{"id":34143,"date":"2024-11-30T21:56:27","date_gmt":"2024-11-30T13:56:27","guid":{"rendered":"https:\/\/17aitech.com\/?p=34143"},"modified":"2024-11-30T21:56:27","modified_gmt":"2024-11-30T13:56:27","slug":"iclr-2024-oral-%e5%ba%94%e5%af%b9%e9%9a%8f%e6%97%b6%e9%97%b4%e5%8f%98%e5%8c%96%e7%9a%84%e5%88%86%e5%b8%83%e5%81%8f%e7%a7%bb%ef%bc%8c%e8%a5%bf%e5%ae%89%e5%a4%a7%e7%95%a5%e5%a4%a7%e5%ad%a6%e7%ad%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34143","title":{"rendered":"ICLR 2024 Oral | \u5e94\u5bf9\u968f\u65f6\u95f4\u53d8\u5316\u7684\u5206\u5e03\u504f\u79fb\uff0c\u897f\u5b89\u5927\u7565\u5927\u5b66\u7b49\u63d0\u51fa\u5b66\u4e60\u65f6\u5e8f\u8f68\u8ff9\u65b9\u6cd5"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-19-6\" target=\"_blank\">ICLR 2024 Oral | \u5e94\u5bf9\u968f\u65f6\u95f4\u53d8\u5316\u7684\u5206\u5e03\u504f\u79fb\uff0c\u897f\u5b89\u5927\u7565\u5927\u5b66\u7b49\u63d0\u51fa\u5b66\u4e60\u65f6\u5e8f\u8f68\u8ff9\u65b9\u6cd5<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-628065b3dd72d1b64be79840d3388209.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-628065b3dd72d1b64be79840d3388209.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u4f5c\u8005\u66fe\u79cb\u7693\uff0c\u52a0\u62ff\u5927\u897f\u5b89\u5927\u7565\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u535a\u58eb\u7814\u7a76\u751f\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u54c8\u5c14\u6ee8\u5de5\u4e1a\u5927\u5b66\uff0c\u7855\u58eb\u6bd5\u4e1a\u4e8e\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u3002\u5728\u738b\u535a\u4e88\u6559\u6388\u548c\u51cc\u6653\u5cf0\u9662\u58eb\u7684\u6307\u5bfc\u4e0b\uff0c\u535a\u58eb\u671f\u95f4\u4e3b\u8981\u56f4\u7ed5\u968f\u65f6\u95f4\u53d8\u5316\u7684\u5206\u5e03\u7684\u95ee\u9898\u5c55\u5f00\u7406\u8bba\u3001\u65b9\u6cd5\u548c\u5e94\u7528\u7684\u7814\u7a76\u3002\u76ee\u524d\u5df2\u5728 ICLR\/AAAI\/IEEE TNNLS \u53d1\u8868\u591a\u7bc7\u5b66\u672f\u8bba\u6587\u3002<\/strong><\/p>\n<p><strong>\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/hardworkingpearl.github.io\/<\/strong><\/p>\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u7684<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u5e94\u7528\u4e2d\uff0c\u968f\u65f6\u95f4\u53d8\u5316\u7684\u5206\u5e03\u504f\u79fb\u662f\u5e38\u89c1\u7684\u95ee\u9898\u3002\u8fd9\u79cd\u60c5\u51b5\u88ab\u6784\u5efa\u4e3a\u65f6\u53d8\u57df\u6cdb\u5316\uff08EDG\uff09\uff0c\u76ee\u6807\u662f\u901a\u8fc7\u5b66\u4e60\u8de8\u9886\u57df\u7684\u6f5c\u5728\u6f14\u53d8\u6a21\u5f0f\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u6a21\u5f0f\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u65f6\u95f4\u53d8\u5316\u7cfb\u7edf\u4e2d\u5bf9\u672a\u89c1\u76ee\u6807\u57df\u8fdb\u884c\u826f\u597d\u7684\u6cdb\u5316\u3002\u7136\u800c\uff0c\u7531\u4e8e EDG \u6570\u636e\u96c6\u4e2d\u65f6\u95f4\u6233\u7684\u6570\u91cf\u6709\u9650\uff0c\u73b0\u6709\u65b9\u6cd5\u5728\u6355\u83b7\u6f14\u53d8\u52a8\u6001\u548c\u907f\u514d\u5bf9\u7a00\u758f\u65f6\u95f4\u6233\u7684<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u65b9\u9762\u9047\u5230\u4e86\u6311\u6218\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5bf9\u65b0\u4efb\u52a1\u7684\u6cdb\u5316\u548c\u9002\u5e94\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5 