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\u8fd9\u6b21\u8054\u52a8\u4e5f\u610f\u5473\u7740\uff0c\u4e2d\u56fd\u5e7f\u544a\u4e1a\u52a1\u4e00\u7ebf\u6700\u771f\u5b9e\u3001\u6700\u786c\u6838\u7684\u5de5\u7a0b\u96be\u9898\uff0c\u5df2\u7ecf\u5177\u5907\u4e86\u8ba9\u5168\u7403\u6700\u9876\u5c16\u7b97\u6cd5\u4eba\u624d\u5171\u540c\u653b\u514b\u7684\u5b66\u672f\u4ef7\u503c\uff0c\u8be5\u8bfe\u9898\u6b63\u5f0f\u7ad9\u4e0a\u4e86\u5168\u7403\u6700\u9ad8\u7684\u5b66\u672f\u64c2\u53f0\u3002<\/p>\n

\u672c\u5c4a\u5927\u8d5b\u7684\u6b63\u5f0f\u8d5b\u9898\u4e3a\u300aTowards Unifying Sequence Modeling and Feature Interaction for Large-scale Recommendation\u300b\uff08\u9762\u5411\u5927\u89c4\u6a21\u63a8\u8350\u7684\u7edf\u4e00\u5e8f\u5217\u4e0e\u7279\u5f81\u4ea4\u4e92\u5efa\u6a21\uff09\u3002<\/p>\n

\u540d\u5b57\u6709\u70b9\u957f\uff0c\u4f46\u6838\u5fc3\u903b\u8f91\u8bf4\u7b80\u5355\u70b9\u5c31\u4ee8\u5b57\uff1a\u5927\u4e00\u7edf\u3002<\/p>\n

\u5927\u8bed\u8a00\u6a21\u578b\u9760\u540c\u6784Transformer\u5806\u53e0\uff0c\u91ca\u653e\u4e86Scaling Law\u7684\u5a01\u529b\uff0c\u5b9e\u73b0\u4e86\u667a\u80fd\u7684\u7206\u53d1\u5f0f\u8dc3\u8fc1\u3002<\/p>\n

\u800c\u63a8\u8350\u7cfb\u7edf\u957f\u671f\u56f0\u5728\u5f02\u6784\u7f51\u7edc\u67b6\u6784\u91cc\uff0c\u59cb\u7ec8\u96be\u4ee5\u8d70\u4e0a\u8fd9\u6761\u89c4\u6a21\u5316\u6269\u5c55\u4e4b\u8def\u3002<\/p>\n

\u672c\u5c4a\u8d5b\u9898\u7684\u672c\u8d28\uff0c\u5176\u5b9e\u5c31\u662f\u5728\u95ee\u4e00\u4e2a\u95ee\u9898\u2014\u2014<\/p>\n

\u63a8\u8350\u7cfb\u7edf\u80fd\u4e0d\u80fd\u8fce\u6765\u5c5e\u4e8e\u81ea\u5df1\u7684Scaling Law\u65f6\u523b\uff1f<\/p>\n

\u53c2\u8d5b\u8005\u9700\u8981\u8bbe\u8ba1\u4e00\u5957\u7edf\u4e00\u7684Recommendation Block\uff0c\u4e0d\u80fd\u518d\u641e\u590d\u6742\u7684\u5f02\u6784\u62c6\u5206\uff0c\u800c\u662f\u8981\u5c1d\u8bd5\u7528\u7edf\u4e00\u7684Tokenization\uff0c\u540c\u65f6\u5efa\u6a21\u5e8f\u5217\u884c\u4e3a\u4e0e\u591a\u57df\u7279\u5f81\u3002<\/p>\n

\u8fd9\u4e0d\u4ec5\u8981\u6c42\u6a21\u578b\u5728AUC\uff08\u6a21\u578b\u6548\u679c\uff09\u6307\u6807\u4e0a\u6709\u6240\u7a81\u7834\uff0c\u8fd8\u5f97\u517c\u987e\u5b9e\u9645\u4e1a\u52a1\u4e2d\u7684\u63a8\u7406\u6548\u7387\u3002<\/p>\n

\u6bd5\u7adf\uff0c\u5728\u817e\u8baf\u5e7f\u544a\u6570\u5341\u4ebf\u65e5\u6d3b\u7528\u6237\u7684\u771f\u5b9e\u573a\u666f\u4e2d\uff0c\u4efb\u4f55\u7b97\u6cd5\u521b\u65b0\u90fd\u5fc5\u987b\u5728\u6beb\u79d2\u7ea7\u54cd\u5e94\u548c\u6709\u9650\u7b97\u529b\u7ea6\u675f\u4e0b\u843d\u5730\u3002<\/p>\n

