{"id":25047,"date":"2025-03-17T09:36:16","date_gmt":"2025-03-17T01:36:16","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25047"},"modified":"2025-03-17T09:36:16","modified_gmt":"2025-03-17T01:36:16","slug":"iclr-2025-spotlight-%e6%85%95%e5%b0%bc%e9%bb%91%e5%b7%a5%e4%b8%9a%e5%a4%a7%e5%ad%a6%e5%8c%97%e4%ba%ac%e5%a4%a7%e5%ad%a6%ef%bc%9a%e8%bf%88%e5%90%91%e6%97%a0%e5%86%b2%e7%aa%81%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/17\/25047\/","title":{"rendered":"ICLR 2025 Spotlight | \u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66&#038;\u5317\u4eac\u5927\u5b66\uff1a\u8fc8\u5411\u65e0\u51b2\u7a81\u8bad\u7ec3\u7684ConFIG\u65b9\u6cd5"},"content":{"rendered":"<div><img data-dominant-color=\"828ca0\" data-has-transparency=\"false\" style=\"--dominant-color: #828ca0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25049\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/557832b90fbe51458ce898897c72dfde7e4d92-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/557832b90fbe51458ce898897c72dfde7e4d92-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/557832b90fbe51458ce898897c72dfde7e4d92-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 ConFIG \u65b9\u6cd5\u6765\u89e3\u51b3\u4e0d\u540c\u635f\u5931\u9879\u4e4b\u95f4\u7684\u8bad\u7ec3\u51b2\u7a81\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p><strong>\u672c\u6587\u7531\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66\u4e0e\u5317\u4eac\u5927\u5b66\u8054\u5408\u56e2\u961f\u64b0\u5199\u3002\u7b2c\u4e00\u4f5c\u8005\u5218\u5f3a\u4e3a\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66\u535a\u58eb\u751f\u3002\u7b2c\u4e8c\u4f5c\u8005\u695a\u68a6\u6e1d\u4e3a\u5317\u4eac\u5927\u5b66\u52a9\u7406\u6559\u6388\uff0c\u4e13\u6ce8\u4e8e\u7269\u7406\u589e\u5f3a\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ee5\u63d0\u5347\u6570\u503c\u6a21\u62df\u7684\u7075\u6d3b\u6027\u53ca\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u6cdb\u5316\u6027\u3002\u901a\u8baf\u4f5c\u8005 Nils Thuerey 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MTL\uff09\u548c\u8fde\u7eed\u5b66\u4e60\uff08Continual Learning, 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Inverse Gradients\uff0c\u65e0\u51b2\u7a81\u9006\u68af\u5ea6\uff09\u65b9\u6cd5<\/strong>\uff0c\u4e3a\u591a\u635f\u5931\u9879\u4f18\u5316\u63d0\u4f9b\u4e86\u4e00\u79cd\u7a33\u5b9a\u3001\u9ad8\u6548\u7684\u4f18\u5316\u7b56\u7565\u3002ConFIG \u63d0\u4f9b\u4e86\u4e00\u79cd\u4f18\u5316\u68af\u5ea6<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/3644af5637a0c83e645297ea25217d2da5692e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u80fd\u591f\u9632\u6b62\u7531\u4e8e\u51b2\u7a81\u5bfc\u81f4\u4f18\u5316\u9677\u5165\u67d0\u4e2a\u7279\u5b9a\u635f\u5931\u9879\u7684\u5c40\u90e8\u6700\u5c0f\u503c\u3002ConFIG \u65b9\u6cd5\u53ef\u4ee5\u5728\u6570\u5b66\u4e0a\u8bc1\u660e\u5176\u6536\u655b\u7279\u6027\u5e76\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n<ul