SDE-EDG\uff0c\u5b83\u901a\u8fc7\u8fde\u7eed<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u6837\u672c\u6536\u96c6\u6570\u636e\u5206\u5e03\u7684\u65e0\u9650\u7ec6\u5206\u7f51\u683c\u6f14\u53d8\u8f68\u8ff9\uff08IFGET\uff09\uff0c\u4ee5\u514b\u670d<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u5229\u7528\u968f\u673a\u5fae\u5206\u65b9\u7a0b\uff08SDEs\uff09\u6355\u83b7\u8fde\u7eed\u8f68\u8ff9\u7684\u56fa\u6709\u80fd\u529b\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u5c06 SDE \u5efa\u6a21\u7684\u8f68\u8ff9\u901a\u8fc7<mark data-type=\"tech_methods\" data-id=\"378d0ed1-b022-4de1-b3de-58b6f4722361\">\u6700\u5927\u4f3c\u7136\u4f30\u8ba1<\/mark>\u4e0e IFGET \u7684\u8f68\u8ff9\u5bf9\u9f50\uff0c\u4ece\u800c\u5b9e\u73b0\u6355\u83b7\u5206\u5e03\u6f14\u53d8\u8d8b\u52bf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a4d782791d5cdc3ab4c3e1a863fc23cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a4d782791d5cdc3ab4c3e1a863fc23cd.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aLatent Trajectory Learning for Limited Timestamps under Distribution Shift over Time<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=bTMMNT7IdW<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/HardworkingPearl\/SDE-EDG-iclr2024<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u65b9\u6cd5<\/strong><\/p>\n<p><strong>\u6838\u5fc3\u601d\u60f3<\/strong><\/p>\n<p>\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u6311\u6218\uff0cSDE-EDG \u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u6784\u5efa\u65e0\u9650\u7ec6\u5206\u7f51\u683c\u6f14\u53d8\u8f68\u8ff9\uff08Infinitely Fined-Grid Evolving Trajectory, IFGET\uff09\uff0c\u5728\u6f5c\u5728\u8868\u793a\u7a7a\u95f4\u4e2d\u521b\u5efa\u8fde\u7eed<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u6837\u672c\uff0c\u4ee5\u5f25\u5408\u65f6\u95f4\u6233\u4e4b\u95f4\u7684\u95f4\u9694\u3002\u6b64\u5916\uff0cSDE-EDG \u5229\u7528\u968f\u673a\u5fae\u5206\u65b9\u7a0b\uff08Stochastic Differential Equations, SDEs\uff09\u7684\u5185\u5728\u80fd\u529b\u6765\u6355\u6349\u8fde\u7eed\u7684\u8f68\u8ff9\u52a8\u6001\uff0c\u901a\u8fc7\u8def\u5f84\u5bf9\u9f50<mark data-type=\"concepts\" data-id=\"c51052b5-4cd8-4df0-99bb-5aa643c2f027\">\u6b63\u5219\u5316<\/mark>\u5668\u5c06 SDE \u5efa\u6a21\u7684\u8f68\u8ff9\u4e0e IFGET \u5bf9\u9f50\uff0c\u4ece\u800c\u5b9e\u73b0\u8de8\u57df\u6355\u83b7\u6f14\u53d8\u5206\u5e03\u8d8b\u52bf\u3002<\/p>\n<p><strong>\u65b9\u6cd5\u7ec6\u8282<\/strong><\/p>\n<p>1. \u6784\u5efa IFGET\uff1a<\/p>\n<p>\u9996\u5148\uff0cSDE-EDG \u5728\u6f5c\u5728\u8868\u793a\u7a7a\u95f4\u4e2d\u4e3a\u6bcf\u4e2a\u6837\u672c\u5efa\u7acb\u6837\u672c\u5230\u6837\u672c\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u6536\u96c6\u6bcf\u4e2a\u4e2a\u4f53\u6837\u672c\u7684\u6f14\u53d8\u8f68\u8ff9\u3002\u5bf9\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4f84acb54077b5549b489620cc75717c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4f84acb54077b5549b489620cc75717c.png\"><\/a>\u65f6\u523b\u7684\u6bcf\u4e2a\u7c7b\u522b k \u7684\u4efb\u4e00\u6837\u672c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7aac90494213f82cbc9727514bfd7c4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7aac90494213f82cbc9727514bfd7c4f.png\"><\/a>\uff0c\u6211\u4eec\u641c\u7d22<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-566e012910f9e79c789f46935658de90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-566e012910f9e79c789f46935658de90.png\"><\/a>\u65f6\u523b\u5728\u7279\u5f81\u7a7a\u95f4\u79bb\u5176\u6700\u8fd1\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-ec7302b11ccc39dd4c96e9aff7798416.