{"id":62247,"date":"2025-07-19T17:37:50","date_gmt":"2025-07-19T09:37:50","guid":{"rendered":"https:\/\/swarma.org\/?p=62247"},"modified":"2025-07-19T17:37:50","modified_gmt":"2025-07-19T09:37:50","slug":"ai%e8%87%aa%e5%8a%a8%e5%8f%91%e7%8e%b0%e6%9c%aa%e7%9f%a5%e5%8c%96%e5%ad%a6%e5%8f%8d%e5%ba%94%e5%8a%a8%e5%8a%9b%e5%ad%a6%e6%9c%ba%e5%88%b6%ef%bc%81%e4%b8%8a%e6%b5%b7%e4%ba%a4%e5%a4%a7%e6%8f%90%e5%87%ba","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=62247","title":{"rendered":"AI\u81ea\u52a8\u53d1\u73b0\u672a\u77e5\u5316\u5b66\u53cd\u5e94\u52a8\u529b\u5b66\u673a\u5236\uff01\u4e0a\u6d77\u4ea4\u5927\u63d0\u51fa\u751f\u6210\u5f0f\u7b26\u53f7\u56de\u5f52\u6a21\u578bKinFormer"},"content":{"rendered":"
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\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662AI for Science\u56e2\u961f\u4e28\u4f5c\u8005<\/span><\/span><\/section>\n<\/section>\n


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1\uff0e<\/span><\/span><\/span>\u673a\u7406\u5148\u9a8c\u4f9d\u8d56\u56f0\u5883<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> \u4f20\u7edf\u65b9\u6cd5\u9ad8\u5ea6\u4f9d\u8d56\u5316\u5b66\u5bb6\u9884\u8bbe\u53cd\u5e94\u8def\u5f84\uff0c\u672c\u8d28\u4e0a\u5c5e\u4e8e\u201c\u5047\u8bbe\u9a71\u52a8\u201d\u8303\u5f0f\u3002\u8fd9\u4e0d\u4ec5\u6548\u7387\u4f4e\u4e0b\uff0c\u904d\u5386\u53ef\u80fd\u7684\u4e2d\u95f4\u6001\u7ec4\u5408\u8017\u65f6\u8017\u529b\uff0c\u66f4\u5b58\u5728\u56e0\u7ecf\u9a8c\u4e0d\u8db3\u6216\u8ba4\u77e5\u5c40\u9650\u5bfc\u81f4\u7684\u673a\u7406\u5047\u8bbe\u4e3b\u89c2\u504f\u5dee\u98ce\u9669\u3002<\/span><\/span><\/span><\/section>\n
2\uff0e<\/span><\/span><\/span>\u6570\u636e\u9a71\u52a8\u5efa\u6a21\u7684\u6cdb\u5316\u58c1\u5792<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> \u65b0\u5174\u7684\u7b26\u53f7\u56de\u5f52\u6280\u672f<\/span>\uff08Symbolic Regression\uff09<\/span>\u867d\u80fd\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u5fae\u5206\u65b9\u7a0b\u5f62\u5f0f\uff0c\u4f46\u5728\u590d\u6742\u7684\u50ac\u5316\u53cd\u5e94\u52a8\u529b\u5b66\u5efa\u6a21\u4e2d\u8868\u73b0\u4e0d\u4f73\u3002\u73b0\u6709\u6a21\u578b<\/span>\uff08\u5982<\/span><\/span><\/span>ODEFormer<\/span><\/span><\/span>\uff09<\/span>\u96be\u4ee5\u6709\u6548\u6355\u6349\u50ac\u5316\u53cd\u5e94\u7279\u6709\u7684\u590d\u6742\u52a8\u529b\u5b66\u7279\u5f81<\/span>\uff08\u5982\u591a\u6b65\u8026\u5408\u3001\u975e\u7ebf\u6027\u76f8\u4e92\u4f5c\u7528\uff09<\/span>\uff0c\u5728\u8de8\u4e0d\u540c\u53cd\u5e94\u673a\u5236\u6cdb\u5316\u65f6\uff0c\u5e38\u5e38\u51fa\u73b0\u65b9\u7a0b\u7ed3\u6784\u5931\u914d\u6216\u8fdd\u80cc\u57fa\u672c\u7269\u7406\u5b88\u6052\u5f8b<\/span>\uff08\u5982\u8d28\u91cf\u5b88\u6052\uff09<\/span>\u7b49\u7cfb\u7edf\u6027\u95ee\u9898\u3002<\/span><\/span><\/span><\/section>\n

