{"id":266423,"date":"2025-04-24T08:45:25","date_gmt":"2025-04-24T00:45:25","guid":{"rendered":"\/\/m.iemloyee.com\/?p=266423"},"modified":"2025-04-24T09:05:33","modified_gmt":"2025-04-24T01:05:33","slug":"%e6%b7%b1%e5%ba%a6%e5%8e%9f%e7%90%86-nat-mach-intell-%e6%9c%80%e4%bd%b3%e4%bc%a0%e8%be%93%e6%a8%a1%e5%9e%8b%e7%94%9f%e6%88%90%e5%8c%96%e5%ad%a6%e5%8f%8d%e5%ba%94%e8%bf%87%e6%b8%a1%e6%80%81-2","status":"publish","type":"post","link":"\/\/m.iemloyee.com\/?p=266423","title":{"rendered":"\u6df1\u5ea6\u539f\u7406 Nat. Mach. Intell. | \u6700\u4f73\u4f20\u8f93\u6a21\u578b\u751f\u6210\u5316\u5b66\u53cd\u5e94\u8fc7\u6e21\u6001"},"content":{"rendered":"<p>\u5728\u5316\u5b66\u7684\u5fae\u89c2\u4e16\u754c\u91cc\uff0c\u8fc7\u6e21\u6001\uff08TS\uff09\u5c31\u50cf\u5316\u5b66\u53cd\u5e94\u4e2d\u7684 &#8220;\u80fd\u91cf\u9ad8\u5cf0&#8221;\u2014\u2014 \u5f53\u5206\u5b50\u4eec\u4e3a\u4e86\u53d1\u751f\u5947\u5999\u7684\u5316\u5b66\u53d8\u5316\u800c\u5267\u70c8\u78b0\u649e\u65f6\uff0c\u5fc5\u987b\u8de8\u8d8a\u8fd9\u4e2a\u8f6c\u77ac\u5373\u901d\u7684\u80fd\u91cf\u9876\u5cf0\u3002\u7136\u800c\uff0c\u8fd9\u4e2a\u5173\u952e\u7684\u4e2d\u95f4\u72b6\u6001\u5c31\u50cf\u95ea\u7535\u4e00\u6837\u96be\u4ee5\u6355\u6349\uff1a\u5b9e\u9a8c\u4eea\u5668\u7684 &#8220;\u5feb\u95e8\u901f\u5ea6&#8221; \u8ddf\u4e0d\u4e0a\u5b83\u7684\u53d8\u5316\u8282\u594f\uff0c\u800c\u4f20\u7edf\u7684\u91cf\u5b50\u5316\u5b66\u8ba1\u7b97\u65b9\u6cd5\u53c8\u5982\u540c\u7528\u6162\u955c\u5934\u62cd\u6444\u70df\u82b1\uff0c\u5373\u4f7f\u662f\u6700\u5f3a\u5927\u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\uff0c\u89e3\u6790\u4e00\u4e2a\u8fc7\u6e21\u6001\u7684\u7ed3\u6784\u4e5f\u53ef\u80fd\u9700\u8981\u8fde\u7eed\u5de5\u4f5c\u6570\u5c0f\u65f6\u751a\u81f3\u6570\u5929\u3002\u8fd9\u79cd\u56f0\u5883\u8ba9\u79d1\u5b66\u5bb6\u4eec\u5728\u63a2\u7d22\u590d\u6742\u53cd\u5e94\u7f51\u7edc\u6307\u5bfc\u5316\u5de5\u751f\u4ea7\u3001\u8bbe\u8ba1\u6027\u80fd\u66f4\u4f18\u7684\u50ac\u5316\u5242\u65f6\u4e3e\u6b65\u7ef4\u8270\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-266425\" src=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-38.png\" alt=\"\" width=\"896\" height=\"820\" srcset=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-38.png 896w, \/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-38-300x275.png 300w, \/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-38-768x703.png 768w\" sizes=\"(max-width: 896px) 100vw, 896px\" \/>\u00a0\u00a0\u00a0\u00a0<\/p>\n<p>\u56fe\u4e00\uff5c\u4e8c\u7ef4\u52bf\u80fd\u9762\u4e0a\u7684\u53cd\u5e94\u7269\uff08R\uff09\uff0c\u8fc7\u6e21\u6001\uff08TS\uff09\uff0c\u4ea7\u7269\uff08P\uff09\uff0c\u4ee5\u53ca\u6700\u5c0f\u80fd\u91cf\u8def\u5f84\uff08minimal energy pathway\uff09<\/p>\n<p>\u8fd1\u65e5\uff0c<strong><b>\u6df1\u5ea6\u539f\u7406<\/b><\/strong><strong><b>\u00a0Deep