{"id":1157340,"date":"2025-12-03T02:25:50","date_gmt":"2025-12-03T10:25:50","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1157340"},"modified":"2025-12-03T02:25:52","modified_gmt":"2025-12-03T10:25:52","slug":"new-arrival-in-research-35","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-35\/","title":{"rendered":"NeurIPS\u4e0a\u65b0 | AI\u521b\u65b0\u5e94\u7528\uff1a\u9a71\u52a8\u79d1\u5b66\u53d1\u73b0\u4e0e\u5782\u76f4\u9886\u57df\u7a81\u7834"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002<\/p>\n\n\n\n<p>\u5168\u7403\u9876\u7ea7\u4eba\u5de5\u667a\u80fd\u76db\u4f1a NeurIPS 2025 \u5373\u5c06\u62c9\u5f00\u5e37\u5e55\u3002\u5728\u672c\u5c4a\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u670930\u591a\u7bc7\u8bba\u6587\u88ab\u63a5\u6536\u3002\u8fd9\u4e9b\u7814\u7a76\u6d89\u53ca\u4ece\u5927\u6a21\u578b\u57fa\u7840\u7406\u8bba\u5230\u524d\u6cbf\u5e94\u7528\u7684\u5404\u4e2a\u65b9\u9762\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u56db\u671f\u201cNeurIPS\u4e0a\u65b0\u201d\uff0c\u6df1\u5165\u89e3\u8bfb\u5165\u9009\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u6db5\u76d6<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-32\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u6a21\u578b\u67b6\u6784\u4e0e\u52a0\u901f<\/a>\u3001<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-33\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u6a21\u578b\u80fd\u529b\u4e0e\u5bf9\u9f50<\/a>\u3001<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-34\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210\u5f0f AI \u4e0e\u5177\u8eab\u667a\u80fd<\/a>\u3001AI \u521b\u65b0\u5e94\u7528\u7b49\u3002<\/p>\n\n\n\n<p>\u6700\u540e\u4e00\u671f\uff0c\u6211\u4eec\u5c06\u805a\u7126 AI \u4f5c\u4e3a\u201c\u79d1\u5b66\u5f15\u64ce\u201d\u7684\u89d2\u8272\uff0c\u63a2\u7d22\u5b83\u662f\u5982\u4f55\u5728\u5782\u76f4\u9886\u57df\u548c\u4ea4\u53c9\u5b66\u79d1\u4e2d\u53d1\u6325\u98a0\u8986\u6027\u4f5c\u7528\u7684\u3002\u57fa\u7840\u6a21\u578b\u5728\u901a\u7528\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u5904\u7406\u9ad8\u5ea6\u7ed3\u6784\u5316\u3001\u9ad8\u590d\u6742\u5ea6\u7684\u4e13\u4e1a\u6570\u636e\uff08\u5982\u533b\u7597\u65f6\u95f4\u5e8f\u5217\u3001\u57fa\u56e0\u7ec4\u4fe1\u606f\u3001\u7269\u7406\u4eff\u771f\uff09\u65f6\uff0c\u4ecd\u9762\u4e34\u5de8\u5927\u7684\u6311\u6218\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e13\u6ce8\u4e8e\u5f00\u53d1\u9886\u57df\u4e13\u7528\u7684\u57fa\u7840\u6a21\u578b\u548c\u9ad8\u6548\u7684\u6570\u503c\u5206\u6790\u7b97\u6cd5\uff0c\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u4e86 AI \u5728\u7cbe\u51c6\u533b\u7597\u3001\u57fa\u56e0\u7ec4\u5b66\u3001\u590d\u6742\u7269\u7406\u52a8\u6001\u9884\u6d4b\u4ee5\u53ca\u5de5\u7a0b\u8bbe\u8ba1\u7b49\u4e13\u4e1a\u9886\u57df\u7684\u90e8\u5206\u5173\u952e\u96be\u9898\u3002\u8fd9\u4e9b\u7a81\u7834\u6027\u7814\u7a76\u52a0\u901f\u4e86\u4eba\u7c7b\u5bf9\u751f\u547d\u79d1\u5b66\u548c\u81ea\u7136\u89c4\u5f8b\u7684\u8ba4\u77e5\uff0c\u4e3a AI \u8d4b\u80fd\u5343\u884c\u767e\u4e1a\u3001\u9a71\u52a8\u79d1\u5b66\u53d1\u73b0\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u8bba\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n<p>01. CADMorph\uff1a\u57fa\u4e8e\u201c\u89c4\u5212-\u751f\u6210-\u9a8c\u8bc1\u201d\u5faa\u73af\u7684\u51e0\u4f55\u9a71\u52a8\u53c2\u6570\u5316 CAD \u7f16\u8f91<\/p>\n\n\n\n<p>02. \u529f\u80fd\u590d\u6742\u5ea6\u81ea\u9002\u5e94\u65f6\u5e8f\u5f20\u91cf\u5206\u89e3<\/p>\n\n\n\n<p>03. \u4ece\u4e0d\u89c4\u5219\u7a00\u758f\u89c2\u6d4b\u4e2d\u751f\u6210\u7269\u7406\u52a8\u6001\u7684\u5168\u573a\u6f14\u5316<\/p>\n\n\n\n<p>04. MIRA\uff1a\u9762\u5411\u771f\u5b9e\u4e16\u754c\u5065\u5eb7\u6570\u636e\u7684\u7edf\u4e00\u533b\u5b66\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b<\/p>\n\n\n\n<p>05. Omni-DNA\uff1a\u652f\u6301\u5e8f\u5217\u7406\u89e3\u3001\u957f\u4e0a\u4e0b\u6587\u548c\u6587\u672c\u6ce8\u91ca\u7684\u57fa\u56e0\u7ec4\u6a21\u578b<\/p>\n\n\n\n<p>06. PeRL\uff1a\u7528\u4e8e\u4ea4\u9519\u89c6\u89c9-\u8bed\u8a00\u63a8\u7406\u7684\u7f6e\u6362\u589e\u5f3a\u5f3a\u5316\u5b66\u4e60<\/p>\n\n\n\n<p>07. \u5728\u63a8\u7406\u6a21\u578b\u65f6\u4ee3\u201c\u590d\u5174\u201d DSP \u7528\u4e8e\u9ad8\u7ea7\u5b9a\u7406\u8bc1\u660e<\/p>\n\n\n\n<p>08. SimSort\uff1a\u57fa\u4e8e\u5927\u89c4\u6a21\u7535\u751f\u7406\u6a21\u62df\u7684\u8109\u51b2\u5206\u9009\u6570\u636e\u9a71\u52a8\u6846\u67b6<\/p>\n\n\n\n<p>09. \u8fc8\u5411\u8109\u51b2\u795e\u7ecf\u7f51\u7edc