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KinFormer<\/span><\/span><\/span>\u7684\u8bbe\u8ba1\u7cbe\u9ad3\u5728\u4e8e\u5982\u4f55\u8ba9\u6a21\u578b\u201c\u7406\u89e3\u201d\u5e76\u9075\u5faa\u5316\u5b66\u53cd\u5e94\u7684\u5185\u5728\u7269\u7406\u89c4\u5f8b\uff1a<\/span><\/span><\/span><\/section>\n

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1. \u6761\u4ef6\u5f0f\u8bad\u7ec3\u7b56\u7565\uff1a\u6253\u7834\u7aef\u5230\u7aef\u6a21\u578b\u7684\u6cdb\u5316\u74f6\u9888<\/span><\/span><\/span><\/section>\n
KinFormer<\/span><\/span><\/span>\u6452\u5f03\u4e86\u76f4\u63a5\u7aef\u5230\u7aef\u751f\u6210\u6574\u4e2a\u65b9\u7a0b\u7ec4\u7684\u4f20\u7edf\u505a\u6cd5\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u88ab\u8981\u6c42\u57fa\u4e8e\u968f\u673a\u9009\u62e9\u7684\u90e8\u5206\u5df2\u77e5\u65b9\u7a0b<\/span>\uff08\u4f5c\u4e3a\u6761\u4ef6\uff09<\/span>\uff0c\u53bb\u9884\u6d4b\u4e0b\u4e00\u4e2a\u76ee\u6807\u5fae\u5206\u65b9\u7a0b\u3002\u8fd9\u79cd\u201c\u6761\u4ef6\u9884\u6d4b\u201d\u4efb\u52a1<\/span><\/span><\/span>\u4fc3<\/span><\/span><\/span>\u4f7f\u6a21\u578b\u6df1\u5165\u6316\u6398\u5e76<\/span><\/span><\/span>\u9690\u5f0f\u5b66\u4e60<\/span><\/span><\/span>\u4e0d\u540c\u65b9\u7a0b\u4e4b\u95f4\u7531<\/span><\/span><\/span>\u8d28\u91cf\u4f5c\u7528\u5b9a\u5f8b<\/span><\/span><\/span>\u6240\u51b3\u5b9a\u7684<\/span><\/span><\/span>\u52a8\u6001\u4f9d\u8d56\u5173\u7cfb<\/span><\/span><\/span>\uff08\u4f8b\u5982\uff0c\u53cd\u5e94\u7269\u6d88\u8017\u901f\u7387\u4e0e\u4e2d\u95f4\u4f53\u751f\u6210\u901f\u7387\u7684\u5fc5\u7136\u8054\u7cfb\uff09<\/span>\u4ee5\u53ca\u5171\u4eab\u7684\u52a8\u529b\u5b66\u53c2\u6570<\/span>\uff08\u5982\u901f\u7387\u5e38\u6570\uff09<\/span>\u3002\u901a\u8fc7<\/span><\/span><\/span>\u968f\u673a\u6253\u4e71\u65b9\u7a0b\u4f5c\u4e3a\u6761\u4ef6\u7684\u7ec4\u5408\u548c\u9884\u6d4b\u987a\u5e8f<\/span><\/span><\/span>\uff0c\u6a21\u578b\u6709\u6548\u907f\u514d\u4e86\u6b7b\u8bb0\u786c\u80cc\u56fa\u5b9a\u65b9\u7a0b\u6392\u5217\uff0c\u8f6c\u800c\u4e13\u6ce8\u4e8e\u6355\u6349\u5176\u5185\u5728\u7684\u7269\u7406\u903b\u8f91\u3002<\/span><\/span><\/span><\/section>\n