\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u8d5b\u9898\u6570\u636e\u6765\u81ea\u817e\u8baf\u5e7f\u544a\u6bcf\u65e5\u670d\u52a1\u6570\u5341\u4ebf\u7528\u6237\u7684\u771f\u5b9e\u8131\u654f\u4e1a\u52a1\uff0c\u5305\u542b100+\u4e2a\u8131\u654f\u7279\u5f81\u5b57\u6bb5\u3002<\/p>\n

\u57fa\u4e8e\u8fd9\u6837\u4e00\u4efd\u6e90\u81ea\u771f\u5b9e\u4e1a\u52a1\u3001\u89c4\u6a21\u5e9e\u5927\u7684\u5de5\u4e1a\u7ea7\u6570\u636e\uff0c\u6bd4\u8d5b\u4e0d\u5149\u8003\u9a8c\u53c2\u8d5b\u8005\u7684\u5de5\u7a0b\u843d\u5730\u80fd\u529b\uff0c\u66f4\u9f13\u52b1\u4ed6\u4eec\u5728\u6280\u672f\u65e0\u4eba\u533a\u5c55\u5f00\u524d\u6cbf\u63a2\u7d22\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u817e\u8baf\u5e7f\u544a\u7279\u522b\u8bbe\u7acb\u4e86\u6280\u672f\u521b\u65b0\u5956\uff0c\u800c\u4e14\u662f\u4e24\u4e2a\u2014\u2014<\/p>\n

\u4e00\u4e2a\u662fScaling Law\u521b\u65b0\u5956\uff0c\u4e13\u95e8\u5956\u52b1\u90a3\u4e9b\u5728\u53c2\u6570\u89c4\u6a21\u4e0e\u6027\u80fd\u5e42\u5f8b\u9a8c\u8bc1\u4e0a\u6709\u539f\u521b\u6027\u7a81\u7834\u7684\u961f\u4f0d\u3002<\/p>\n

\u8fd9\u4e2a\u5956\u9879\u805a\u7126\u63a8\u8350\u7cfb\u7edf\u7684\u89c4\u6a21\u5316\u80fd\u529b\uff0c\u91cd\u70b9\u5173\u6ce8\u6a21\u578b\u6027\u80fd\u968f\u53c2\u6570\u89c4\u6a21\u3001\u6570\u636e\u91cf\u53ca\u7b97\u529b\u6295\u5165\u7684\u5e42\u5f8b\u589e\u957f\u5173\u7cfb\uff0c\u9f13\u52b1\u9009\u624b\u7528\u539f\u521b\u6027\u65b9\u6cd5\uff0c\u63ed\u793a\u89c4\u6a21\u5316\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u7ea6\u675f\u4e0e\u4f18\u5316\u7a7a\u95f4\uff0c\u5f62\u6210\u53ef\u590d\u73b0\u3001\u53ef\u8fc1\u79fb\u7684\u6280\u672f\u7ed3\u8bba\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u662f\u7edf\u4e00\u67b6\u6784\u521b\u65b0\u5956\uff0c\u5956\u52b1\u5728Recommendation Block\u8bbe\u8ba1\u4e0a\u505a\u51fa\u5f00\u521b\u6027\u63a2\u7d22\u7684\u56e2\u961f\u3002<\/p>\n

\u8fd9\u4e2a\u5956\u7784\u51c6\u7684\u662f\u5e7f\u544a\u63a8\u8350\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e0c\u671b\u9009\u624b\u4eec\u80fd\u591f\u7a81\u7834\u4f20\u7edf\u63a8\u8350\u67b6\u6784\u4e2d\u7279\u5f81\u4ea4\u53c9\u4e0e\u5e8f\u5217\u5efa\u6a21\u6a21\u5757\u5272\u88c2\u3001\u7b97\u529b\u9002\u914d\u6027\u4e0d\u8db3\u7684\u5c40\u9650\uff0c\u63d0\u51fa\u517c\u987e\u8868\u8fbe\u80fd\u529b\u4e0e\u63a8\u7406\u6548\u7387\u7684\u540c\u6784\u5316\u8bbe\u8ba1\uff0c\u4e3a\u5927\u89c4\u6a21\u5e7f\u544a\u63a8\u8350\u7cfb\u7edf\u63d0\u4f9b\u66f4\u5177\u6269\u5c55\u6027\u3001\u4e5f\u66f4\u80fd\u843d\u5730\u7684\u67b6\u6784\u65b9\u6848\u3002<\/p>\n

\u8fd9\u4e24\u4e2a\u5956\u9879\uff0c\u6bcf\u9879\u90fd\u5e264.5\u4e07\u7f8e\u5143\u7684\u5956\u91d1\uff01\uff01<\/p>\n