Transformer \u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-cadmorph-\u57fa\u4e8e-\u89c4\u5212-\u751f\u6210-\u9a8c\u8bc1-\u5faa\u73af\u7684\u51e0\u4f55\u9a71\u52a8\u53c2\u6570\u5316-cad-\u7f16\u8f91\">01. CADMorph\uff1a\u57fa\u4e8e\u201c\u89c4\u5212-\u751f\u6210-\u9a8c\u8bc1\u201d\u5faa\u73af\u7684\u51e0\u4f55\u9a71\u52a8\u53c2\u6570\u5316 CAD \u7f16\u8f91<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"242\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-1.png\" alt=\"paper\" class=\"wp-image-1157345\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-1.png 683w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-1-300x106.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-1-240x85.png 240w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/cadmorph-geometry%E2%80%91driven-parametric-cad-editing-via-a-plan-generate-verify-loop\/\">https:\/\/www.microsoft.com\/en-us\/research\/publication\/cadmorph-geometry%E2%80%91driven-parametric-cad-editing-via-a-plan-generate-verify-loop\/<\/a><\/p>\n\n\n\n<p>\u8ba1\u7b97\u673a\u8f85\u52a9\u8bbe\u8ba1\uff08CAD\uff09\u6a21\u578b\u662f\u73b0\u4ee3\u5de5\u7a0b\u548c\u5236\u9020\u4e1a\u7684\u57fa\u77f3\u3002CAD \u6a21\u578b\u901a\u5e38\u4ee5\u4e24\u79cd\u8026\u5408\u7684\u5f62\u5f0f\u5bf9\u5bf9\u8c61\u8fdb\u884c\u7f16\u7801\uff1a\u53c2\u6570\u5316\u6784\u9020\u5e8f\u5217\u4ee5\u53ca\u7531\u8be5\u5e8f\u5217\u751f\u6210\u7684\u53ef\u89c1\u51e0\u4f55\u5f62\u72b6\u3002\u5728\u8fed\u4ee3\u8bbe\u8ba1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u51e0\u4f55\u5f62\u72b6\u7684\u8c03\u6574\u4e0d\u53ef\u907f\u514d\u5730\u9700\u8981\u5bf9\u5e95\u5c42\u53c2\u6570\u5e8f\u5217\u8fdb\u884c\u540c\u6b65\u4fee\u6539\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u57fa\u4e8e\u51e0\u4f55\u9a71\u52a8\u7684\u53c2\u6570\u5316 CAD \u7f16\u8f91\u3002\u8be5\u4efb\u52a1\u8981\u6c42\uff1a1\uff09\u4fdd\u6301\u539f\u59cb\u5e8f\u5217\u7684\u7ed3\u6784\uff1b2\uff09\u786e\u4fdd\u6bcf\u6b21\u7f16\u8f91\u5728\u8bed\u4e49\u4e0a\u7684\u6709\u6548\u6027\uff1b3\uff09\u5728\u7f16\u8f91\u6570\u636e\u4e09\u5143\u7ec4\u7a00\u7f3a\u7684\u6761\u4ef6\u4e0b\u5b9e\u73b0\u4e0e\u76ee\u6807\u5f62\u72b6\u7684\u9ad8\u4fdd\u771f\u5ea6\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 CADMorph \u6846\u67b6\u3002\u8fd9\u662f\u4e00\u4e2a\u5728\u63a8\u7406\u9636\u6bb5\u534f\u540c\u9884\u8bad\u7ec3\u9886\u57df\u57fa\u7840\u6a21\u578b\u7684\u8fed\u4ee3\u5f0f\u89c4\u5212\u2013\u751f\u6210\u2013\u9a8c\u8bc1\u6846\u67b6\uff0c\u5305\u62ec\u53c2\u6570\u5230\u5f62\u72b6\uff08P2S\uff09\u7684\u6f5c\u7a7a\u95f4\u6269\u6563\u6a21\u578b\u548c\u63a9\u7801\u53c2\u6570\u9884\u6d4b\uff08MPP\uff09\u6a21\u578b\u3002\u5728\u89c4\u5212\u9636\u6bb5\uff0cP2S \u6a21\u578b\u7684\u8de8\u6ce8\u610f\u529b\u56fe\u5b9a\u4f4d\u9700\u8981\u4fee\u6539\u7684\u5e8f\u5217\u7247\u6bb5\u5e76\u63d0\u4f9b\u7f16\u8f91\u63a9\u7801\u3002\u5728\u751f\u6210\u9636\u6bb5\uff0cMPP \u6a21\u578b\u5bf9\u8fd9\u4e9b\u63a9\u7801\u8fdb\u884c\u586b\u5145\uff0c\u751f\u6210\u8bed\u4e49\u6709\u6548\u7684\u7f16\u8f91\u7ed3\u679c\u3002\u5728\u9a8c\u8bc1\u9636\u6bb5\uff0cP2S \u6a21\u578b\u5c06\u6bcf\u4e2a\u5019\u9009\u5e8f\u5217\u5d4c\u5165\u5f62\u72b6\u6f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u4e0e\u76ee\u6807\u5f62\u72b6\u7684\u8ddd\u79bb\u8fdb\u884c\u5ea6\u91cf\uff0c\u5e76\u9009\u62e9\u8ddd\u79bb\u6700\u8fd1\u7684\u5e8f\u5217\u3002\u8fd9\u4e09\u4e2a\u9636\u6bb5\u5206\u522b\u5229\u7528\u4e86\u9884\u8bad\u7ec3\u5148\u9a8c\u4e2d\u6240\u8574\u542b\u7684\u51e0\u4f55\u611f\u77e5\u548c\u8bbe\u8ba1\u77e5\u8bc6\uff0c\u4ece\u800c\u89e3\u51b3\u7ed3\u6784\u4fdd\u7559\u3001\u8bed\u4e49\u6709\u6548\u6027\u4ee5\u53ca\u5f62\u72b6\u4fdd\u771f\u5ea6\u8fd9\u4e09\u5927\u6838\u5fc3\u6311\u6218\u3002\u6b64\u5916\uff0cP2S \u548c MPP \u4e24\u4e2a\u6a21\u578b\u5747\u65e0\u9700\u4e09\u5143\u7ec4\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u6839\u672c\u4e0a\u7ed5\u8fc7\u4e86\u6570\u636e\u7a00\u7f3a\u7684\u74f6\u9888\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"521\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-2-1024x521.png\" alt=\"diagram\" class=\"wp-image-1157346\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-2-1024x521.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-2-300x153.