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<\/span>\u56fe2<\/span><\/span><\/span><\/span>\u8bad\u7ec3\u7b56\u7565\u5bf9\u6bd4\u56fe<\/span><\/span><\/span><\/span><\/section>\n

2. \u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08<\/span><\/span><\/span>MCTS\uff09\uff1a\u751f\u6210\u987a\u5e8f\u7684\u5168\u5c40\u4f18\u5316<\/span><\/span><\/span><\/section>\n
\u6761\u4ef6\u7b56\u7565\u5bf9\u9884\u6d4b\u987a\u5e8f\u5b58\u5728\u654f\u611f\u6027\u3002<\/span><\/span><\/span>KinFormer<\/span><\/span><\/span>\u521b\u65b0\u6027\u5730\u5728\u65b9\u7a0b\u751f\u6210\u5c42\u9762\u5f15\u5165<\/span><\/span><\/span>\u65b9\u7a0b\u7ea7<\/span><\/span><\/span>MCTS<\/span><\/span><\/span>\u6a21\u5757\u3002\u5b83\u5c06\u6bcf\u4e2a\u5f85\u751f\u6210\u7684\u5fae\u5206\u65b9\u7a0b\u89c6\u4e3a\u641c\u7d22\u6811\u7684\u4e00\u4e2a\u8282\u70b9\uff0c\u5229\u7528\u6982\u7387\u4e0a\u754c\u7f6e\u4fe1\u542f\u53d1<\/span>\uff08P-UCB\uff09<\/span> \u7b56\u7565\u667a\u80fd\u5730\u63a2\u7d22\u4e0d\u540c\u7684\u65b9\u7a0b\u7ec4\u751f\u6210\u8def\u5f84\u3002\u5173\u952e\u7684\u662f\uff0cMCTS\u4f1a\u5bf9\u5019\u9009\u7684\u751f\u6210\u5e8f\u5217\u8fdb\u884c\u6570\u503c\u6a21\u62df\u9a8c\u8bc1\uff0c\u5e76<\/span><\/span><\/span>\u7ed3\u5408<\/span><\/span><\/span>\u53cc\u6307\u6807<\/span><\/span><\/span>\u8bc4\u4f30<\/span>\uff08<\/span><\/span><\/span>r<\/span><\/span>2<\/span><\/span>m<\/span><\/span><\/sub>\u548c<\/span><\/span><\/span>r<\/span><\/span>2<\/span><\/span>M<\/span><\/span><\/sub>\uff09<\/span>\u8ba1\u7b97<\/span><\/span><\/span>\u8def\u5f84\u7684\u201c\u5956\u52b1\u201d\u503c\uff0c\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u4e0d\u65ad\u66f4\u65b0<\/span><\/span><\/span>\u8282\u70b9\u6743\u91cd\u3002\u8fd9\u4e00\u8fc7\u7a0b<\/span><\/span><\/span>\u52a8\u6001\u4f18\u5316\u751f\u6210\u987a\u5e8f<\/span><\/span><\/span>\uff0c\u6700\u7ec8\u76ee\u6807\u662f\u786e\u4fdd\u9884\u6d4b\u51fa\u7684\u6574\u4e2a\u5fae\u5206\u65b9\u7a0b\u7ec4\u5728\u6570\u5b66\u548c\u7269\u7406\u4e0a\u4fdd\u6301<\/span><\/span><\/span>\u81ea\u6d3d\u4e0e\u4e00\u81f4\u6027<\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/section>\n

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<\/span>\u56fe3<\/span><\/span><\/span><\/span>MCTS\u751f\u6210\u987a\u5e8f\u641c\u7d22\u6846\u67b6\u56fe<\/span><\/span><\/span><\/span><\/section>\n