\u5212\u91cd\u70b9\uff1a\u521b\u65b0\u5956\u82b1\u843d\u8c01\u5bb6\u4e0d\u548c\u603b\u6392\u540d\u6302\u94a9\uff0c\u54ea\u6015\u6392\u540d\u6ca1\u51b2\u5728\u524d\u5217\uff0c\u53ea\u8981\u65b9\u6848\u591f\u4eae\u773c\u3001\u6709\u7a81\u7834\u6027\uff0c\u5956\u91d1\u7167\u6837\u5230\u624b\u3002<\/p>\n

\u8fd9\u5c31\u5f88\u9e45\u5382\u4e86\u3002<\/p>\n

\u4e3a\u5565\u8fd9\u4e48\u8bf4\u5462\uff1f<\/p>\n

\u56e0\u4e3a\u6211\u60f3\u8d77\u6765\u53bb\u5e74\u817e\u8baf\u5e7f\u544a\u5927\u8d5b\u7684\u6280\u672f\u521b\u65b0\u5956\u2026\u2026\u90a3\u53ef\u662f\u5728\u9881\u5956\u5178\u793c\u73b0\u573a\u4e34\u65f6\u589e\u8bbe\u7684\u3002<\/p>\n

\u5f53\u65f6\u9009\u624b\u7b54\u8fa9\u5b8c\uff0c\u9e45\u76f4\u63a5\u62cd\u677f\u52a0\u8bbe\u5956\u9879\uff0c\u5c31\u4e3a\u4e86\u5956\u52b1\u90a3\u652f\u6392\u540d\u4e0d\u5728\u524d\u4e09\uff0c\u4f46\u65b9\u6848\u6781\u5176\u51fa\u5f69\u7684\u961f\u4f0d\u3002<\/p>\n

\u4eca\u5e74\u76f4\u63a5\u8bbe\u4e86\u4e24\u4e2a\u521b\u65b0\u5956\uff0c\u8fd8\u63d0\u524d\u628a\u5956\u91d1\u6446\u5728\u8fd9\u513f\u4e86\u3002<\/p>\n

\u610f\u601d\u5f88\u660e\u786e\uff0c\u53ea\u8981\u4f60\u7684\u65b9\u6848\u591f\u79c0\uff0c\u817e\u8baf\u5e7f\u544a\u5c31\u80fd\u8ba9\u4f60\u6ee1\u8f7d\u800c\u5f52\uff01\uff08\u9e45\u5382\u5927\u6c14\uff09<\/p>\n

\u670b\u53cb\u4eec\u770b\u5230\u8fd9\u513f\uff0c\u662f\u4e0d\u662f\u5df2\u7ecf\u5750\u4e0d\u4f4f\u4e86\uff1f<\/p>\n

\u522b\u6025\uff0c\u54b1\u8fd9\u5c31\u6765\u5520\u5520\u5927\u5956\u7684\u4e8b\u513f\u3002<\/p>\n

\u817e\u8baf\u4eca\u5e74\u4e0d\u5149\u8d5b\u5236\u5347\u7ea7\uff0c\u5927\u5956\u4e5f\u5347\u7ea7\u4e86\u3002<\/p>\n

\u5148\u8bf4\u6700\u5b9e\u5728\u7684\u5956\u91d1\uff0c\u603b\u5956\u91d1\u6c6088.5\u4e07\u7f8e\u5143\uff0c\u6298\u5408\u4eba\u6c11\u5e01600\u4e07+\uff1a<\/p>\n

\u6ca1\u9519\uff0c\u817e\u8baf\u5e7f\u544a\u7b97\u6cd5\u5927\u8d5b\u4eca\u5e74\u7b2c\u4e00\u6b21\u5f00\u8bbe\u4e86\u5355\u72ec\u7684\u793e\u4f1a\u8d5b\u9053\u3002<\/p>\n

\u4ee5\u524d\u7b97\u6cd5\u5927\u8d5b\u57fa\u672c\u662f\u5b66\u751f\u7684\u5929\u4e0b\uff0c\u4eca\u5e74\u817e\u8baf\u76f4\u63a5\u558a\u8bdd\u618b\u4e86\u4e00\u809a\u5b50\u67b6\u6784\u4f18\u5316\u60f3\u6cd5\u3001\u5374\u82e6\u4e8e\u6ca1\u573a\u666f\u9a8c\u8bc1\u5de5\u7a0b\u5e08\u4eec\u2014\u2014<\/p>\n

\u6765\uff0c\u8fd9\u513f\u6709\u9898\uff0c\u6709\u6570\u636e\uff0c\u6709\u7b97\u529b\uff0c\u771f\u5200\u771f\u67aa\u5e72\u4e00\u573a\uff01<\/p>\n

\u597d\u597d\u597d\uff0c\u5b66\u672f\u6d3e\u548c\u5de5\u4e1a\u6d3e\uff0c\u7ec8\u4e8e\u8981\u5728\u540c\u4e00\u4e2a\u64c2\u53f0\u4e0a\u7ade\u6280\u4e86\u3002<\/p>\n