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-2-768x390.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-2-240x122.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-2.png 1066w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aCADMorph \u6846\u67b6\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n\n\n\n<p>CADMorph \u4f18\u4e8e\u591a\u79cd\u4e13\u4e1a CAD \u57fa\u7ebf\u6a21\u578b\u548c\u901a\u7528\u6a21\u578b GPT-4o\uff0c\u5e76\u652f\u6301\u8fed\u4ee3\u7f16\u8f91\u4e0e\u9006\u5411\u5de5\u7a0b\u589e\u5f3a\u7b49\u4e0b\u6e38\u5e94\u7528\u3002\u8fd9\u9879\u5de5\u4f5c\u4e0d\u4ec5\u5927\u5e45\u63d0\u5347\u4e86\u5de5\u7a0b\u8bbe\u8ba1\u548c\u5236\u9020\u4e2d\u7684\u8bbe\u8ba1\u6548\u7387\u4e0e\u81ea\u52a8\u5316\u6c34\u5e73\uff0c\u4e5f\u4e3a\u628a\u5927\u8bed\u8a00\u6a21\u578b\u5f15\u5165\u5230\u590d\u6742\u7684\u5de5\u7a0b\u548c\u6570\u503c\u8f6f\u4ef6\u9886\u57df\u63d0\u4f9b\u4e86\u65b0\u7684\u8303\u4f8b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-\u529f\u80fd\u590d\u6742\u5ea6\u81ea\u9002\u5e94\u65f6\u5e8f\u5f20\u91cf\u5206\u89e3\">02. \u529f\u80fd\u590d\u6742\u5ea6\u81ea\u9002\u5e94\u65f6\u5e8f\u5f20\u91cf\u5206\u89e3<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"845\" height=\"370\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-3.png\" alt=\"paper\" class=\"wp-image-1157347\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-3.png 845w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-3-300x131.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-3-768x336.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-3-240x105.png 240w\" sizes=\"auto, (max-width: 845px) 100vw, 845px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2502.06164\">https:\/\/arxiv.org\/abs\/2502.06164<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u8bb8\u591a\u79d1\u5b66\u548c\u5de5\u7a0b\u9886\u57df\uff0c\u5982\u73af\u5883\u76d1\u6d4b\u3001\u7269\u8054\u7f51\u3001\u4ea4\u901a\u6d41\u91cf\u548c\u533b\u7597\u8bca\u65ad\u4e2d\uff0c\u6570\u636e\u901a\u5e38\u8868\u73b0\u4e3a\u9ad8\u7ef4\u3001\u591a\u6a21\u6001\u7684\u65f6\u5e8f\u5f20\u91cf\uff08Time-Series Tensor\uff09\u3002\u4f20\u7edf\u7684\u5f20\u91cf\u5206\u89e3\u65b9\u6cd5\u5728\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u65f6\uff0c\u96be\u4ee5\u6709\u6548\u6355\u6349\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u590d\u6742\u4e14\u52a8\u6001\u53d8\u5316\u7684\u529f\u80fd\u4f9d\u8d56\u5173\u7cfb\uff0c\u5bfc\u81f4\u6a21\u578b\u8981\u4e48\u5bb9\u91cf\u8fc7\u5269\u3001\u8bad\u7ec3\u4f4e\u6548\uff0c\u8981\u4e48\u62df\u5408\u4e0d\u8db3\u3001\u7cbe\u5ea6\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u63d0\u51fa\u4e86 CATTE\uff08Complexity-Adaptive Temporal Tensor Decomposition\uff0c\u590d\u6742\u5ea6\u81ea\u9002\u5e94\u7684\u65f6\u5e8f\u5f20\u91cf\u5206\u89e3\uff09\u7b97\u6cd5\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u7ecf\u5178\u7684\u529f\u80fd\u5f0f\u5f20\u91cf\u5206\u89e3\uff08functional tensor decomposition\uff09\u4e0e\u6e10\u8fdb\u5f0f\u590d\u6742\u5ea6\u8c03\u5ea6\uff08progressive scheduling\uff09\u76f8\u7ed3\u5408\uff1a\u5728\u8bad\u7ec3\u521d\u671f\u5f3a\u5236\u4f7f\u7528\u6781\u4f4e\u7684 functional rank\uff08\u57fa\u51fd\u6570\u6570\u91cf\u901a\u5e38\u4ec5\u4e3a1\u20135\uff09\uff0c\u968f\u7740\u8bad\u7ec3\u6b65\u6570\u7684\u589e\u52a0\uff0c\u6309\u7167\u9884\u5b9a\u4e49\u7684\u5355\u8c03\u9012\u589e\u8c03\u5ea6\u51fd\u6570\uff08\u7ebf\u6027\u6216\u6307\u6570\u5f62\u5f0f\uff09\u9010\u6b65\u653e\u5f00\u81f3\u76ee\u6807 rank\uff08\u598230\uff09\u3002\u8fd9\u79cd\u201c\u4ece\u7b80\u5355\u5230\u590d\u6742\u201d\u7684\u8bfe\u7a0b\u5b66\u4e60\u5f0f\u8c03\u5ea6\uff0c\u4f7f\u6a21\u578b\u5148\u6355\u6349\u6570\u636e\u4e2d\u6700\u663e\u8457\u7684\u4f4e\u9891\u5168\u5c40\u6a21\u5f0f\uff0c\u518d\u9010\u6b65\u5f15\u5165\u9ad8\u9891\u5c40\u90e8\u7ec6\u8282\uff0c\u800c\u65e0\u9700\u989d\u5916\u7684\u590d\u6742\u5ea6\u9884\u6d4b\u5668\u6216\u95e8\u63a7\u7f51\u7edc\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"264\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-4-1024x264.png\" alt=\"diagram\" class=\"wp-image-1157348\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-4-1024x264.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-4-300x77.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-4-768x198.