data-id=\"ua73dd4b-pE4P66R1\">\n<li data-id=\"ld70c578-WpJKtdKT\">\u6700\u7ec8\u66f4\u65b0\u68af\u5ea6<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/84fd2b54511645862772192960e499b344efa7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e0e\u6240\u6709\u635f\u5931\u9879\u7684\u4f18\u5316\u68af\u5ea6\u5747<strong>\u4e0d\u51b2\u7a81<\/strong>\u3002<\/li>\n<li data-id=\"ld70c578-Ii6QtSzx\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/16\/f7e82c12103d1591e080923bfa6dad46341067.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u5728\u6bcf\u4e2a\u7279\u5b9a\u635f\u5931\u68af\u5ea6\u4e0a\u7684\u6295\u5f71\u957f\u5ea6\u662f\u5747\u5300\u7684\uff0c\u53ef\u4ee5\u786e\u4fdd\u6240\u6709\u635f\u5931\u9879\u4ee5<strong>\u76f8\u540c\u901f\u7387<\/strong>\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n<li data-id=\"ld70c578-GM474EmG\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/05a77ae794fe7cf0acf230ecff9167e51454dd.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u957f\u5ea6\u53ef\u4ee5\u6839\u636e\u635f\u5931\u9879\u4e4b\u95f4\u7684\u51b2\u7a81\u7a0b\u5ea6<strong>\u81ea\u9002\u5e94<\/strong>\u8c03\u6574\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0cConFIG \u65b9\u6cd5\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u57fa\u4e8e<strong>\u52a8\u91cf<\/strong>\u7684\u53d8\u79cd\u3002\u901a\u8fc7\u8ba1\u7b97\u5e76\u7f13\u5b58\u6bcf\u4e2a\u635f\u5931\u9879\u68af\u5ea6\u7684\u52a8\u91cf\uff0c\u53ef\u4ee5\u907f\u514d\u5728\u6bcf\u6b21\u8bad\u7ec3\u8fed\u4ee3\u4e2d\u8ba1\u7b97\u6240\u6709\u635f\u5931\u9879\u7684\u68af\u5ea6\u3002\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e\u52a8\u91cf\u7684 ConFIG \u65b9\u6cd5\u5728\u663e\u8457\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\u7684\u540c\u65f6\u4fdd\u8bc1\u4e86\u4f18\u5316\u7684\u7cbe\u5ea6\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/16\/551516049b933c4bd3d95703d07fa608ce3a31.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u60f3\u6df1\u5165\u4e86\u89e3 ConFIG \u7684\u6280\u672f\u7ec6\u8282\uff1f\u6211\u4eec\u5df2\u7ecf\u4e3a\u4f60\u51c6\u5907\u597d\u4e86\u5b8c\u6574\u7684\u8bba\u6587\u3001\u9879\u76ee\u4e3b\u9875\u548c\u4ee3\u7801\u4ed3\u5e93\uff01<\/p>\n<ul data-id=\"ua73dd4b-YalVXFCN\">\n<li data-id=\"ld70c578-dIEPHo3f\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2408.11104<\/li>\n<li data-id=\"ld70c578-jNxJtXnZ\">\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/tum-pbs.github.io\/ConFIG\/<\/li>\n<li data-id=\"ld70c578-FVlupjzO\">GitHub: https:\/\/github.com\/tum-pbs\/ConFIG<\/li>\n<\/ul>\n<p><strong>ConFIG: \u65e0\u51b2\u7a81\u9006\u68af\u5ea6\u65b9\u6cd5<\/strong><\/p>\n<p><strong>\u76ee\u6807\uff1a<\/strong>\u7ed9\u5b9a<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/16\/a624f2b033a6da487cb527f61f19b274bc79aa.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e2a\u635f\u5931\u51fd\u6570<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/d6e0b0f015dc7ee63557955e7fa1aadea26b03.