Principle<\/b><\/strong>\u8054\u5408\u4f50\u6cbb\u4e9a\u7406\u5de5\u5927\u5b66\uff0c\u5eb7\u5948\u5c14\u5927\u5b66\u7b49\u673a\u6784\u8054\u5408\u63d0\u51fa\u4e86\u4e00\u79cd\u9769\u65b0\u6027\u7684\u8fc7\u6e21\u6001\u68c0\u7d22\u65b9\u6cd5&#8211;React-OT\uff0c\u91c7\u7528\u6700\u4f18\u4f20\u8f93\uff08Optimal Transport, OT\uff09\u7684\u65b9\u6cd5\uff0c\u4ece\u53cd\u5e94\u7269\u548c\u4ea7\u7269\u7684\u7ed3\u6784\u63d2\u503c\u5f00\u59cb\uff0c\u63a8\u5bfc\u51fa\u9ad8\u5ea6\u7cbe\u786e\u7684\u8fc7\u6e21\u6001\u7ed3\u6784\uff0c\u76f8\u5173\u6210\u679c\u5df2\u4f5c\u4e3a\u5c01\u9762\u6587\u7ae0\u53d1\u8868\u5728 <strong><b>Nature Machine Intelligence<\/b><\/strong>\u00a0\u4e0a\uff0c\u540c\u65f6MIT News\u4e5f\u5bf9\u6587\u7ae0\u7684\u7b2c\u4e00\u517c\u901a\u8baf\u4f5c\u8005\uff0c<strong><b>\u6df1\u5ea6\u539f\u7406<\/b><\/strong><strong><b>\u00a0Deep Principle<\/b><\/strong>\u7684<strong><b>\u521b\u59cb\u4eba\u517c<\/b><\/strong><strong><b>CTO<\/b><\/strong><strong><b>\u6bb5\u8fb0\u5112\u535a\u58eb<\/b><\/strong>\u8fdb\u884c\u4e86\u4e13\u8bbf\u62a5\u9053\u3002<\/p>\n<p><strong>\u3010\u7b49\u5f85\u6587\u7ae0\u53d1\u51fa\u540e\u8865\u5145\u4e00\u4e2a\u91c7\u8bbf\u5185\u5bb9\u548c\u5c01\u9762\u56fe\u7247\u62fc\u56fe\u3011<\/strong><\/p>\n<p>\u672c\u6587\u5c06\u5e26\u4f60\u6df1\u5165\u4e86\u89e3 React-OT \u7684\u6838\u5fc3\u539f\u7406\u3001\u4e0e\u4f20\u7edf\u65b9\u6cd5\u7684\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u5b83\u5982\u4f55\u7a81\u7834\u8ba1\u7b97\u5316\u5b66\u7684\u74f6\u9888\uff0c\u5927\u5e45\u63d0\u5347 TS \u641c\u7d22\u7684\u6548\u7387\u4e0e\u7cbe\u5ea6\uff0c\u4e3a\u53cd\u5e94\u673a\u7406\u7814\u7a76\u548c\u50ac\u5316\u5242\u8bbe\u8ba1\u63d0\u4f9b\u5168\u65b0\u5de5\u5177\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4e00\u3001\u65b9\u6cd5\u521b\u65b0<\/strong><\/p>\n<p><strong>\ufffd\ufffd<\/strong><strong>\u4ece OA-ReactDiff \u5230 React-OT<\/strong><\/p>\n<p>OA-ReactDiff\u662f<strong><b>\u6df1\u5ea6\u539f\u7406<\/b><\/strong><strong><b>\u00a0Deep Principle<\/b><\/strong>\u4e8e2023\u5e74\u63a8\u51fa\u7684\u9996\u4e2a\u751f\u62103D\u5316\u5b66\u53cd\u5e94\u7684\u6269\u6563\u751f\u6210\u6a21\u578b\uff0c\u8fd9\u9879\u6210\u679c\u5df2\u5728Nature\u5927\u5b50\u520aNature Computational Science\u4e0a\u53d1\u8868\uff0c\u5e76\u88ab\u9009\u4e3a<strong><b>\u5c01\u9762\u8bba\u6587<\/b><\/strong>\u3002OA-ReactDiff\u4ec5\u4f9d\u8d56\u53cd\u5e94\u7269\u548c\u4ea7\u7269\u76843D\u51e0\u4f55\u5f62\u72b6\u5373\u53ef\u751f\u6210\u8fc7\u6e21\u6001\u7ed3\u6784\uff0c\u6bd4\u4f20\u7edf\u91cf\u5316\u65b9\u6cd5\u9884\u6d4b\u8fc7\u6e21\u6001\u901f\u5ea6\u63d0\u53471000\u500d\u3002\u4f46\u662f\u7531\u4e8e\u6269\u6563\u6a21\u578b\u91c7\u6837\u8fc7\u7a0b\u4e2d\u7684\u968f\u673a\u6027\uff0cOA-ReactDiff\u751f\u6210\u7684\u8fc7\u6e21\u6001\u4e5f\u662f\u968f