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-ec7302b11ccc39dd4c96e9aff7798416.png\"><\/a>\u4e3a\u5176\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-47a4e4ce37340c3967206db71039038d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-47a4e4ce37340c3967206db71039038d.png\"><\/a>\u7684\u5bf9\u5e94\u6837\u672c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-aece134627c4ef6807fe2dcadcb6dfcd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-aece134627c4ef6807fe2dcadcb6dfcd.png\"><\/a><\/p>\n<p>\u8fd9\u91cc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-88f25d61ab2e1cf4de0cb1e5d7ee4b4a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-88f25d61ab2e1cf4de0cb1e5d7ee4b4a.png\"><\/a>\u662f\u8ba1\u7b97\u4e24\u4e2a\u5411\u91cf\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-09381b49f1fec782c9826f5001e5618f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-09381b49f1fec782c9826f5001e5618f.png\"><\/a>\u662f\u4ece\u4e0b\u4e2a\u9886\u57df<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4b44e8055391c1b052b681eb681f1a8e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4b44e8055391c1b052b681eb681f1a8e.png\"><\/a>\u91c7\u6837\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-dba05248093d5202e684a7270a99396d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-dba05248093d5202e684a7270a99396d.png\"><\/a>\u4e2a\u6837\u672c\u7684\u96c6\u5408\u3002<\/p>\n<p>\u7136\u540e\uff0c\u5229\u7528\u8fd9\u79cd\u5bf9\u5e94\u5173\u7cfb\u751f\u6210\u8fde\u7eed<mark data-type=\"tech_methods\" data-id=\"8c0112be-a657-49af-b386-f7aee73cb752\">\u63d2\u503c<\/mark>\u6837\u672c\uff0c\u65e8\u5728\u8fde\u63a5\u65f6\u95f4\u6233\u95f4\u9694\u4e4b\u95f4\u7684\u65f6\u95f4\u95f4\u9699\uff0c\u907f\u514d\u5bf9\u7a00\u758f\u65f6\u95f4\u6233\u7684<mark data-type=\"concepts\" data-id=\"af836eef-be90-4143-a022-46fae3904f0e\">\u8fc7\u62df\u5408<\/mark>\uff0c<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-83efe2304734c8fad8f9e1f445093a67.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-83efe2304734c8fad8f9e1f445093a67.png\"><\/a><\/p>\n<p>\u8fd9\u91cc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-04d217e0e40b119d8b9ca8fd8c18bce8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-04d217e0e40b119d8b9ca8fd8c18bce8.png\"><\/a>\u91c7\u6837\u81ea Beta \u5206\u5e03\u3002\u901a\u8fc7\u6536\u96c6\u901a\u8fc7\u4ee5\u4e0a\u65b9\u5f0f\u4ea7\u751f\u7684\u6837\u672c\u7684\u65f6\u5e8f\u8f68\u8ff9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-89dfb9f88020bfaa292353f4be3aeff4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-89dfb9f88020bfaa292353f4be3aeff4.png\"><\/a>\uff0c\u6211\u4eec\u5f97\u5230 IFGET\u3002<\/p>\n<p>2. \u4f7f\u7528 SDE \u5efa\u6a21\u8f68\u8ff9\uff1a<\/p>\n<p>SDE-EDG \u91c7\u7528\u795e\u7ecf SDE \u6765\u6a21\u62df\u6570\u636e\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u8fde\u7eed\u65f6\u95f4\u8f68\u8ff9\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u79bb\u6563\u65f6\u95f4\u6233\u7684\u6a21\u578b\u4e0d\u540c\uff0c SDE \u5929\u7136\u9002\u5408\u4e8e\u6a21\u62df\u8fde\u7eed\u7684\u65f6\u95f4\u8f68\u8ff9\u3002SDE-EDG \u5efa\u6a21\u4e86\u65f6\u5e8f\u8f68\u8ff9\uff0c\u53ef\u4ee5\u901a\u8fc7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-47d6f00e93b16f4ebf8cabe97e872650.