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u5176\u5bf9\u5e94\u68af\u5ea6\u4e3a<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202503\/16\/55ea21a3770a9f5c480139d0eee85a7ca60ff8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u3002\u6211\u4eec\u5e0c\u671b\u627e\u5230\u4e00\u4e2a\u4f18\u5316\u65b9\u5411<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/05fe70168dbe5ddc9887142bd3d5b7b40f92f6.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u4f7f\u5176\u6ee1\u8db3\uff1a<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/16\/d2ca7bd39356e44e10b409dea8bf635b2bf3b9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u00a0\u3002\u5373\u6240\u6709\u635f\u5931\u9879\u5728\u8be5\u65b9\u5411\u4e0a\u90fd\u80fd\u51cf\u5c11\uff0c\u4ece\u800c\u907f\u514d\u68af\u5ea6\u51b2\u7a81\u3002<\/p>\n<p><strong>\u65e0\u51b2\u7a81\u4f18\u5316\u533a\u95f4<\/strong><\/p>\n<p>\u5047\u8bbe\u5b58\u5728\u4e00\u4e2a\u65e0\u51b2\u7a81\u66f4\u65b0\u68af\u5ea6\uff0c\u6211\u4eec\u53ef\u4ee5\u5f15\u5165\u4e00\u4e2a\u65b0\u7684\u77e2\u91cf<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/69aef3017a8b85f83c847425667dc373f40028.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u3002\u7531\u4e8e<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/528165e5711712424d6878b62fd5fbf82e13b9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u662f\u4e00\u4e2a\u65e0\u51b2\u7a81\u68af\u5ea6\uff0c<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/382120b905f2f358443161e0f5046311104f7d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u00a0\u5e94\u4e3a\u4e00\u4e2a\u6b63\u5411\u5206\u91cf\u77e2\u91cf\u3002\u540c\u6837\u5730\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u9884\u5148\u5b9a\u4e49\u4e00\u4e2a\u6b63\u5411\u5206\u91cf\u77e2\u91cf<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/52dc806241b78661f2f6087ef10bcd2517e904.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u7136\u540e\u76f4\u63a5\u901a\u8fc7\u77e9\u9635\u7684\u9006\u8fd0\u7b97\u6c42\u5f97\u65e0\u51b2\u7a81\u66f4\u65b0\u68af\u5ea6<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/93937022672395c5c72839e29bc5b0a77fd98a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u5373<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/748f6ce85940b90da986590bc815930bb90fd6.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u3002\u901a\u8fc7\u7ed9\u5b9a\u4e0d\u540c\u7684\u6b63\u5411\u5206\u91cf\u77e2\u91cf<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202503\/16\/86d0ad019a6f6c01a735685868cd90dc43c084.