\u673a\u7684\uff0c\u5f80\u5f80\u9700\u8981\u591a\u6b21\u91c7\u6837\u624d\u80fd\u83b7\u5f97\u7406\u60f3\u7684\u8fc7\u6e21\u6001\u7ed3\u6784\u3002<\/p>\n<p>\u4f5c\u4e3aOA-ReactDiff\u7684\u8fed\u4ee3\u5347\u7ea7\u7248\u672c\uff0cReact-OT\u5728OA-ReactDiff\u7684\u57fa\u7840\u4e0a\uff0c\u9488\u5bf9\u7ed9\u5b9a\u7684\u53cd\u5e94\u7269\u548c\u751f\u6210\u7269\uff08\u53cc\u7aef\u641c\u7d22\uff09\u8fdb\u884c\u4e86\u6539\u8fdb\uff0c\u57fa\u4e8e\u6700\u4f18\u4f20\u8f93\u7406\u8bba\uff0c\u901a\u8fc7\u6d41\u5339\u914d\u65b9\u6cd5\uff0c\u4ece\u53cd\u5e94\u7269\u548c\u4ea7\u7269\u76f4\u63a5\u63a8\u5bfcTS\u7ed3\u6784\uff0c\u5355\u6b21\u91c7\u6837\u5373\u53ef\u751f\u6210\u786e\u5b9a\u6027\u7684TS\u7ed3\u6784\u3002<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-266434\" src=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u52a8\u56fe.gif\" alt=\"\" width=\"1920\" height=\"1080\" \/><\/p>\n<p><strong>\ufffd\ufffd<\/strong><strong>\u6700\u4f18\u4f20\u8f93\uff08OT\uff09<\/strong><\/p>\n<p>\u6700\u4f18\u4f20\u8f93\u662f\u4e00\u79cd\u6570\u5b66\u7406\u8bba\u548c<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E8%AE%A1%E7%AE%97%E6%96%B9%E6%B3%95&amp;spm=1001.2101.3001.7020\">\u8ba1\u7b97\u65b9\u6cd5<\/a>\uff0c\u7528\u4e8e\u63cf\u8ff0\u4e24\u4e2a\u6982\u7387\u5206\u5e03\u4e4b\u95f4\u7684\u8ddd\u79bb\u6216\u8005\u5bf9\u5e94\u5173\u7cfb\u3002\u5b83\u7684\u6838\u5fc3\u6982\u5ff5\u662f\u5982\u4f55\u4ee5\u6700\u4f73\u65b9\u5f0f\u5c06\u4e00\u7ec4\u8d44\u6e90\uff08\u5982\u8d28\u91cf\u3001\u80fd\u91cf\u7b49\uff09\u4ece\u4e00\u4e2a\u4f4d\u7f6e\u4f20\u8f93\u5230\u53e6\u4e00\u4e2a\u4f4d\u7f6e\u3002\u7c7b\u6bd4\u521d\u4e2d\u5b66\u4e60\u7684\u7ebf\u6027\u89c4\u5212\u95ee\u9898\uff1a\u4e09\u4e2a\u57ce\u5e02\uff08A, B, C\uff09\u5206\u522b\u67091\u30010.5\u30011.5\u5428\u7164\uff0c\u53e6\u5916\u6709\u4e24\u4e2a\u57ce\u5e02(D, E)\u5206\u522b\u9700\u89812\u30011\u5428\u7164\uff0c\u7531\u4e8e\u4e0d\u540c\u57ce\u5e02\u4e4b\u95f4\u7684\u8fd0\u8f93\u6210\u672c\u4e0d\u540c\uff0c\u57ce\u5e02\u9700\u6c42\u4e5f\u4e0d\u540c\uff0c\u9700\u8981\u5236\u5b9a\u7b56\u7565\u7ed9\u51fa\u6700\u4f18\u8fd0\u8f93\u8def\u7ebf\uff0c\u8fd9\u4e9b\u201c\u6700\u4f18\u8def\u7ebf\u201d\u5728\u5316\u5b66\u53cd\u5e94\u4e2d\u5c31\u4ee3\u8868\u4e86\u6700\u5408\u7406\u5316\u5b66\u53cd\u5e94\u8def\u5f84\u4ee5\u5176\u5bf9\u5e94\u7684\u8fc7\u6e21\u6001\u7ed3\u6784\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-266427\" src=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72473-35.png\" alt=\"\" width=\"555\" height=\"289\" srcset=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72473-35.png 555w, \/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72473-35-300x156.png 300w\" sizes=\"(max-width: 555px) 100vw, 555px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\ufffd\ufffd\u6280\u672f\u4eae\u70b9\u901f\u89c8<\/strong><\/p>\n<p>1.