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-47d6f00e93b16f4ebf8cabe97e872650.png\"><\/a>\u65f6\u523b\u7684\u6837\u672c\u9884\u6d4b\u4efb\u610f\u672a\u6765\u65f6\u523b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3d0d2525d55459244affe28f6983c91c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3d0d2525d55459244affe28f6983c91c.png\"><\/a>\u7684\u6837\u672c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5213936afac065c92d11ebdbba2b3038.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5213936afac065c92d11ebdbba2b3038.png\"><\/a><\/p>\n<p>\u8fd9\u91cc\u7279\u5f81\u7a7a\u95f4\u53d8\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-db2abfa6cf34e1aa13e5b361a18455f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-db2abfa6cf34e1aa13e5b361a18455f8.png\"><\/a>\u662f\u7531<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-075267b0f45f018ab20c3c1e47634dcd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-075267b0f45f018ab20c3c1e47634dcd.png\"><\/a>\u65f6\u523b\u7684\u6837\u672c\u9884\u6d4b\u5f97\u5230\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3a473b7b717ade882fbcc931e60232c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3a473b7b717ade882fbcc931e60232c5.png\"><\/a>\u662f drift function\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fc45bfae89b9901670a7cca8464c6529.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-fc45bfae89b9901670a7cca8464c6529.png\"><\/a>\u662f diffusion function\u3002<\/p>\n<p>3. \u8def\u5f84\u5bf9\u9f50\u4e0e<mark data-type=\"tech_methods\" data-id=\"378d0ed1-b022-4de1-b3de-58b6f4722361\">\u6700\u5927\u4f3c\u7136\u4f30\u8ba1<\/mark>\uff1a<\/p>\n<p>SDE-EDG \u901a\u8fc7\u6700\u5927\u5316 IFGET \u7684\u4f3c\u7136\u4f30\u8ba1\u6765\u8bad\u7ec3\u6a21\u578b\uff0c<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-b70bbd8cc3724edafae116c38b415cb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-b70bbd8cc3724edafae116c38b415cb9.png\"><\/a><\/p>\n<p>\u6700\u7ec8\u8bad\u7ec3\u51fd\u6570\u662f<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4ad341fc4dc86aa5dd8546e46fbb8883.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4ad341fc4dc86aa5dd8546e46fbb8883.png\"><\/a>\uff0c\u7b2c\u4e00\u9879\u662f\u9884\u6d4b\u5206\u7c7b\u4efb\u52a1\u8bef\u5dee<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u3002<\/p>\n<p><strong>4. \u5b9e\u9a8c<\/strong><\/p>\n<ul>\n<li>\n<p>\u4e0b\u8868\u5c55\u793a\u4e86 SDE-EDG \u4e0e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u5206\u7c7b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u7684\u6bd4\u8f83\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5305\u62ec Rotated Gaussian (RG), Circle (Cir), Rotated MNIST (RM), Portraits (Por), Caltran (Cal), PowerSupply (PS), \u548c Ocular Disease (OD)\u3002\u7ed3\u679c\u663e\u793a\uff0cSDE-EDG \u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u7684\u5e73\u5747<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u5747\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7063b761c1e4e5934a1eeff06d6afe0d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-7063b761c1e4e5934a1eeff06d6afe0d.