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\u5b9e\u9a8c\u7ed3\u679c\uff1a\u6cdb\u5316\u80fd\u529b\u4e0e\u6027\u80fd\u4f18\u52bf<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u7814\u7a76\u56e2\u961f\u5728\u6db5\u76d6<\/span><\/span><\/span>20\u7c7b\u5177\u6709\u4ee3\u8868\u6027\u7684\u50ac\u5316\u6709\u673a\u53cd\u5e94<\/span>\uff08\u5305\u62ec\u57fa\u7840\u6838\u5fc3\u673a\u5236\u3001\u590d\u6742\u7684\u53cc\u50ac\u5316\u4f53\u7cfb\u3001\u4ee5\u53ca\u6d89\u53ca\u50ac\u5316\u5242\u6d3b\u5316\/\u5931\u6d3b\u7684\u5173\u952e\u8fc7\u7a0b\uff09<\/span>\u4e0a\u5bf9<\/span><\/span><\/span>KinFormer<\/span><\/span><\/span>\u8fdb\u884c\u4e86\u4e25\u683c\u9a8c\u8bc1\uff0c\u7ed3\u679c\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff1a<\/span><\/span><\/span><\/section>\n
1. \u5f3a\u5927\u7684<\/span><\/span><\/span>\u8de8\u673a\u5236<\/span><\/span><\/span>\u6cdb\u5316<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> \u5728\u6700\u5177\u6311\u6218\u6027\u7684\u201c\u8de8\u7c7b\u522b\u201d\u573a\u666f<\/span>\uff08\u4f8b\u5982\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u4ece\u672a\u63a5\u89e6\u8fc7\u7279\u5b9a\u7c7b\u578b\u7684\u50ac\u5316\u5242\u6d3b\u5316\u673a\u5236\uff09<\/span>\u4e0b\uff0c<\/span><\/span><\/span>KinFormer<\/span><\/span><\/span>\u7684\u65b9\u7a0b\u5f62\u5f0f\u51c6\u786e\u7387<\/span>\uff08<\/span><\/span><\/span>Accform<\/span><\/span><\/span>\uff09<\/span>\u8fbe\u5230\u4e8681.41%\u3002\u8fd9\u4e00\u6210\u7ee9\u8fdc\u8d85\u4f20\u7edf\u7b26\u53f7\u56de\u5f52\u65b9\u6cd5<\/span>\uff08\u5982<\/span><\/span><\/span>SINDy<\/span><\/span><\/span>, <\/span><\/span><\/span>PySR<\/span><\/span><\/span>\uff09<\/span>\u53ca\u540c\u7c7bTransformer\u6a21\u578b<\/span>\uff08\u5982<\/span><\/span><\/span>ODEFormer<\/span><\/span><\/span>\uff09<\/span>\uff0c\u63d0\u5347\u5e45\u5ea6\u8d85\u8fc730\u4e2a\u767e\u5206\u70b9\uff0c\u5145\u5206\u8bc1\u660e\u4e86\u5176\u53d1\u73b0\u65b0\u673a\u5236\u7684\u80fd\u529b\u3002<\/span><\/span><\/span><\/section>\n
2. \u4f18\u5f02\u7684\u566a\u58f0\u9c81\u68d2\u6027<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> \u9762\u5bf9\u73b0\u5b9e\u5b9e\u9a8c\u4e2d\u4e0d\u53ef\u907f\u514d\u7684\u566a\u58f0\u5e72\u6270\uff0c<\/span><\/span><\/span>KinFormer<\/span><\/span><\/span>\u5373\u4f7f\u5728\u8f93\u5165\u6570\u636e\u5305\u542b\u663e\u8457\u9ad8\u65af\u566a\u58f0<\/span>\uff08\u6807\u51c6\u5dee1e-4\uff09<\/span> \u7684\u60c5\u51b5\u4e0b\uff0c\u4f9d\u7136\u80fd\u591f\u51c6\u786e\u9884\u6d4b\u4e3b\u8981\u53cd\u5e94\u7269\u79cd\u7684\u6d53\u5ea6\u53d8\u5316\u8f68\u8ff9\u3002<\/span><\/span><\/span><\/section>\n
3. \u9ad8\u6548\u7684\u667a\u80fd\u641c\u7d22<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> MCTS\u4f18\u5316\u6a21\u5757\u5c55\u73b0\u51fa\u9ad8\u6548\u7684\u641c\u7d22\u80fd\u529b\uff0c\u901a\u5e38\u572820\u6b21\u8fed\u4ee3\u5185\u5373\u53ef\u6536\u655b\uff0c\u5176\u63a8\u7406\u901f\u5ea6\u662f\u4f20\u7edf\u675f\u641c\u7d22<\/span>\uff08Beam Search\uff09<\/span>\u76843\u500d\uff0c\u4e14\u6700\u7ec8\u6027\u80fd\u66f4\u4f18\u3002<\/span><\/span><\/span><\/section>\n