\u521d\u59cb\u8fc7\u6e21\u6001\u7ed3\u6784\uff1aOA-ReactDiff\u4ece\u9ad8\u65af\u566a\u97f3\u4e2d\u968f\u673a\u91c7\u6837\uff0c\u6240\u4ee5\u751f\u6210\u7684\u8fc7\u6e21\u6001\u4e5f\u5b58\u5728\u968f\u673a\u6027\u3002React-OT\u5219\u662f\u4ece\u53cd\u5e94\u7269\u548c\u4ea7\u7269\u7684\u7ebf\u6027\u63d2\u503c\u51fa\u53d1\uff0c\u5e76\u4e14\u901a\u8fc7\u5e73\u79fb\u65cb\u8f6c\u7b49\u64cd\u4f5c\u786e\u4fdd\u521d\u59cb\u7ed3\u6784\u7684\u7b49\u53d8\u6027\u548c\u552f\u4e00\u6027\uff0c\u83b7\u5f97\u76f8\u5bf9\u5408\u7406\u7684\u521d\u59cb\u731c\u6d4b\uff0c\u5c06\u91c7\u6837\u8def\u5f84\u63a8\u5411\u66f4\u63a5\u8fd1\u6700\u4f18\u4f20\u8f93\u7684\u65b9\u5411\u3002<\/p>\n<p>2.\u91c7\u6837\u8fc7\u7a0b\uff1aOA-ReactDiff\u91c7\u7528\u6269\u6563\u6a21\u578b\uff0c\u8fc7\u6e21\u6001\u751f\u6210\u662f\u4e00\u4e2a\u968f\u673a\u91c7\u6837\u8fc7\u7a0b\u3002\u800cReact-OT\u5c06\u91c7\u6837\u8fc7\u7a0b\u6a21\u62df\u4e3a\u5e38\u5fae\u5206\u65b9\u7a0b\uff0c\u800c\u4e0d\u662f\u6269\u6563\u6a21\u578b\u4e2d\u7684\u968f\u673a\u5fae\u5206\u65b9\u7a0b\uff0c\u5c06\u53cd\u5e94\u7269\u3001\u4ea7\u7269\u548c\u8fc7\u6e21\u6001\u7684\u8054\u5408\u5206\u5e03\u89c6\u4e3a\u52a8\u6001\u4f20\u8f93\u95ee\u9898\uff0c\u901a\u8fc7\u6d41\u5339\u914d\uff08flow matching\uff09\u65b9\u6cd5\uff0c\u76f4\u63a5\u4ece\u53cd\u5e94\u7269\u548c\u4ea7\u7269\u63a8\u5bfcTS\u7ed3\u6784\uff0c\u4e0d\u518d\u9700\u8981\u591a\u6b21\u968f\u673a\u91c7\u6837\u3002<\/p>\n<p>3.\u66f4\u5927\u6570\u636e\u96c6\u7684\u9884\u8bad\u7ec3\uff1a\u4f7f\u7528RGD1-xTB \u6570\u636e\u96c6\u5bf9React-OT\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u7136\u540e\u518d\u5728Transition 1x\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6a21\u578b\u7684\u5fae\u8c03\uff0cRGD1-xTB\u5305\u542b95\u4e07\u4e2a\u57fa\u4e8e GFN2-xTB \u8ba1\u7b97\u7684\u5316\u5b66\u53cd\u5e94\uff0c\u5bf9\u6bd4\u8bad\u7ec3OA-ReactDiff\u4f7f\u7528\u7684Transition1x \u6570\u636e\u96c6\uff081 \u4e07\u4e2a\u53cd\u5e94\uff09\uff0cRGD1-xTB\u7684\u6570\u636e\u91cf\u5927\u5e45\u589e\u52a0\uff0c\u53ef\u4e3a React-OT \u63d0\u4f9b\u66f4\u5e7f\u6cdb\u7684\u5316\u5b66\u73af\u5883\u548c\u7ed3\u6784\u4fe1\u606f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-266428\" src=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72474-32.png\" alt=\"\" width=\"3770\" height=\"1133\" srcset=\"\/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72474-32.png 3770w, \/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72474-32-300x90.png 300w, \/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72474-32-768x231.png 768w, \/\/m.iemloyee.com\/wp-content\/uploads\/2025\/04\/\u56fe\u72474-32-1024x308.png 1024w\" sizes=\"(max-width: 3770px) 100vw, 3770px\" \/><\/p>\n<p>\u56fe\u4e8c \uff5c 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