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-4-240x62.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-4.png 1185w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aCATTE \u65b9\u6cd5\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>CATTE \u7684\u5173\u952e\u4f18\u52bf\u5728\u4e8e\uff1a1\uff09\u5728\u76f8\u540c\u6700\u7ec8 rank \u4e0b\uff0c\u6536\u655b\u901f\u5ea6\u663e\u8457\u5feb\u4e8e\u9759\u6001\u529f\u80fd\u5206\u89e3\uff1b2\uff09\u901a\u8fc7\u65e9\u671f\u4f4e rank \u7ea6\u675f\uff0c\u5929\u7136\u6b63\u5219\u5316\u56e0\u5b50\u77e9\u9635\uff0c\u63d0\u5347\u65f6\u95f4\u5e73\u6ed1\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\uff1b3)\u6574\u4f53\u8bad\u7ec3\u5185\u5b58\u548c\u8ba1\u7b97\u5f00\u9500\u66f4\u4f4e\uff0c\u5c24\u5176\u9002\u5408\u957f\u5e8f\u5217\u3001\u5927\u89c4\u6a21\u5f20\u91cf\u3002<\/p>\n\n\n\n<p>\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\uff08\u5305\u62ec\u5408\u6210\u6570\u636e\u3001MSL\u3001SWaT \u6c34\u5904\u7406\u7cfb\u7edf\u3001UCR \u4ea4\u901a\u6d41\u91cf\u7b49\uff09\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cCATTE \u5728\u5f52\u4e00\u5316\u91cd\u6784\u8bef\u5dee\u4e0a\u5e73\u5747\u63d0\u534715%\u201330%\uff0c\u540c\u65f6\u8bad\u7ec3\u65f6\u95f4\u548c\u5cf0\u503c\u663e\u5b58\u663e\u8457\u964d\u4f4e\u3002\u6d88\u878d\u5b9e\u9a8c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\uff0c\u6e10\u8fdb\u5f0f\u8c03\u5ea6\u662f\u6027\u80fd\u63d0\u5347\u7684\u4e3b\u8981\u6765\u6e90\uff0c\u800c\u4f4e rank \u9636\u6bb5\u5b66\u5230\u7684\u56e0\u5b50\u5f80\u5f80\u5bf9\u5e94\u6570\u636e\u4e2d\u7684\u4e3b\u5bfc\u8d8b\u52bf\uff0c\u9ad8 rank \u9636\u6bb5\u5219\u8865\u5145\u5f02\u5e38\u548c\u7ec6\u7c92\u5ea6\u52a8\u6001\u3002<\/p>\n\n\n\n<p>\u8be5\u5de5\u4f5c\u9996\u6b21\u5c06\u8bfe\u7a0b\u5b66\u4e60\u5f0f\u590d\u6742\u5ea6\u6e10\u8fdb\u653e\u5f00\u673a\u5236\u5f15\u5165\u529f\u80fd\u5f20\u91cf\u5206\u89e3\u9886\u57df\uff0c\u4e3a\u9ad8\u6548\u5904\u7406\u590d\u6742\u52a8\u6001\u7cfb\u7edf\u4e2d\u9ad8\u7ef4\u65f6\u5e8f\u6570\u636e\u63d0\u4f9b\u4e86\u7b80\u5355\u3001\u5b9e\u7528\u4e14\u65e0\u9700\u989d\u5916\u76d1\u7763\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e0b\u7684\u957f\u5e8f\u5217\u5efa\u6a21\u548c\u5f02\u5e38\u68c0\u6d4b\u4efb\u52a1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-\u4ece\u4e0d\u89c4\u5219\u7a00\u758f\u89c2\u6d4b\u4e2d\u751f\u6210\u7269\u7406\u52a8\u6001\u7684\u5168\u573a\u6f14\u5316\">03. \u4ece\u4e0d\u89c4\u5219\u7a00\u758f\u89c2\u6d4b\u4e2d\u751f\u6210\u7269\u7406\u52a8\u6001\u7684\u5168\u573a\u6f14\u5316<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"395\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-5.png\" alt=\"paper\" class=\"wp-image-1157349\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-5.png 840w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-5-300x141.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-5-768x361.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-5-240x113.png 240w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2505.09284\">https:\/\/arxiv.org\/abs\/2505.09284<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5728\u8bb8\u591a\u79d1\u5b66\u9886\u57df\uff08\u5982\u5929\u6587\u5b66\u3001\u73af\u5883\u79d1\u5b66\u3001\u5206\u5b50\u52a8\u529b\u5b66\uff09\uff0c\u7269\u7406\u7cfb\u7edf\u7684\u89c2\u6d4b\u6570\u636e\u5f80\u5f80\u6781\u5ea6\u7a00\u758f\u3001\u4e0d\u89c4\u5219\uff08off-grid\uff09\u3001\u5e26\u566a\u58f0\uff0c\u4f20\u7edf\u65b9\u6cd5\u4e0e\u73b0\u6709\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u96be\u4ee5\u76f4\u63a5\u5904\u7406\uff0c\u5bfc\u81f4\u65e0\u6cd5\u9ad8\u6548\u91cd\u5efa\u8fde\u7eed\u65f6\u7a7a\u57df\u7684\u5168\u573a\u6f14\u5316\uff08full-field evolution\uff09\u3002<\/p>\n\n\n\n<p>\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7eaf\u6570\u636e\u9a71\u52a8\u7684\u751f\u6210\u5f0f\u6846\u67b6 SDIFT\uff08Sequential DIffusion in Functional Tucker space\uff09\uff0c\u4e13\u4e3a\u4ece\u6781\u7a00\u758f\u4e0d\u89c4\u5219\u89c2\u6d4b\u4e2d\u751f\u6210\u9ad8\u4fdd\u771f\u3001\u4efb\u610f\u5206\u8fa8\u7387\u53ef\u67e5\u8be2\u7684\u7269\u7406\u52a8\u6001\u800c\u8bbe\u8ba1\u3002\u5176\u6838\u5fc3\u5305\u542b\u4e09\u4e2a\u521b\u65b0\u7ec4\u4ef6\uff1a1\uff09\u6cdb\u51fd Tucker \u6a21\u578b\uff08FTM\uff09\uff1a\u4f5c\u4e3a\u8fde\u7eed\u6f5c\u5728\u8868\u793a\u5668\uff0c\u5177\u6709\u4e25\u683c\u901a\u7528\u903c\u8fd1\u80fd\u529b\uff0c\u53ef\u5c06\u7a00\u758f\u89c2\u6d4b\u9ad8\u6548\u7f16\u7801\u4e3a\u5171\u4eab\u795e\u7ecf\u6f5c\u5728\u51fd\u6570\u4e0e\u4f4e\u79e9 Tucker \u6838\u5fc3\u5f20\u91cf\u5e8f\u5217\uff1b2\uff09\u9ad8\u65af\u8fc7\u7a0b\u5e8f\u5217\u6269\u6563\uff08GPSD\uff09\uff1a\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u6784\u5efa\u5e8f\u5217\u6269\u6563\u8fc7\u7a0b\uff0c\u566a\u58f0\u6e90\u81eaRBF\u6838\u9ad8\u65af\u8fc7\u7a0b\u4ee5\u4fdd\u8bc1\u65f6\u95f4\u5e73\u6ed1\u6027\uff0c\u5e76\u901a\u8fc7\u4f7f\u7528\u65f6\u95f4\u589e\u5f3a U-Net \u53bb\u566a\uff0c\u652f\u6301\u4e0d\u89c4\u5219\u65f6\u95f4\u6b65\u957f\uff1b3\uff09\u6d88\u606f\u4f20\u9012\u540e\u9a8c\u91c7\u6837\uff08MPDPS\uff09\uff1a\u662f\u63a8\u7406\u9636\u6bb5\u7684\u6838\u5fc3\u521b\u65b0\uff0c\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u673a\u5236\u5c06\u5c11\u91cf\u5df2\u89c2\u6d4b\u65f6\u95f4\u6b65\u7684\u6761\u4ef6\u4fe1\u606f\u9ad8\u6548\u4f20\u64ad\u81f3\u6574\u4e2a\u5e8f\u5217\uff0c\u5b9e\u73b0\u5168\u5c40\u4e00\u81f4\u7684\u6761\u4ef6\u751f\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"814\" height=\"385\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-6.png\" alt=\"diagram\" class=\"wp-image-1157350\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-6.png 814w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-6-300x142.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-6-768x363.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-6-240x114.png 240w\" sizes=\"auto, (max-width: 814px) 100vw, 814px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aSDIFT \u65b9\u6cd5\u53ca\u5176 MPDPS \u673a\u5236\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>SDIFT \u65e0\u9700\u4efb\u4f55\u663e\u5f0f\u7269\u7406\u7ea6\u675f\uff08\u5982 PDE \u6b8b\u5dee\uff09\uff0c\u4ec5\u9760\u6570\u636e\u9a71\u52a8\u5373\u53ef\u5728\u6781\u7aef\u7a00\u758f\u8bbe\u7f6e\uff08\u7a7a\u95f4\u4ec51%\u20133%\u89c2\u6d4b\u70b9\u3001\u90e8\u5206\u65f6\u95f4\u6b65\u5b8c\u5168\u65e0\u89c2\u6d4b\uff09\u4e0b\u751f\u6210\u65f6\u7a7a\u8fde\u8d2f\u7684\u5168\u573a\u52a8\u6001\u3002\u7814\u7a76\u5458\u4eec\u5bf9 SDIFT \u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5b9e\u9a8c\u8986\u76d6\u4e86\u5929\u6587\u5b66\u5c3a\u5ea6\uff08\u8d85\u65b0\u661f\u7206\u70b8\u6e29\u5ea6\u573a\uff09\u3001\u73af\u5883\u5c3a\u5ea6\uff08\u6d77\u6d0b\u58f0\u901f\u573a\uff09\u548c\u5206\u5b50\u5c3a\u5ea6\uff08\u6d3b\u6027\u7c92\u5b50\u7cfb\u7edf\uff09\u4e09\u4e2a\u8de8\u5c3a\u5ea6\u771f\u5b9e\u7269\u7406\u7cfb\u7edf\u3002\u7ed3\u679c\u663e\u793a\uff0cSDIFT \u5728\u5f52\u4e00\u5316\u8bef\u5dee\uff08VRMSE\uff09\u4e0a\u5e73\u5747\u8d85\u8d8a\u5f53\u524d\u6700\u5f3a\u57fa\u7ebf50%\u201370%\uff0c\u91c7\u6837\u901f\u5ea6\u63d0\u534710\u201340\u500d\uff0c\u5cf0\u503c\u663e\u5b58\u66f4\u4f4e\uff0c\u5bf9\u566a\u58f0\u9c81\u68d2\u6027\u66f4\u5f3a\u3002\u6d88\u878d\u5b9e\u9a8c\u8bc1\u5b9e\uff0cMPDPS \u6d88\u606f\u4f20\u9012\u662f\u6781\u7aef\u7a00\u758f\u573a\u666f\u4e0b\u6027\u80fd\u8dc3\u5347\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<p>\u672a\u6765\uff0c\u8be5\u5de5\u4f5c\u6240\u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5c06\u5728\u6c14\u5019\u9884\u6d4b\u3001\u6d77\u6d0b\u76d1\u6d4b\u3001\u5929\u4f53\u7269\u7406\u3001\u6750\u6599\u8bbe\u8ba1\u7b49\u9886\u57df\u5177\u6709\u5e7f\u9614\u524d\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-mira-\u9762\u5411\u771f\u5b9e\u4e16\u754c\u5065\u5eb7\u6570\u636e\u7684\u7edf\u4e00\u533b\u5b66\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\">04. MIRA\uff1a\u9762\u5411\u771f\u5b9e\u4e16\u754c\u5065\u5eb7\u6570\u636e\u7684\u7edf\u4e00\u533b\u5b66\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"383\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-7.png\" alt=\"paper\" class=\"wp-image-1157351\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-7.png 843w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-7-300x136.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-7-768x349.