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u6211\u4eec\u5f97\u5230\u7531\u4e00\u7cfb\u5217\u4e0d\u540c<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/e8a6a9c529bda2c72ff1521d0deac62f0a4bd2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u7ec4\u6210\u7684\u65e0\u51b2\u7a81\u4f18\u5316\u533a\u95f4\u3002<\/p>\n<p><strong>\u786e\u5b9a\u552f\u4e00\u4f18\u5316\u68af\u5ea6<\/strong><\/p>\n<p>\u5c3d\u7ba1\u901a\u8fc7\u7b80\u5355\u6c42\u9006\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u65e0\u51b2\u7a81\u66f4\u65b0\u533a\u95f4\uff0c\u6211\u4eec\u9700\u8981\u8fdb\u4e00\u6b65\u786e\u5b9a\u552f\u4e00\u7684\u65e0\u51b2\u7a81\u68af\u5ea6\u7528\u4e8e\u4f18\u5316\u3002\u5728 ConFIG \u65b9\u6cd5\u4e2d\uff0c\u6211\u4eec\u4ece\u65b9\u5411\u548c\u5e45\u5ea6\u4e24\u4e2a\u65b9\u9762\u8fdb\u4e00\u6b65\u9650\u5b9a\u4e86\u6700\u7ec8\u7528\u4e8e\u4f18\u5316\u66f4\u65b0\u7684\u68af\u5ea6\uff1a<\/p>\n<ul data-id=\"ua73dd4b-Nf2jhfYn\">\n<li data-id=\"ld70c578-DNVOgXgu\"><strong>\u5177\u4f53\u4f18\u5316\u65b9\u5411<\/strong>\uff1a\u76f8\u6bd4\u4e8e\u76f4\u63a5\u6c42\u89e3\u68af\u5ea6\u77e9\u9635\u7684\u9006\uff0cConFIG \u65b9\u6cd5\u6c42\u89e3\u4e86<strong>\u5f52\u4e00\u5316\u68af\u5ea6\u77e9\u9635\u7684\u9006<\/strong>\uff0c\u5373<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/94ad6ab0863f89c3760766a3aee3a4e9e9b34b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u5176\u4e2d<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/f3d460e95707a8ca40e179a99176cba54b0f4b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u8868\u793a\u7b2c<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/a48522350aabab807ed013f5547c7d3b713c4b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e2a\u68af\u5ea6\u5411\u91cf\u7684\u5355\u4f4d\u5411\u91cf\u3002\u53ef\u4ee5\u8bc1\u660e\uff0c\u53d8\u6362\u540e<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/87f8fa362c6faae6a751372f8f7250860be6b9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u77e2\u91cf\u7684\u6bcf\u4e2a\u5206\u91cf\u4ee3\u8868\u4e86\u6bcf\u4e2a\u68af\u5ea6<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/48fe6b2105a855a59e49912e938e6ce8c76a75.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e0e\u6700\u7ec8\u66f4\u65b0\u68af\u5ea6<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/99290db7602514a9740121cdd3d513e5a41a93.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u8bbe\u5b9a<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/6800af743bca628ac8e178dcd0b0e14b447ef8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u5206\u91cf\u7684\u4e0d\u540c\u503c\u53ef\u4ee5\u76f4\u63a5\u63a7\u5236\u6700\u7ec8\u66f4\u65b0\u68af\u5ea6\u5bf9\u4e8e\u6bcf\u4e2a\u635f\u5931\u68af\u5ea6\u7684\u4f18\u5316\u901f\u7387\u3002\u5728 ConFIG \u4e2d\uff0c<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/b5b7bfe35975f2799955983ff88510d7ef1084.