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4e0b\u56fe\u63d0\u4f9b\u4e86\u4e00\u4e2a\u76f4\u89c2\u7684\u6bd4\u8f83\uff0c\u5c55\u793a\u4e86 SDE-EDG \u7b97\u6cd5\uff08\u5de6\uff09\u4e0e\u4f20\u7edf DG \u65b9\u6cd5 IRM\uff08\u53f3\uff09\u5728\u7279\u5f81\u8868\u793a\u65b9\u9762\u7684\u5dee\u5f02\u3002\u901a\u8fc7\u6570\u636e\u7279\u5f81\u7a7a\u95f4\u7684\u53ef\u89c6\u5316\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230 SDE-EDG \u5b66\u4e60\u5230\u7684\u7279\u5f81\u8868\u793a\u5177\u6709\u660e\u663e\u7684<mark data-type=\"concepts\" data-id=\"837f29c8-8d5f-4611-b8c3-c77c5d12c616\">\u51b3\u7b56\u8fb9\u754c<\/mark>\uff0c\u5176\u4e2d\u4e0d\u540c\u7c7b\u522b\u7684\u6570\u636e\u70b9\u88ab\u6e05\u6670\u5730\u533a\u5206\u5f00\u6765\uff0c\u4ee5\u4e0d\u540c\u5f62\u72b6\u8868\u793a\uff0c\u5e76\u4e14\u4e0d\u540c\u57df\u7684\u6570\u636e\u4ee5\u5f69\u8679\u6761\u7684\u989c\u8272\u533a\u5206\u3002\u8fd9\u8868\u660e SDE-EDG \u80fd\u591f\u6210\u529f\u6355\u6349\u6570\u636e\u968f\u65f6\u95f4\u6f14\u53d8\u7684\u52a8\u6001\uff0c\u5e76\u5728\u7279\u5f81\u7a7a\u95f4\u4e2d\u4fdd\u6301\u7c7b\u522b\u7684\u53ef\u5206\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cIRM \u7684\u7279\u5f81\u8868\u793a\u5219\u503e\u5411\u4e8e\u5c06\u6570\u636e\u70b9\u574d\u7f29\u5230\u5355\u4e00\u65b9\u5411\uff0c\u5bfc\u81f4<mark data-type=\"concepts\" data-id=\"837f29c8-8d5f-4611-b8c3-c77c5d12c616\">\u51b3\u7b56\u8fb9\u754c<\/mark>\u4e0d\u660e\u663e\uff0c\u8fd9\u53cd\u6620\u51fa IRM \u5728\u6355\u6349\u65f6\u53d8\u5206\u5e03\u8d8b\u52bf\u65b9\u9762\u7684\u4e0d\u8db3\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-605404d4b4c6396071a711a7f3e5d06e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-605404d4b4c6396071a711a7f3e5d06e.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4e0b\u56fe\u901a\u8fc7\u4e00\u7cfb\u5217\u5b50\u56fe\u6df1\u5165\u5c55\u793a\u4e86 SDE-EDG \u7b97\u6cd5\u5728\u6355\u6349\u6570\u636e\u968f\u65f6\u95f4\u6f14\u53d8\u7684\u80fd\u529b\u65b9\u9762\u7684\u4f18\u52bf\u3002\u5b50\u56fe (a) \u63d0\u4f9b\u4e86 Sine \u6570\u636e\u96c6\u7684\u771f\u5b9e\u6807\u7b7e\u5206\u5e03\uff0c\u5176\u4e2d\u6b63\u4f8b\u548c\u8d1f\u4f8b\u7528\u4e0d\u540c\u989c\u8272\u7684\u70b9\u8868\u793a\uff0c\u4e3a\u540e\u7eed\u7684\u6bd4\u8f83\u63d0\u4f9b\u4e86<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u3002\u63a5\u7740\uff0c\u5b50\u56fe (b) \u548c (c) \u5206\u522b\u5c55\u793a\u4e86\u57fa\u4e8e ERM \u7684\u4f20\u7edf\u65b9\u6cd5\u548c SDE-EDG \u7b97\u6cd5\u5bf9\u540c\u4e00\u6570\u636e\u96c6\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u901a\u8fc7\u5bf9\u6bd4\u53ef\u4ee5\u770b\u51fa SDE-EDG \u5728\u6355\u6349\u6570\u636e\u6f14\u53d8\u6a21\u5f0f\u4e0a\u7684\u660e\u663e\u4f18\u52bf\u3002\u5b50\u56fe (d) \u548c (e) \u8fdb\u4e00\u6b65\u63ed\u793a\u4e86 SDE-EDG \u5b66\u4e60\u5230\u7684\u6f14\u53d8\u8def\u5f84\uff0c\u5176\u4e2d (d) \u5c55\u793a\u4e86\u5e94\u7528\u4e86\u8def\u5f84\u5bf9\u9f50\u635f\u5931\uff08\u6700\u5927\u4f3c\u7136<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\uff09\u540e\u7684\u8def\u5f84\uff0c\u800c (e) \u5c55\u793a\u4e86\u672a\u5e94\u7528\u8be5\u635f\u5931\u65f6\u7684\u8def\u5f84\u3002\u901a\u8fc7\u8fd9\u4e00\u5bf9\u6bd4\uff0c\u53ef\u4ee5\u76f4\u89c2\u5730\u770b\u5230\u8def\u5f84\u5bf9\u9f50\u635f\u5931\u5bf9\u4e8e\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u6b63\u786e\u6355\u6349\u548c\u8868\u5f81\u6570\u636e\u968f\u65f6\u95f4\u53d8\u5316\u7684\u91cd\u8981\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2979d96a5927cf284b44f9ee236b2f80.