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-7-240x109.png 240w\" sizes=\"auto, (max-width: 843px) 100vw, 843px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2506.07584\">https:\/\/arxiv.org\/abs\/2506.07584<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u533b\u7597\u5065\u5eb7\u9886\u57df\u4ea7\u751f\u4e86\u6d77\u91cf\u7684\u591a\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u5305\u62ec ICU \u751f\u7406\u4fe1\u53f7\u3001\u5fc3\u7535\u56fe\u3001\u8111\u7535\u56fe\u3001\u5b9e\u9a8c\u5ba4\u68c0\u9a8c\u548c\u6d41\u884c\u75c5\u76d1\u6d4b\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u9ad8\u5ea6\u5f02\u6784\uff0c\u4e0d\u89c4\u5219\u91c7\u6837\uff0c\u591a\u9891\u7387\u6df7\u5408\uff0c\u7f3a\u5931\u7387\u6781\u9ad8\uff08\u5e38\u8d8580%\uff09\u4e14\u566a\u58f0\u4e25\u91cd\u3002\u73b0\u6709\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\uff08\u5982Chronos\u3001Moirai\u3001TimesFM\uff09\u5728\u771f\u5b9e\u4e34\u5e8a\u6570\u636e\u4e0a\u8868\u73b0\u75b2\u8f6f\uff0c\u96be\u4ee5\u5b9e\u73b0\u9c81\u68d2\u7684\u96f6\u6837\u672c\u9884\u6d4b\uff0c\u4e25\u91cd\u5236\u7ea6\u4e86 AI \u5728\u75be\u75c5\u9884\u8b66\u3001\u5371\u91cd\u76d1\u62a4\u7b49\u516c\u5171\u536b\u751f\u9886\u57df\u7684\u843d\u5730\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u7684 MIRA\uff08Medical Foundation Model for Irregularity Adaptation\uff09\uff0c\u662f\u9996\u4e2a\u4e13\u4e3a\u533b\u7597\u65f6\u95f4\u5e8f\u5217\u6253\u9020\u7684\u57fa\u7840\u6a21\u578b\u3002\u5b83\u91c7\u7528 decoder-only Transformer \u67b6\u6784\uff0c\u89e3\u51b3\u4e86\u771f\u5b9e\u533b\u7597\u6570\u636e\u4e2d\u4e0d\u89c4\u5219\u91c7\u6837\u4e0e\u9ad8\u7f3a\u5931\u96be\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"875\" height=\"407\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-8.png\" alt=\"diagram\" class=\"wp-image-1157352\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-8.png 875w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-8-300x140.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-8-768x357.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-8-240x112.png 240w\" sizes=\"auto, (max-width: 875px) 100vw, 875px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aMIRA \u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n<p>MIRA \u7684\u6838\u5fc3\u521b\u65b0\u4f53\u73b0\u5728\u4e09\u4e2a\u5173\u952e\u8bbe\u8ba1\u4e0a\uff1a\u9996\u5148\uff0c\u63d0\u51fa\u8fde\u7eed\u65f6\u95f4\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08CT-RoPE\uff09\uff0c\u5c06 RoPE \u6269\u5c55\u81f3\u8fde\u7eed\u5b9e\u503c\u65f6\u95f4\u6233\uff0c\u5b9e\u73b0\u5bf9\u4efb\u610f\u4e0d\u89c4\u5219\u65f6\u95f4\u95f4\u9694\u7684\u7cbe\u786e\u6ce8\u610f\u529b\u5efa\u6a21\uff1b\u5176\u6b21\uff0c\u5f15\u5165\u9891\u7387\u4e13\u5c5e\u4e13\u5bb6\u6df7\u5408\u5c42\uff08frequency-specific MoE\uff09\uff0c\u6bcf\u5c42\u5c06\u4f20\u7edf FFN \u66ff\u6362\u4e3a\u7a00\u758f MoE\uff088\u4e2a\u4e13\u7528\u4e13\u5bb6+1\u4e2a\u5171\u4eab\u4e13\u5bb6\uff0cTop-2 \u8def\u7531\uff09\uff0c\u8ba9\u6a21\u578b\u6839\u636e\u4fe1\u53f7\u9891\u7387\u52a8\u6001\u5206\u914d\u4e13\u5bb6\uff0c\u9ad8\u6548\u6355\u6349\u4ece\u9ad8\u9891\u751f\u7406\u6ce2\u52a8\u5230\u4f4e\u9891\u8d8b\u52bf\u7684\u5168\u90e8\u6a21\u5f0f\uff1b\u6700\u540e\uff0c\u8bbe\u8ba1\u8fde\u7eed\u52a8\u6001\u5916\u63a8\u6a21\u5757\uff0c\u57fa\u4e8e Neural ODE \u5efa\u6a21\u9690\u72b6\u6001\u7684\u8fde\u7eed\u8f68\u8ff9\uff0c\u652f\u6301\u5728\u4efb\u610f\u672a\u6765\u65f6\u95f4\u70b9\u7684\u7cbe\u51c6\u9884\u6d4b\uff0c\u5b8c\u7f8e\u9002\u914d\u4e34\u5e8a\u573a\u666f\u4e0b\u7684\u5916\u63a8\u9700\u6c42\u3002<\/p>\n\n\n\n<p>MIRA \u5728\u8d854540\u4ebf\u65f6\u95f4\u70b9\u7684\u533b\u7597\u8bed\u6599\u4e0a\u4ee5 Huber \u635f\u5931\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\uff0c\u4ec5 73M\u2013455M \u53c2\u6570\u5373\u83b7\u5f3a\u5927\u6cdb\u5316\u3002\u96f6\u6837\u672c\u6d4b\u8bd5\u663e\u793a\uff1a\u5728\u5206\u5e03\u5916\u4efb\u52a1\uff08CinC \u6311\u6218\u3001MIT-BIH\u3001\u65b0\u51a0\/\u6d41\u611f\u7b49\uff09\u5e73\u5747 RMSE \u964d\u4f4e10%\uff0c\u9ad8\u566a\u58f0\u573a\u666f\u8d85\u5168\u76d1\u7763 SOTA\uff1b\u5728\u5206\u5e03\u5185\u4efb\u52a1\u964d\u4f4e7%\uff0c\u5168\u9762\u78be\u538b Chronos\u3001Moirai\u3001Time-MoE\uff1b90%\u7f3a\u5931\u4e0b\u4ecd\u7a33\u5c45\u7b2c\u4e00\u3002\u6d88\u878d\u5b9e\u9a8c\u8bc1\u5b9e Neural ODE \u8d21\u732e\u6700\u5927\uff0cMoE \u4e0e CT-RoPE \u534f\u540c\u663e\u8457\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"05-omni-dna-\u652f\u6301\u5e8f\u5217\u7406\u89e3-\u957f\u4e0a\u4e0b\u6587\u548c\u6587\u672c\u6ce8\u91ca\u7684\u57fa\u56e0\u7ec4\u6a21\u578b\">05. Omni-DNA\uff1a\u652f\u6301\u5e8f\u5217\u7406\u89e3\u3001\u957f\u4e0a\u4e0b\u6587\u548c\u6587\u672c\u6ce8\u91ca\u7684\u57fa\u56e0\u7ec4\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"238\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-9-1024x238.png\" alt=\"paper\" class=\"wp-image-1157353\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-9-1024x238.