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u88ab\u8bbe\u5b9a\u4e3a\u5355\u4f4d\u77e2\u91cf\u4ee5\u786e\u4fdd\u6bcf\u4e2a\u635f\u5931\u5177\u6709\u76f8\u540c\u7684\u4f18\u5316\u5f3a\u5ea6\u4ece\u800c\u907f\u514d\u67d0\u4e9b\u635f\u5931\u9879\u7684\u4f18\u5316\u88ab\u5ffd\u7565\u3002<\/li>\n<li data-id=\"ld70c578-GOQxJ0Eu\"><strong>\u4f18\u5316\u68af\u5ea6\u5927\u5c0f<\/strong>\uff1a\u6b64\u5916\uff0cConFIG \u65b9\u6cd5\u8fd8\u6839\u636e\u68af\u5ea6\u51b2\u7a81\u7a0b\u5ea6\u8c03\u6574\u6b65\u957f\u3002\u5f53\u68af\u5ea6\u65b9\u5411\u8f83\u4e00\u81f4\u65f6\uff0c\u52a0\u5feb\u66f4\u65b0\uff1b\u5f53\u68af\u5ea6\u51b2\u7a81\u4e25\u91cd\u65f6\uff0c\u51cf\u5c0f\u66f4\u65b0\u5e45\u5ea6\uff1a<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202503\/16\/6138a9d53d25f7a6ea093444a0035544634011.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>, \u5176\u4e2d<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/84dfa4c32d7f2e81a8627228a233fa9026ccbd.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e3a\u6bcf\u4e2a\u68af\u5ea6\u4e0e\u6700\u7ec8\u66f4\u65b0\u65b9\u5411\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002<\/li>\n<\/ul>\n<p>ConFIG \u65b9\u6cd5\u83b7\u5f97\u6700\u7ec8\u65e0\u51b2\u7a81\u4f18\u5316\u65b9\u5411\u7684\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u4ee5\u603b\u7ed3\u4e3a\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202503\/16\/240a63c5480070d1892197e3f421b97ec70a30.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u539f\u8bba\u6587\u4e2d\u7ed9\u51fa\u4e86\u4e0a\u8ff0 ConFIG \u66f4\u65b0\u6536\u655b\u6027\u7684\u4e25\u683c\u8bc1\u660e\u3002\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u8bc1\u660e\u53ea\u8981\u53c2\u6570\u7a7a\u95f4\u7684\u7ef4\u5ea6\u5927\u4e8e\u635f\u5931\u9879\u7684\u4e2a\u6570\uff0cConFIG \u8fd0\u7b97\u4e2d\u7684\u9006\u8fd0\u7b97\u603b\u662f\u53ef\u884c\u7684\u3002<\/p>\n<p><strong>M-ConFIG: \u7ed3\u5408\u52a8\u91cf\u52a0\u901f\u8bad\u7ec3<\/strong><\/p>\n<p>ConFIG \u65b9\u6cd5\u5f15\u5165\u4e86\u77e9\u9635\u7684\u9006\u8fd0\u7b97\uff0c\u8fd9\u5c06\u5e26\u6765\u989d\u5916\u7684\u8ba1\u7b97\u6210\u672c\u3002\u7136\u800c\u4e0e\u8ba1\u7b97\u6bcf\u4e2a\u635f\u5931\u7684\u68af\u5ea6\u5e26\u6765\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u5176\u5e76\u4e0d\u663e\u8457\u3002\u5728\u5305\u62ec ConFIG \u5728\u5185\u7684\u57fa\u4e8e\u68af\u5ea6\u7684\u65b9\u6cd5\u4e2d\uff0c\u603b\u662f\u9700\u8981\u989d\u5916\u7684\u53cd\u5411\u4f20\u64ad\u6b65\u9aa4\u83b7\u5f97\u6bcf\u4e2a\u68af\u5ea6\u76f8\u5bf9\u4e8e\u8bad\u7ec3\u53c2\u6570\u7684\u68af\u5ea6\u3002\u8fd9\u4f7f\u5f97\u57fa\u4e8e\u68af\u5ea6\u7684\u65b9\u6cd5\u7684\u8ba1\u7b97\u6210\u672c\u663e\u8457\u9ad8\u4e8e\u6807\u51c6\u4f18\u5316\u8fc7\u7a0b\u548c\u57fa\u4e8e\u6743\u91cd\u7684\u65b9\u6cd5\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u00a0<strong>M-ConFIG\u00a0<\/strong>\u65b9\u6cd5\uff0c\u4f7f\u7528\u52a8\u91cf\u52a0\u901f\u4f18\u5316\uff1a<\/p>\n<ul data-id=\"ua73dd4b-HUjgXEgN\">\n<li data-id=\"ld70c578-EW0BABKo\">\u4f7f\u7528\u68af\u5ea6\u7684<strong>\u52a8\u91cf<\/strong>\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\uff09\u4ee3\u66ff\u68af\u5ea6\u8fdb\u884c ConFIG \u8fd0\u7b97\u3002<\/li>\n<li