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\u5b8c\u6574\u5b9e\u9a8c\u7ed3\u679c\u8bf7\u53c2\u8003\u539f\u59cb\u8bba\u6587\u3002<\/span><\/span><\/span><\/section>\n

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<\/span>\u56fe<\/span><\/span><\/span>4 <\/span><\/span><\/span>\u4e3b\u8981\u5b9e\u9a8c\u7ed3\u679c\u56fe<\/span><\/span><\/span><\/span><\/section>\n


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\u7814\u7a76\u610f\u4e49\uff1a\u63a8\u52a8\u5316\u5b66\u52a8\u529b\u5b66\u7684\u667a\u80fd\u5316\u53d1\u5c55<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u521b\u65b0<\/span><\/span><\/span>\u6027\u79d1\u5b66\u5de5\u5177<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> \u4e3a\u5316\u5b66\u5bb6\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u80fd\u591f\u76f4\u63a5\u4ece\u5b9e\u9a8c\u6570\u636e\u4e2d\u89e3\u6790\u751a\u81f3\u53d1\u73b0\u672a\u77e5\u7684\u53cd\u5e94\u673a\u7406\uff0c\u6781\u5927\u52a0\u901f\u4e86\u65b0\u50ac\u5316\u5242\u8bbe\u8ba1\u4e0e\u53cd\u5e94\u8fc7\u7a0b\u4f18\u5316\uff0c\u51cf\u5c11\u5bf9\u4eba\u5de5\u7ecf\u9a8c\u5047\u8bbe\u7684\u4f9d\u8d56\u3002<\/span><\/span><\/span><\/section>\n

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\u666e\u9002\u6027\u65b9\u6cd5\u8bba<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span>KinFormer<\/span><\/span><\/span>\u6240\u5f00\u521b\u7684\u201c<\/span><\/span><\/span>\u6761\u4ef6\u8bad\u7ec3 + \u7269\u7406\u5f15\u5bfc\u7684\u5168\u5c40\u641c\u7d22<\/span><\/span><\/span>\u201d\u8303\u5f0f\uff0c\u4e3a\u89e3\u51b3\u7b26\u53f7\u56de\u5f52\u4e2d\u7269\u7406\u7ea6\u675f\u5d4c\u5165\u7684\u96be\u9898\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002\u8be5\u65b9\u6cd5\u907f\u514d\u4e86\u4f20\u7edf\u4e0a\u9700\u8981\u8bbe\u8ba1\u590d\u6742\u663e\u5f0f\u89c4\u5219\u7684\u7e41\u7410\u8fc7\u7a0b\uff0c\u5177\u6709\u5f88\u5f3a\u7684\u6269\u5c55\u6027\uff0c\u53ef\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7269\u7406\u3001\u751f\u7269\u3001\u5de5\u7a0b\u7b49\u9886\u57df\u4e2d\u5177\u6709\u5185\u5728\u89c4\u5f8b<\/span>\uff08\u5b88\u6052\u5f8b\u3001\u5bf9\u79f0\u6027\u7b49\uff09<\/span>\u7684\u52a8\u529b\u5b66\u7cfb\u7edf\u5efa\u6a21\u3002<\/span><\/span><\/span><\/section>\n