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-9-300x70.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-9-768x178.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-9-240x56.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-9.png 1291w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2502.03499v1\">https:\/\/arxiv.org\/abs\/2502.03499v1<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u57fa\u56e0\u7ec4\u5b66\u7814\u7a76\u4ea7\u751f\u4e86\u6d77\u91cf\u7684 DNA \u5e8f\u5217\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u5177\u6709\u6781\u957f\u7684\u4e0a\u4e0b\u6587\u4f9d\u8d56\u6027\u548c\u590d\u6742\u7684\u7ed3\u6784\u4fe1\u606f\u3002\u73b0\u6709\u7684\u57fa\u56e0\u7ec4\u6a21\u578b\u901a\u5e38\u5728\u5904\u7406\u957f\u8fbe\u6570\u5341\u4e07\u78b1\u57fa\u5bf9\u7684\u5e8f\u5217\u65f6\u5b58\u5728\u6548\u7387\u548c\u6027\u80fd\u74f6\u9888\uff0c\u4e14\u96be\u4ee5\u6709\u6548\u5730\u5c06\u5e8f\u5217\u6570\u636e\u4e0e\u5173\u8054\u7684\u751f\u7269\u5b66\u6587\u672c\u6ce8\u91ca\uff08\u4f8b\u5982\u57fa\u56e0\u529f\u80fd\u63cf\u8ff0\u3001\u5b9e\u9a8c\u7ed3\u679c\uff09\u7ed3\u5408\u8d77\u6765\u8fdb\u884c\u8054\u5408\u5b66\u4e60\u3002\u8fd9\u9650\u5236\u4e86\u6a21\u578b\u5bf9\u590d\u6742\u57fa\u56e0\u529f\u80fd\u548c\u8c03\u63a7\u673a\u5236\u7684\u5168\u9762\u7406\u89e3\u3002<\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u63d0\u51fa\u4e86 Omni-DNA \u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u4e2a\u65e8\u5728\u514b\u670d\u57fa\u56e0\u7ec4\u6570\u636e\u6311\u6218\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u3002Omni-DNA \u91c7\u7528\u4e86\u4e13\u4e3a\u957f\u5e8f\u5217\u8bbe\u8ba1\u7684\u9ad8\u6548 Transformer \u67b6\u6784\uff08\u5982\u4f18\u5316\u7684\u6ce8\u610f\u529b\u673a\u5236\u6216 SSM \u6df7\u5408\uff09\uff0c\u4f7f\u5176\u80fd\u591f\u6709\u6548\u5904\u7406\u8d85\u957f\u4e0a\u4e0b\u6587\uff08\u4f8b\u5982\u8d85\u8fc750\u4e07\u4e2a token\uff09\u3002\u6700\u5173\u952e\u7684\u521b\u65b0\u5728\u4e8e\u5176\u8de8\u6a21\u6001\u5bf9\u9f50\u5b66\u4e60\u673a\u5236\uff0c\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u5c06 DNA \u5e8f\u5217\u7684\u8bed\u4e49\u8868\u5f81\u4e0e\u5173\u8054\u7684\u751f\u7269\u5b66\u6587\u672c\u63cf\u8ff0\uff08\u5982 PubMed \u6458\u8981\u6216 Gene Ontology \u6ce8\u91ca\uff09\u5bf9\u9f50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"394\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-10-1024x394.png\" alt=\"diagram\" class=\"wp-image-1157354\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-10-1024x394.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-10-300x116.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-10-768x296.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-10-240x92.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-10.png 1176w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aOmni-DNA \u6a21\u578b\u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n<p>Omni-DNA \u5728\u957f\u5e8f\u5217\u4efb\u52a1\uff08\u5982\u57fa\u56e0\u8c03\u63a7\u5143\u4ef6\u9884\u6d4b\u3001\u67d3\u8272\u8d28\u53ef\u53ca\u6027\u5206\u6790\uff09\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u901a\u8fc7\u5e8f\u5217\u4e0e\u6587\u672c\u7684\u8054\u5408\u5b66\u4e60\uff0c\u6a21\u578b\u80fd\u591f\u5b9e\u73b0\u8de8\u6a21\u6001\u68c0\u7d22\u548c\u95ee\u7b54\uff0c\u4f8b\u5982\u8f93\u5165\u4e00\u6bb5 DNA \u5e8f\u5217\uff0c\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u8f93\u51fa\u5176\u63a8\u6d4b\u7684\u529f\u80fd\u63cf\u8ff0\u3002Omni-DNA \u4e3a\u5927\u89c4\u6a21\u57fa\u56e0\u7ec4\u5b66\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u3001\u80fd\u591f\u6574\u5408\u6d77\u91cf\u4fe1\u606f\u7684\u5de5\u5177\uff0c\u6781\u5927\u5730\u52a0\u901f\u4e86\u4e13\u5bb6\u5bf9\u590d\u6742\u75be\u75c5\u673a\u5236\u548c\u751f\u7269\u8fdb\u5316\u8fc7\u7a0b\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"06-perl-\u7528\u4e8e\u4ea4\u9519\u89c6\u89c9-\u8bed\u8a00\u63a8\u7406\u7684\u7f6e\u6362\u589e\u5f3a\u5f3a\u5316\u5b66\u4e60\">06. PeRL\uff1a\u7528\u4e8e\u4ea4\u9519\u89c6\u89c9-\u8bed\u8a00\u63a8\u7406\u7684\u7f6e\u6362\u589e\u5f3a\u5f3a\u5316\u5b66\u4e60<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"844\" height=\"365\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-11.png\" alt=\"text\" class=\"wp-image-1157355\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-11.png 844w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-11-300x130.