data-id=\"ld70c578-qAEBeW5m\">\u5728\u6bcf\u6b21\u4f18\u5316\u8fed\u4ee3\u4e2d\uff0c\u4ec5\u5bf9<strong>\u4e00\u4e2a\u6216\u90e8\u5206<\/strong>\u635f\u5931\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\u4ee5\u66f4\u65b0\u52a8\u91cf\u3002\u5176\u5b83\u635f\u5931\u9879\u7684\u52a8\u91cf\u91c7\u7528\u4e4b\u524d\u8fed\u4ee3\u6b65\u7684\u5386\u53f2\u503c\u3002<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cM-ConFIG \u7684\u8ba1\u7b97\u6210\u672c\u5f80\u5f80<strong>\u4f4e\u4e8e<\/strong>\u6807\u51c6\u66f4\u65b0\u8fc7\u7a0b\u6216\u57fa\u4e8e\u6743\u91cd\u7684\u65b9\u6cd5\u3002\u8fd9\u662f\u7531\u4e8e\u53cd\u5411\u4f20\u64ad\u4e00\u4e2a\u5b50\u635f\u5931<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/499a57a250e68ae5b567401f36a7e0561b454c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u5f80\u5f80\u8981\u6bd4\u53cd\u5411\u4f20\u64ad\u603b\u635f\u5931<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/f8ce49f39dcfe7382cf73873ff323e3f89bda4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u66f4\u5feb\u3002\u8fd9\u5728\u7269\u7406\u4fe1\u606f\u795e\u7ecf\u7f51\u7edc\u4e2d\u5c24\u4e3a\u660e\u663e\uff0c\u56e0\u4e3a\u8fb9\u754c\u4e0a\u7684\u91c7\u6837\u70b9\u901a\u5e38\u8fdc\u5c11\u4e8e\u8ba1\u7b97\u57df\u5185\u7684\u91c7\u6837\u70b9\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9645\u6d4b\u8bd5\u4e2d\uff0cM-ConFIG \u7684\u5e73\u5747\u8ba1\u7b97\u6210\u672c\u4e3a\u57fa\u4e8e\u6743\u91cd\u65b9\u6cd5\u7684\u00a0<strong>0.56<\/strong>\u00a0\u500d\u3002<\/p>\n<h4>\u7ed3\u679c\uff1a\u66f4\u5feb\u7684\u6536\u655b\uff0c\u66f4\u4f18\u7684\u9884\u6d4b<\/h4>\n<p><strong>\u7269\u7406\u4fe1\u606f\u795e\u7ecf\u7f51\u7edc<\/strong><\/p>\n<p>\u5728\u7269\u7406\u4fe1\u606f\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u7528\u795e\u7ecf\u7f51\u7edc\u7684\u81ea\u52a8\u5fae\u5206\u6765\u8fd1\u4f3c\u504f\u5fae\u5206\u65b9\u7a0b\u7684\u65f6\u7a7a\u95f4\u5bfc\u6570\u3002\u504f\u5fae\u5206\u65b9\u7a0b\u7684\u6b8b\u5dee\u9879\u4e0e\u8fb9\u754c\u6761\u4ef6\u548c\u521d\u59cb\u6761\u4ef6\u88ab\u89c6\u4f5c\u4e0d\u540c\u7684\u635f\u5931\u9879\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u8054\u5408\u4f18\u5316\u3002\u6211\u4eec\u5728\u591a\u4e2a\u7ecf\u5178\u7684\u7269\u7406\u795e\u7ecf\u4fe1\u606f\u7f51\u7edc\u4e2d\u6d4b\u8bd5\u4e86 ConFIG \u65b9\u6cd5\u7684\u8868\u73b0\u3002<\/p>\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u5728\u76f8\u540c\u8bad\u7ec3\u8fed\u4ee3\u6b21\u6570\u4e0b\uff0cConFIG \u65b9\u6cd5\u662f\u552f\u4e00\u4e00\u4e2a\u76f8\u6bd4\u4e8e\u6807\u51c6 Adam \u65b9\u6cd5\u59cb\u7ec8\u83b7\u5f97\u6b63\u5411\u63d0\u5347\u7684\u65b9\u6cd5\u3002\u5bf9\u6bcf\u4e2a\u635f\u5931\u9879\u53d8\u5316\u7684\u5355\u72ec\u5206\u6790\u8868\u660e\uff0cConFIG \u65b9\u6cd5\u5728\u7565\u5fae\u63d0\u9ad8 PDE \u8bad\u7ec3\u6b8b\u5dee<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/e3a04d6653f2021cdfc115192632c008910df3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u7684\u540c\u65f6\u5927\u5e45\u964d\u4f4e\u4e86\u8fb9\u754c\u548c\u521d\u59cb\u6761\u4ef6\u635f\u5931<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/16\/05cf1c952b8e77de85e4742f50bd407f07ea1c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\uff0c\u5b9e\u73b0\u4e86 