\u4e00\u8fb9\u662fPaper\u8bfb\u5f97\u98de\u8d77\u7684\u9876\u5c16\u5b66\u5b50\uff0c\u4e00\u8fb9\u662f\u5904\u7406\u8fc7\u5343\u4e07\u7ea7QPS\u5e76\u53d1\u7684\u8001\u5de5\u7a0b\u5e08\u2026\u2026\u8fd9\u753b\u9762\uff0c\u523a\u6fc0\u3002<\/p>\n

\u518d\u52a0\u4e0a\u524d\u9762\u63d0\u5230\u76849\u4e07\u7f8e\u5143\u7684\u521b\u65b0\u5956\uff0c\u4e13\u95e8\u7559\u7ed9\u90a3\u4e9b\u540d\u6b21\u4e0d\u9760\u524d\u4f46\u601d\u8def\u771f\u725b\u7684\u961f\u4f0d\u3002<\/p>\n

\u53bb\u5e74\u817e\u8baf\u5e7f\u544a\u7b97\u6cd5\u5927\u8d5b\u5438\u5f15\u4e86\u5168\u74038400+\u9009\u624b\u3001\u8d852800\u652f\u961f\u4f0d\u53c2\u52a0\u3002<\/p>\n

\u5f53\u65f6\u6211\u53bb\u8fd9\u4e2a\u56fd\u5185\u89c4\u6a21\u6700\u5927\u7684\u4f01\u4e1a\u7b97\u6cd5\u7ade\u8d5b\u4e4b\u4e00\u7684\u73b0\u573a\u56f4\u89c2\u4e86\u4e00\u6ce2\uff0c\u51a0\u519b\u5927\u5956\u90a3\u771f\u662f\u770b\u5f97\u4eba\u773c\u998b\u3002<\/p>\n

\u9664\u4e86\u5956\u91d1\uff0c\u5176\u5b9e\u6bd4\u8d5b\u672c\u8eab\u4e5f\u662f\u4e00\u6761\u901a\u5f80\u5927\u5382\u7684\u5feb\u901f\u901a\u9053\uff0c\u5f80\u5c4a\u4e0d\u5c11\u9009\u624b\uff0c\u5c31\u662f\u5728\u5927\u8d5b\u91cc\u6740\u51fa\u91cd\u56f4\u540e\uff0c\u642d\u4e0a\u4e86\u5927\u5382\u76f4\u901a\u8f66\u3002<\/p>\n

\u8bf4\u5f97\u76f4\u767d\u70b9\uff0c\u8fd9\u573a\u6bd4\u8d5b\u4e0d\u4ec5\u662f\u4e00\u573a\u6280\u672f\u7ade\u6280\uff0c\u4e5f\u662f\u4e00\u573a\u63d0\u524d\u6279\u7684\u8d85\u7ea7\u6821\u62db\u3002<\/p>\n

\u8868\u73b0\u4f18\u79c0\u7684\u9009\u624b\uff0c\u6709\u673a\u4f1a\u83b7\u5f97\u6821\u62db\u76f4\u901a\u7ec8\u9762\u8d44\u683c\uff0c\u7b80\u5386\u90fd\u4e0d\u7528\u8d70\u5e38\u89c4\u6d77\u6295\u901a\u9053\u3002<\/p>\n

\u4e0a\u5c4a\u5927\u8d5b\u7684\u524d10\u540d\u961f\u4f0d\u5747\u83b7\u5f97\u4e86\u817e\u8bafoffer\u610f\u5411\u4e66\u3002<\/p>\n

\u81f3\u4e8e\u793e\u4f1a\u8d5b\u9053\u7684\u5de5\u7a0b\u5e08\u4eec\uff0c\u540e\u7eed\u7684\u5408\u4f5c\u673a\u4f1a\u3001\u884c\u4e1a\u4ea4\u6d41\u2026\u2026\u4f60\u61c2\u7684\u3002<\/p>\n

\u4eca\u5e74\u9664\u4e86\u5956\u91d1\u548c\u7eff\u8272\u901a\u9053\uff0c\u8fd8\u6709\u4e00\u4e9b\u9690\u5f62\u6536\u76ca\u503c\u5f97\u63d0\u4e00\u5634\u3002<\/p>\n

\u6bd4\u5982\uff0c\u4f18\u79c0\u65b9\u6848\u4f1a\u88ab\u6536\u5f55\u8fdbKDD 2026 Workshop Proceedings\u3002<\/p>\n

\u5bf9\u5b66\u751f\u515a\u6765\u8bf4\uff0c\u7b80\u5386\u4e0a\u53c8\u80fd\u586b\u6f02\u4eae\u7684\u4e00\u7b14\u3002<\/p>\n

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