d37-89be-a3febc0f8d9d\">\u964d\u7ef4<\/mark>\u548c\u6f5c\u5728\u5206\u6790\u65b9\u6cd5\u3002\u4ed6\u4eec\u5df2\u5728 NASA \u55b7\u6c14\u63a8\u8fdb\u5b9e\u9a8c\u5ba4\uff08JPL\uff09\u5185\u7684\u706b\u661f\u79d1\u5b66\u56e2\u961f\u4e2d\u90e8\u7f72\u4e86 Nested Fusion \u65b9\u6cd5\uff0c\u5e76\u4e14\u901a\u8fc7\u591a\u8f6e\u53c2\u4e0e\u5f0f\u8bbe\u8ba1\uff0c\u5927\u5927\u63d0\u5347\u4e86\u79d1\u5b66\u5bb6\u7684\u63a2\u7d22\u6027\u5206\u6790\u5de5\u4f5c\u6d41\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u65f6\u95f4\u68c0\u9a8c\u5956<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u4f1a\u8fd8\u8bc4\u51fa\u4e86\u4e24\u9879\u65f6\u95f4\u68c0\u9a8c\u5956\u3002<\/section>\n<section><\/section>\n<section>KDD 2024 \u65f6\u95f4\u68c0\u9a8c\u5956\uff08\u7814\u7a76\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u300aDeepWalk: online learning of social representations\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b5b80058f509bd5700f8c45a07f11a0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b5b80058f509bd5700f8c45a07f11a0d.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u673a\u6784\uff1a\u7ebd\u7ea6\u5dde\u7acb\u5927\u5b66\u77f3\u6eaa\u5206\u6821<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aBrian Perozzi, Rami Al-Rfou, Steven Skiena<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1403.6652<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/phanein\/deepwalk<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u8fd9\u7bc7\u8bba\u6587\u4ecb\u7ecd\u4e86\u7814\u7a76\u56e2\u961f\u6240\u63d0\u51fa\u7684\u4e00\u79cd\u7528\u4e8e\u5b66\u4e60\u7f51\u7edc\u4e2d\u9876\u70b9\u9690\u5c42\u8868\u793a\u7684\u65b0\u65b9\u6cd5 \u2014\u2014\u300cDeepWalk\u300d\u3002\u8fd9\u4e9b\u9690\u5c42\u8868\u793a\u5c06\u793e\u4f1a\u5173\u7cfb\u7f16\u7801\u5728\u8fde\u7eed\u7684\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c<mark data-type=\"tech_methods\" data-id=\"6066d937-098d-48ee-950c-a41143d47623\">\u7edf\u8ba1\u6a21\u578b<\/mark>\u5219\u53ef\u4ee5\u8f7b\u677e\u5229\u7528\u8fd9\u4e9b\u8868\u793a\u3002<\/section>\n<section><\/section>\n<section>DeepWalk \u5c06\u8bed\u8a00\u5efa\u6a21\u548c\u65e0\u76d1\u7763\u7279\u5f81\u5b66\u4e60\uff08\u6216<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\uff09\u4ece\u8bcd\u5e8f\u5217\u63a8\u5e7f\u5230\u4e86\u56fe\u7ed3\u6784\u3002DeepWalk \u901a\u8fc7\u622a\u65ad\u968f\u673a\u6e38\u8d70\u83b7\u53d6\u5c40\u90e8\u4fe1\u606f\uff0c\u5e76\u5c06\u6e38\u8d70\u7b49\u540c\u89c6\u4e3a\u53e5\u5b50\uff0c\u4ece\u800c\u5b66\u4e60\u9690\u5c42\u8868\u793a\u3002\u4ed6\u4eec\u5728\u591a\u4e2a\u793e\u4ea4\u7f51\u7edc\u7684\u591a\u6807\u7b7e\u7f51\u7edc\u5206\u7c7b\u4efb\u52a1\u4e2d\u5c55\u793a\u4e86 DeepWalk \u7684\u9690\u5c42\u8868\u793a\uff0c\u4f8b\u5982 BlogCatalog\u3001Flickr \u548c YouTube\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2a5d7f98a3f519bf418cd50465ef82b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2a5d7f98a3f519bf418cd50465ef82b5.png\"><\/a><\/p>\n<section>\u7ed3\u679c\u8868\u660e\uff0cDeepWalk \u5728\u6709\u7f3a\u5931\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0c\u8868\u73b0\u4f18\u4e8e\u80fd\u591f\u770b\u5230\u5168\u5c40\u7f51\u7edc\u89c6\u56fe\u7684\u5176\u4ed6\u5f3a\u5927\u57fa\u7ebf\u65b9\u6cd5\u3002\u7279\u522b\u662f\u5728\u6807\u6ce8\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\uff0cDeepWalk \u7684\u8868\u793a\u53ef\u4ee5\u5c06<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-889177b3cf294431a6834fc06c82e91f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-889177b3cf294431a6834fc06c82e91f.png\"><\/a>\u5206\u6570\u63d0\u9ad8\u6700\u591a 10%\u3002\u5728\u67d0\u4e9b\u5b9e\u9a8c\u4e2d\uff0cDeepWalk \u4f7f\u7528\u5c11\u4e8e 60% \u7684\u8bad\u7ec3\u6570\u636e\u65f6\uff0c\u4ecd\u80fd\u8d85\u8d8a\u6240\u6709\u57fa\u7ebf\u65b9\u6cd5\u3002DeepWalk \u5177\u6709\u53ef\u6269\u5c55\u6027\uff0c\u5b83\u662f\u4e00\u79cd<mark data-type=\"tech_methods\" data-id=\"df1b3500-af28-4cee-bf53-f7e6daddf012\">\u5728\u7ebf\u5b66\u4e60<\/mark>\u7b97\u6cd5\uff0c\u80fd\u591f\u6784\u5efa\u6709\u7528\u7684\u589e\u91cf\u7ed3\u679c\uff0c\u4e14\u6613\u4e8e\u5e76\u884c\u5316\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5176\u9002\u7528\u4e8e\u5e7f\u6cdb\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff0c\u5982\u7f51\u7edc\u5206\u7c7b\u548c<mark