PDE \u8bad\u7ec3\u7cbe\u5ea6\u7684<strong>\u6574\u4f53\u63d0\u5347<\/strong>\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/a579afc09de5e1ae06245799383beeac380b5c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u76f8\u540c\u8fed\u4ee3\u6b65\u6570\u4e0b\u4e0d\u540c\u65b9\u6cd5\u5728 PINNs \u6d4b\u8bd5\u4e2d\u76f8\u6bd4\u4e8e Adam \u4f18\u5316\u5668\u7684\u76f8\u5bf9\u6027\u80fd\u63d0\u5347<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/26d5d0803d6ceb232f91205ace5df8b6e859e5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0d\u540c\u635f\u5931\u9879\u968f\u7740\u8bad\u7ec3\u5468\u671f\u7684\u53d8\u5316\u60c5\u51b5<\/p>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c<strong>\u76f8\u540c\u8bad\u7ec3\u65f6\u95f4\u4e0b<\/strong>\u7684\u6a21\u578b\u51c6\u786e\u6027\u53ef\u80fd\u66f4\u4e3a\u91cd\u8981\u3002M-ConFIG \u65b9\u6cd5\u901a\u8fc7\u4f7f\u7528\u52a8\u91cf\u8fd1\u4f3c\u68af\u5ea6\u5e26\u6765\u7684\u8fd0\u7b97\u901f\u5ea6\u63d0\u5347\u53ef\u4ee5\u4f7f\u5176\u5145\u5206\u53d1\u6325\u6f5c\u529b\u3002\u5728\u76f8\u540c\u8bad\u7ec3\u65f6\u95f4\u5185\uff0cM-ConFIG \u65b9\u6cd5\u7684\u6d4b\u8bd5\u7ed3\u679c\u4f18\u4e8e\u5176\u4ed6\u6240\u6709\u65b9\u6cd5\uff0c\u751a\u81f3\u9ad8\u4e8e\u5e38\u89c4\u7684 ConFIG \u65b9\u6cd5\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5728\u6700\u5177\u6709\u6311\u6218\u6027\u7684\u4e09\u7ef4 Beltrami \u6d41\u52a8\u4e2d\u8fdb\u4e00\u6b65\u5ef6\u957f\u8bad\u7ec3\u65f6\u95f4\u6765\u66f4\u52a0\u6df1\u5165\u5730\u4e86\u89e3 M-ConFIG \u65b9\u6cd5\u7684\u6027\u80fd\u3002\u7ed3\u679c\u8868\u660e\uff0cM-ConFIG \u65b9\u6cd5\u5e76\u975e\u4ec5\u5728\u4f18\u5316\u521d\u59cb\u9636\u6bb5\u5e26\u6765\u663e\u8457\u7684\u6027\u80fd\u6539\u5584\uff0c\u800c\u662f\u5728\u6574\u4e2a\u4f18\u5316\u8fc7\u7a0b\u4e2d\u90fd<strong>\u6301\u7eed<\/strong>\u6539\u5584\u4f18\u5316\u7684\u8fc7\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/f7e4faf696a5be0519535861bfdf14f6296d6d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u76f8\u540c\u8bad\u7ec3\u65f6\u95f4\u4e0b\u4e0d\u540c\u65b9\u6cd5\u5728 PINNs \u6d4b\u8bd5\u4e2d\u76f8\u6bd4\u4e8e Adam \u4f18\u5316\u5668\u7684\u76f8\u5bf9\u6027\u80fd\u63d0\u5347<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/16\/6551b212921e38816cf5263e63afcca3229661.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e09\u7ef4 Beltrami \u6d41\u52a8\u6848\u4f8b\u4e2d\u9884\u6d4b\u8bef\u5dee\u968f\u7740\u8bad\u7ec3\u65f6\u95f4\u7684\u53d8\u5316<\/p>\n<h4>\u591a\u4efb\u52a1\u5b66\u4e60<\/h4>\n<p>\u6211\u4eec\u8fd8\u6d4b\u8bd5\u4e86 ConFIG \u65b9\u6cd5\u5728<strong>\u591a\u4efb\u52a1\u5b66\u4e60\uff08MTL\uff09<\/strong>\u65b9\u9762\u7684\u8868\u73b0\u3002\u6211\u4eec\u91c7\u7528\u7ecf\u5178\u7684 CelebA \u6570\u636e\u96c6\uff0c\u5176\u5305\u542b 20 \u4e07\u5f20\u4eba\u8138\u56fe\u50cf\u5e76\u6807\u6ce8\u4e86 40 \u79cd\u4e0d\u540c\u7684\u9762\u90e8\u4e8c\u5143\u5c5e\u6027\u3002\u5bf9\u6bcf\u5f20\u4eba\u50cf\u9762\u90e8\u5c5e\u6027\u7684\u5b66\u4e60\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u6311\u6218\u7684 40 \u9879\u635f\u5931\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cConFIG \u65b9\u6cd5\u6216 M-ConFIG \u65b9\u6cd5\u5728\u5e73\u5747 F1 \u5206\u6570<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/571118c509051c42dbd8685faadcf9f755f233.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u3001\u5e73\u5747\u6392\u540d<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/81d989972cf01f7e80f0333065bd3d835a95d4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/>\u4e2d\u5747\u8868\u73b0\u6700\u4f73\u3002\u5176\u4e2d\uff0c\u5bf9\u4e8e M-ConFIG \u65b9\u6cd5\uff0c\u6211\u4eec\u5728\u4e00\u6b21\u8fed\u4ee3\u4e2d\u66f4\u65b0 30 \u4e2a\u52a8\u91cf\u800c\u4e0d\u4ec5\u66f4\u65b0\u4e00\u4e2a\u52a8\u91cf\u3002\u8fd9\u662f\u56e0\u4e3a\u5f53\u4efb\u52a1\u6570\u91cf\u589e\u52a0\u65f6\uff0c\u5355\u4e2a\u52a8\u91cf\u66f4\u65b0\u65f6\u95f4\u7684\u95f4\u9694\u8f83\u957f\uff0c\u5386\u53f2\u52a8\u91cf\u4fe1\u606f\u96be\u4ee5\u51c6\u786e\u6355\u6349\u68af\u5ea6\u7684\u53d8\u5316\u3002\u52a8\u91cf\u4fe1\u606f\u7684\u6ede\u540e\u4f1a\u9010\u6e10\u62b5\u6d88 M-ConFIG \u65b9\u6cd5\u66f4\u9ad8\u8bad\u7ec3\u6548\u7387\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>\u5728\u6211\u4eec\u7684\u6d4b\u8bd5\u4e2d\uff0c\u5f53\u4efb\u52a1\u6570\u91cf\u7b49\u4e8e 10 \u65f6\uff0cM-ConFIG \u65b9\u6cd5\u5728\u76f8\u540c\u8bad\u7ec3\u65f6\u95f4\u4e0b\u7684\u6027\u80fd\u5c31\u5df2\u7ecf\u5f31\u4e8e ConFIG \u65b9\u6cd5\u3002\u589e\u52a0\u5355\u6b21\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u7684\u52a8\u91cf\u66f4\u65b0\u6b21\u6570\u53ef\u4ee5\u663e\u8457\u7f13\u89e3\u8fd9\u79cd\u6027\u80fd\u4e0b\u964d\u3002\u5728\u6807\u51c6\u7684 40 \u4efb\u52a1 CelebA \u8bad\u7ec3\u4e2d\u5c06\u52a8\u91cf\u66f4\u65b0\u6b21\u6570\u63d0\u5347\u5230 20 \u65f6\uff0cM-ConFIG \u65b9\u6cd5\u7684\u6027\u80fd\u5df2\u7ecf\u63a5\u8fd1 ConFIG \u65b9\u6cd5\uff0c\u800c\u8bad\u7ec3\u65f6\u95f4\u4ec5\u4e3a ConFIG \u65b9\u6cd5\u7684 56%\u3002\u5f53\u66f4\u65b0\u6b65\u6570\u8fbe\u5230 30 \u65f6\uff0c\u5176\u6027\u80fd\u751a\u81f3\u53ef\u4ee5<strong>\u4f18\u4e8e<\/strong>\u00a0ConFIG \u65b9\u6cd5\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202503\/16\/d63b47481795c75a446232048c05972498dfee.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>ConFIG \u65b9\u6cd5\u5728 CelebA \u4eba\u8138\u5c5e\u6027\u6570\u636e\u96c6\u4e2d\u7684\u8868\u73b0<\/p>\n<h4>\u7ed3\u8bba<\/h4>\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 ConFIG \u65b9\u6cd5\u6765\u89e3\u51b3\u4e0d\u540c\u635f\u5931\u9879\u4e4b\u95f4\u7684\u8bad\u7ec3\u51b2\u7a81\u3002ConFIG 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