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\u6301\u7eed\u63a2\u7d22<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span> \u7814\u7a76\u56e2\u961f\u6b63\u81f4\u529b\u4e8e\u63d0\u5347\u6a21\u578b\u5bf9\u66f4\u9ad8\u7ef4\u53cd\u5e94\u4f53\u7cfb\u548c\u66f4\u5f3a\u566a\u58f0\/\u7a00\u758f\u6570\u636e\u7684\u9c81\u68d2\u6027\uff0c\u5e76\u63a8\u52a8\u5176\u5728\u771f\u5b9e\u5b9e\u9a8c\u5ba4\u573a\u666f\u4e2d\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u5f15\u9886\u5316\u5b66\u52a8\u529b\u5b66\u7814\u7a76\u5411\u667a\u80fd\u5316\u3001\u81ea\u52a8\u5316\u6df1\u5ea6\u53d1\u5c55\u3002<\/span><\/span><\/span><\/section>\n

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\u8bba\u6587\u6807\u9898\uff1aKINFORMER: GENERALIZABLE DYNAMICAL SYMBOLIC REGRESSION FOR CATALYTIC ORGANIC REACTION KINETICS<\/span><\/span><\/span><\/section>\n
\u4f1a\u8bae\uff1aICLR 2025<\/span><\/span><\/span><\/section>\n

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\u5f15\u7528\u683c\u5f0f\uff1a<\/span><\/span><\/span><\/section>\n
Chen, Jindou, <\/span><\/span><\/span>Jidong<\/span><\/span><\/span> Tian, Liang Wu, <\/span><\/span><\/span>Xinwei<\/span><\/span><\/span><\/span>Chen<\/span><\/span><\/span>, <\/span><\/span><\/span>Xiaokang<\/span><\/span><\/span> Yang, <\/span><\/span><\/span>Yaohui<\/span><\/span><\/span><\/span>Jin<\/span><\/span><\/span>, and <\/span><\/span><\/span>Yanyan<\/span><\/span><\/span> Xu. "<\/span><\/span><\/span>KinFormer<\/span><\/span><\/span>: Generalizable Dynamical Symbolic Regression for Catalytic Organic Reaction Kinetics." In <\/span><\/span><\/span>The Thirteenth International Conference on Learning Representations<\/span><\/span><\/span>.<\/span><\/span><\/span><\/section>\n

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\u56e2\u961f\u4ecb\u7ecd<\/span><\/span><\/span>\uff1a<\/span><\/span><\/span><\/section>\n
\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662<\/span><\/span><\/span>AI for Science\u56e2\u961f\u5728\u6768\u5c0f\u5eb7\u6559\u6388\u3001\u91d1\u8000\u8f89\u6559\u6388\u3001\u8bb8\u5ca9\u5ca9\u526f\u6559\u6388\u5e26\u9886\u4e0b\uff0c\u5305\u62ec\u5341\u4f59\u4f4d<\/span><\/span><\/span>\u535a\u58eb\u540e\u4e0e\u7855\u535a<\/span><\/span><\/span>\u7814\u7a76\u751f\uff0c\u91cd\u70b9\u7814\u7a76\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff0c\u7279\u522b\u662f\u79d1\u5b66\u5927\u6a21\u578b\u8d4b\u80fd\u5316\u5b66\u7814\u7a76\uff0c\u9488\u5bf9\u6709\u673a\u5316\u5b66\u5408\u6210\u3001\u81ea\u52a8\u5316\u5b9e\u9a8c\u7b49\u91cd\u5927\u95ee\u9898\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u521b\u65b0\u89e3\u51b3\u65b9\u6848\u3002\u56e2\u961f\u53d1\u5e03\u4e86\u9996\u4e2a\u5316\u5b66\u5408\u6210\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u767d\u7389\u5170\u79d1\u5b66\u5927\u6a21\u578b\uff0c\u662f\u9996\u4e2a\u5177\u5907\u53cd\u5e94\u751f\u6210\u4e0e\u201c\u4eba\u5728\u73af\u8def\u201d\u53cd\u9988\u4f18\u5316\u80fd\u529b\u3001\u80fd\u591f\u6307\u5bfc\u5b9e\u9a8c\u63a2\u7d22\u7684\u5316\u5b66\u5927\u6a21\u578b\uff0c\u5177\u6709\u5206\u5b50\u8bbe\u8ba1\u3001\u9006\u5408\u6210\u7ebf\u8def\u89c4\u5212\u3001\u53cd\u5e94\u6761\u4ef6\u751f\u6210\u3001\u53cd\u5e94\u4ea7\u7387\u9884\u6d4b\u3001\u5b9e\u9a8c\u6761\u4ef6\u4f18\u5316\u8fed\u4ee3\u7b49\u5316\u5b66<\/span><\/span><\/span>\u5408\u6210\u5168<\/span><\/span><\/span>\u529f\u80fd\u3002\u56e2\u961f\u7814\u7a76\u6210\u679c\u5df2\u53d1\u8868\u4e8eNature Energy, Nature Computational Science (\u5c01\u9762), Nature Machine Intelligence, Science Advances, \u4ee5\u53caCCF A\u7c7b\u4f1a\u8bae\u3002\u56e2\u961f\u6240\u5c5e\u7684\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u3001\u4eba\u5de5\u667a\u80fd\u6559\u80b2\u90e8\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u8ba1\u7b97\u8d44\u6e90\u4e30\u5bcc\uff0c\u79ef\u7d2f\u5927\u91cf\u6570\u636e\u548c\u57fa\u7840\u6a21\u578b\uff0c\u5e76\u4e0e\u5316\u5b66\u4e0e\u5316\u5de5\u5b66\u9662\u3001\u53d8\u9769\u6027\u5206\u5b50\u524d\u6cbf\u79d1\u5b66\u4e2d\u5fc3\u56e2\u961f\u7d27\u5bc6\u5408\u4f5c\uff0c\u5f62\u6210\u4ea4\u53c9\u5b66\u79d1\u7814\u7a76\u4f53\u7cfb\u3002<\/span><\/span><\/span><\/section>\n