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-2979d96a5927cf284b44f9ee236b2f80.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4e0b\u56fe\u5b50\u56fe (a) \u5c55\u793a\u4e86\u5728 Portraits \u6570\u636e\u96c6\u4e0a\uff0c\u4f7f\u7528\u4e0d\u540c\u7b97\u6cd5\u8fdb\u884c\u8bad\u7ec3\u65f6\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark><mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u8f68\u8ff9\u3002\u8fd9\u4e2a\u5b50\u56fe\u63d0\u4f9b\u4e86\u4e00\u4e2a\u76f4\u89c2\u7684\u89c6\u89d2\uff0c\u7528\u4ee5\u6bd4\u8f83 SDE-EDG \u7b97\u6cd5\u4e0e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\uff08\u5982 ERM\u3001MLDG\u3001GI\uff09\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6027\u80fd\u7684\u53d8\u5316\u60c5\u51b5\u3002\u901a\u8fc7\u89c2\u5bdf\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u589e\u957f\u8d8b\u52bf\uff0c\u6211\u4eec\u53ef\u4ee5\u8bc4\u4f30\u4e0d\u540c\u7b97\u6cd5\u7684\u5b66\u4e60\u80fd\u529b\u548c<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u901f\u5ea6\u3002SDE-EDG \u7b97\u6cd5\u7684<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u8f68\u8ff9\u5c24\u5176\u503c\u5f97\u5173\u6ce8\uff0c\u56e0\u4e3a\u5b83\u63ed\u793a\u4e86\u8be5\u7b97\u6cd5\u5728\u9002\u5e94\u4e0d\u65ad\u6f14\u53d8\u7684\u6570\u636e\u5206\u5e03\u65f6\u7684\u6548\u7387\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p>\u4e0b\u56fe\u5b50\u56fe (b) \u548c (c) \u5206\u522b\u5c55\u793a\u4e86 RMNIST \u548c Circle \u6570\u636e\u96c6\u4e0a\uff0cSDE-EDG \u7b97\u6cd5\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u663e\u793a\u51fa\u5176\u5728\u5904\u7406\u65f6\u53d8\u5206\u5e03\u65f6\u7684\u4f18\u8d8a\u6027\uff0c\u5373\u4f7f\u5728\u9762\u5bf9\u8f83\u5927\u65f6\u95f4\u8de8\u5ea6\u7684\u76ee\u6807\u57df\u65f6\uff0c\u4e5f\u80fd\u4fdd\u6301\u8f83\u9ad8\u7684<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u8fd9\u8868\u660e\u4e86 SDE-EDG \u7b97\u6cd5\u5728\u6355\u6349\u548c\u9002\u5e94\u6570\u636e\u6f14\u53d8\u6a21\u5f0f\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n<p>\u4e0b\u56fe\u5b50\u56fe (d) \u548c (e) \u63a2\u8ba8\u4e86\u6700\u5927\u4f3c\u7136\u635f\u5931\uff08Maximum Likelihood Loss\uff09\u5728 RMNIST \u548c PowerSupply \u6570\u636e\u96c6\u4e0a\u5bf9 SDE-EDG \u6027\u80fd\u7684\u5f71\u54cd\u3002\u901a\u8fc7\u6539\u53d8<mark data-type=\"concepts\" data-id=\"c51052b5-4cd8-4df0-99bb-5aa643c2f027\">\u6b63\u5219\u5316<\/mark><mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark> \u03b1 \u7684\u503c\uff0c\u8fd9\u4e24\u4e2a\u5b50\u56fe\u5c55\u793a\u4e86\u4e0d\u540c \u03b1 \u8bbe\u7f6e\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5177\u4f53\u5f71\u54cd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u9002\u5f53\u7684 \u03b1 \u503c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8 SDE-EDG 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