data-type=\"tech_tasks\" data-id=\"3eaea908-6266-4c97-bb63-79b0fcade338\">\u5f02\u5e38\u68c0\u6d4b<\/mark>\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-67a6ed83c28249090582a162d45f96f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-67a6ed83c28249090582a162d45f96f8.png\"><\/a><\/p>\n<section>KDD 2024 \u65f6\u95f4\u68c0\u9a8c\u5956\uff08\u5e94\u7528<mark data-type=\"concepts\" data-id=\"3946938d-2b2f-4b48-9ee4-58debad2a6c4\">\u6570\u636e\u79d1\u5b66<\/mark>\u65b9\u5411\uff09\u9881\u7ed9\u4e86\u300aU-Air: when urban air quality inference meets big data\u300b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-205263b25e156b930c2c8b16d3823189.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-205263b25e156b930c2c8b16d3823189.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u673a\u6784\uff1a<mark data-type=\"institutions\" data-id=\"2c9b618a-41dc-4938-9d96-c5bd8967f08d\">\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662<\/mark><\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aYu Zheng, Furui Liu, Hsun-Ping Hsieh<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttp:\/\/chbrown.github.io\/kdd-2013-usb\/kdd\/p1436.pdf<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u6458\u8981\uff1a\u8fd9\u7bc7\u8bba\u6587\u4ecb\u7ecd\u4e86\u7814\u7a76\u56e2\u961f\u6240\u63d0\u51fa\u7684\u4e00\u79cd\u57fa\u4e8e\u534f\u540c\u8bad\u7ec3\u6846\u67b6\u7684<mark data-type=\"tech_methods\" data-id=\"11fab423-a92b-48d5-8212-79b1ecb46551\">\u534a\u76d1\u7763\u5b66\u4e60<\/mark>\u65b9\u6cd5\u3002\u5173\u4e8e\u57ce\u5e02\u7a7a\u6c14\u8d28\u91cf\u7684\u4fe1\u606f\uff08\u4f8b\u5982 PM2.5 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POIs\uff09\uff0c\u63a8\u65ad\u6574\u4e2a\u57ce\u5e02\u7684\u5b9e\u65f6\u3001\u7ec6\u7c92\u5ea6\u7684\u7a7a\u6c14\u8d28\u91cf\u4fe1\u606f\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u534f\u540c\u8bad\u7ec3\u6846\u67b6\u7684<mark data-type=\"tech_methods\" data-id=\"11fab423-a92b-48d5-8212-79b1ecb46551\">\u534a\u76d1\u7763\u5b66\u4e60<\/mark>\u65b9\u6cd5\uff0c\u8be5\u6846\u67b6\u5305\u542b\u4e24\u4e2a\u72ec\u7acb\u7684\u5206\u7c7b\u5668\u3002\u4e00\u4e2a\u662f\u57fa\u4e8e\u4eba\u5de5<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08ANN\uff09\u7684\u7a7a\u95f4\u5206\u7c7b\u5668\uff0c\u5b83\u5c06\u7a7a\u95f4\u76f8\u5173\u7279\u5f81\uff08\u5982 POI 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b8d4fb932cef17d29aa23054a2201f17.png\"><\/a><\/p>\n<section>\u7814\u7a76\u56e2\u961f\u5728\u5317\u4eac\u548c\u4e0a\u6d77\u6240\u83b7\u53d6\u7684\u4e94\u4e2a\u771f\u5b9e\u6570\u636e\u6e90\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u8bc4\u4f30\u3002\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u56db\u7c7b\u57fa\u7ebf\u65b9\u6cd5\uff08\u5305\u62ec\u7ebf\u6027 \/ \u9ad8\u65af<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u3001\u7ecf\u5178\u6269\u6563\u6a21\u578b\u3001\u51b3\u7b56\u6811\u548c CRF \u7b49\u8457\u540d\u5206\u7c7b\u6a21\u578b\uff0c\u4ee5\u53ca ANN\uff09\u76f8\u6bd4\uff0c\u4ed6\u4eec\u6240\u63d0\u51fa\u7684\u57fa\u4e8e\u534f\u540c\u8bad\u7ec3\u6846\u67b6\u7684<mark data-type=\"tech_methods\" data-id=\"11fab423-a92b-48d5-8212-79b1ecb46551\">\u534a\u76d1\u7763\u5b66\u4e60<\/mark>\u65b9\u6cd5\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u4fe1\u606f\uff0c\u53ef\u53c2\u8003\u5927\u4f1a\u5b98\u7f51\uff1a<\/section>\n<section>https:\/\/kdd2024.kdd.org\/awards\/<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-28-5\" target=\"_blank\">\u5b5f\u745c\u83b7\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff0c\u4e2d\u79d1\u5927\u83b7\u6700\u4f73\u5b66\u751f\u8bba\u6587\uff0cKDD 2024\u5168\u90e8\u5956\u9879\u653e\u51fa<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5b5f\u745c\u83b7\u6770\u51fa\u535a\u58eb\u8bba\u6587\u5956\uff0c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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