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\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u5927\u6a21\u578b\u8d4b\u80fd\u7684\u667a\u80fd\u4f53\u5c55\u73b0\u51fa\u4e09\u5927\u9769\u547d\u6027\u7279\u5f81\uff1a\u8ba4\u77e5\u6df1\u5ea6\uff08\u80fd\u591f\u8fdb\u884c\u7c7b\u4eba\u7684\u63a8\u7406\u548c\u51b3\u7b56\uff0c\u751a\u81f3\u5c55\u73b0\u51fa\u8bb0\u5fc6\u3001\u5b66\u4e60\u548c\u4e2a\u6027\u7279\u5f81\uff09\u3001\u52a8\u6001\u4ea4\u4e92\uff08\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u7684\u81ea\u4e3b\u534f\u5546\u548c\u793e\u4ea4\u884c\u4e3a\uff09\u4ee5\u53ca\u6d8c\u73b0\u884c\u4e3a\uff08\u5fae\u89c2\u4ea4\u4e92\u4ea7\u751f\u66f4\u590d\u6742\u7684\u5b8f\u89c2\u793e\u4f1a\u73b0\u8c61\uff09\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u524d\u6240\u672a\u6709\u7684"\u9ad8\u4fdd\u771f\u793e\u4f1a\u6a21\u62df\u5668"\uff0c\u4e3a\u7406\u89e3\u7ecf\u6d4e\u3001\u793e\u4f1a\u3001\u7ba1\u7406\u3001\u519b\u4e8b\u7b49\u590d\u6742\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5168\u65b0\u89c6\u89d2\u3002<\/span><\/p>\n

\u56e0\u6b64\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5c71\u4e1c\u5de5\u5546\u5b66\u9662\u526f\u6559\u6388\u9ad8\u5fb7\u534e\u3001\u5929\u6d25\u5927\u5b66\u6559\u6388\u859b\u9704\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u6559\u6388\u5f20\u6c5f\u3001\u56fd\u9632\u79d1\u6280\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u66fe\u5229\u5171\u540c\u53d1\u8d77\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u8bfb\u4e66\u4f1a\u81ea2025\u5e747\u67088\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e8c\u665a\u4e0a7:30-9:30\u8fdb\u884c\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab8\u5468\u5de6\u53f3\u3002\u626b\u7801\u52a0\u5165Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u7684\u524d\u6cbf\u63a2\u7d22\u4e4b\u65c5\uff0c\u4e00\u8d77\u5171\u5b66\u3001\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u793e\u533a\uff0c\u5171\u540c\u7545\u60f3\u5927\u6a21\u578b\u65f6\u4ee3\u4eba\u5de5\u793e\u4f1a\u7684\u672a\u6765\u56fe\u666f\uff01<\/span><\/p>\n

\"\u56fe\u7247\"<\/span><\/a><\/p>\n

\u8be6\u60c5\u8bf7\u89c1\uff1a\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\uff1a\u5171\u63a2\u4eba\u5de5\u793e\u4f1a\u672a\u6765\u56fe\u666f<\/a><\/span><\/span><\/section>\n

<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1.Nature \u901f\u9012\uff1aAI \u65b9\u6cd5\u7528\u4e8e\u6750\u6599\u53d1\u73b0\u4e0e\u81ea\u52a8\u5408\u6210<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2.AI for \u836f\u7269\u53d1\u73b0\u95ee\u9898\u8bf7\u6559\uff1a\u80fd\u5426\u7528AI\u8ba1\u7b97\u83b7\u5f97\u5355\u5206\u5b50\u632f-\u8f6c\u8fd0\u52a8\u7684\u65f6\u7a7a\u56fe\u50cf\u53ca\u53c2\u6570\uff1f<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3.\u4eba\u5de5\u667a\u80fd\u4e0e\u6570\u5b66\u524d\u6cbf\u7efc\u8ff0\uff1a\u5982\u4f55\u501f\u52a9 AI \u53d1\u73b0\u6570\u5b66\u89c4\u5f8b\uff1f<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span><\/strong><\/span>\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>AI\u65f6\u4ee3\u7684\u5b66\u4e60\uff1a\u5171\u63a2\u4eba\u7c7b\u5b66\u4e60\u7684\u590d\u6742\u6027<\/span><\/a><\/span><\/strong><\/section>\n

6. <\/span><\/strong>\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/p>\n

7. <\/span>\u7cfb\u7edf\u79d1\u5b66\u524d\u6cbf\u5341\u8bb2\uff1a\u7406\u89e3\u81ea\u7136\u3001\u751f\u547d\u4e0e\u793e\u4f1a\u7684\u590d\u6742\u6027<\/span><\/a><\/span><\/strong><\/span><\/p>\n


<\/span><\/p>\n


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<\/span><\/a><\/section>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u5728\u6709\u673a\u5316\u5b66\u524d\u6cbf\uff0c\u89e3\u6790\u590d\u6742\u53cd\u5e94\u80cc\u540e\u7684\u52a8\u529b\u5b66\u673a\u5236\u59cb\u7ec8\u662f\u4e00\u9879\u6311\u6218\u3002\u5982\u4eca\uff0c\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6253\u7834\u4eba\u7c7b\u7ecf\u9a8c\u7684\u5c40\u9650\u3002\u4e0a\u6d77\u4ea4\u5927\u6700\u65b0\u53d1\u5e03\u7684KinFormer\u6a21\u578b\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86\u4ece\u5b9e\u9a8c\u6570\u636e\u4e2d\u81ea\u52a8\u53d1\u73b0\u672a\u77e5\u5316\u5b66\u53cd\u5e94\u673a\u7406\uff0c\u5e76\u80fd\u5728\u8de8\u53cd\u5e94\u7c7b\u578b\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u7cbe\u51c6\u9884\u6d4b\u3002\u5b83\u4e0d\u4ec5\u878d\u5408\u4e86\u7269\u7406\u5b9a\u5f8b\u4e0e\u667a\u80fd\u641c\u7d22\uff0c\u66f4\u4ee3\u8868\u4e86\u5316\u5b66\u52a8\u529b\u5b66\u8d70\u5411\u667a\u80fd\u5316\u3001\u53ef\u89e3\u91ca…<\/p>\n","protected":false},"author":0,"featured_media":62242,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/62247"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=62247"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/62247\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/62242"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=62247"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=62247"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=62247"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=62247"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}