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-11-768x332.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-11-240x104.png 240w\" sizes=\"auto, (max-width: 844px) 100vw, 844px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2506.14907\">https:\/\/arxiv.org\/abs\/2506.14907<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u8bb8\u591a\u590d\u6742\u4efb\u52a1\u9700\u8981\u6a21\u578b\u540c\u65f6\u5904\u7406\u591a\u5f20\u56fe\u50cf\uff0c\u5e76\u5728\u56fe\u50cf\u95f4\u8fdb\u884c\u7cbe\u7ec6\u7684\u7a7a\u95f4\u4e0e\u903b\u8f91\u63a8\u7406\uff0c\u4f8b\u5982\u5224\u65ad\u8de8\u56fe\u50cf\u7684\u76f8\u5bf9\u4f4d\u7f6e\u6216\u7ed3\u5408\u591a\u5f20\u51e0\u4f55\u56fe\u8ba1\u7b97\u9762\u79ef\u3002\u7136\u800c\uff0c\u73b0\u6709\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u8f93\u5165\u591a\u5f20\u56fe\u50cf\u65f6\u6781\u6613\u53d7\u56fe\u50cf\u987a\u5e8f\u5f71\u54cd\uff0c\u51fa\u73b0\u4e25\u91cd\u7684\u4f4d\u7f6e\u504f\u5dee\uff08positional bias\uff09\uff0c\u540c\u4e00\u4efb\u52a1\u4ec5\u56e0\u56fe\u50cf\u6392\u5217\u4e0d\u540c\uff0c\u51c6\u786e\u7387\u5c31\u53ef\u80fd\u76f8\u5dee20%\u4ee5\u4e0a\uff0c\u6cdb\u5316\u80fd\u529b\u5f88\u5dee\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 PeRL \u6846\u67b6\uff0c\u6838\u5fc3\u601d\u8def\u662f\u5c06\u201c\u7f6e\u6362\u589e\u5f3a\u201d\u4e0e\u5f3a\u5316\u5b66\u4e60\u76f8\u7ed3\u5408\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u5bf9\u6bcf\u6761\u591a\u56fe\u50cf\u6837\u672c\u8fdb\u884c\u591a\u6b21\u968f\u673a\u6253\u4e71\u56fe\u50cf\u987a\u5e8f\uff0c\u540c\u65f6\u81ea\u52a8\u6539\u5199\u6587\u672c\u63cf\u8ff0\u4fdd\u6301\u8bed\u4e49\u4e0d\u53d8\uff0c\u8feb\u4f7f\u6a21\u578b\u5b66\u4e60\u5bf9\u987a\u5e8f\u4e0d\u654f\u611f\uff08order-invariant\uff09\u7684\u8868\u5f81\u3002\u8fd9\u79cd\u7b80\u5355\u589e\u5f3a\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u89c1\u8bc6\u5230\u6d77\u91cf\u7684\u6392\u5217\u7ec4\u5408\uff0c\u4ece\u6839\u672c\u4e0a\u6d88\u9664\u5bf9\u7279\u5b9a\u987a\u5e8f\u7684\u4f9d\u8d56\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"845\" height=\"430\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-12.png\" alt=\"diagram\" class=\"wp-image-1157356\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-12.png 845w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-12-300x153.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-12-768x391.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-12-240x122.png 240w\" sizes=\"auto, (max-width: 845px) 100vw, 845px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aPeRL \u6846\u67b6\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u8bad\u7ec3\u91c7\u7528\u7f6e\u6362\uff08Permutation\uff09\u589e\u5f3a\u7684 GRPO \u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ee5\u9c81\u68d2\u7ed3\u679c\u4f30\u8ba1\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\uff0c\u5e76\u901a\u8fc7\u5956\u52b1\u5206\u5e03\u91cd\u91c7\u6837\u5b9e\u73b0\u7b56\u7565\u4f18\u5316\uff0c\u4ece\u800c\u5bf9 Qwen2.5-VL-7B \u8fdb\u884c\u9ad8\u6548\u5bf9\u9f50\uff0c\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u989d\u5916\u6a21\u5757\uff0c\u63a8\u7406\u65f6\u96f6\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cPeRL\u5728\u6240\u6709\u4e3b\u6d41\u591a\u56fe\u50cf\u63a8\u7406\u57fa\u51c6\u4e0a\u5168\u9762\u5237\u65b0 SOTA\uff1a\u5728 Mantis-Eval\u3001BLINK\u3001MMIU\u3001Remi\u3001MV-MATH \u7b49\u6570\u636e\u96c6\u4e0a\u5927\u5e45\u9886\u5148\u73b0\u6709\u5f00\u6e90\u4e0e\u95ed\u6e90\u6a21\u578b\uff0c\u540c\u65f6\u5355\u56fe\u50cf\u4efb\u52a1\u6027\u80fd\u51e0\u4e4e\u65e0\u635f\uff0c\u771f\u6b63\u505a\u5230\u4e86\u591a\u56fe\u80fd\u529b\u5927\u5e45\u589e\u5f3a\u800c\u901a\u7528\u80fd\u529b\u4e0d\u964d\u53cd\u5347\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"07-\u5728\u63a8\u7406\u6a21\u578b\u65f6\u4ee3-\u590d\u5174-dsp-\u7528\u4e8e\u9ad8\u7ea7\u5b9a\u7406\u8bc1\u660e\">07. \u5728\u63a8\u7406\u6a21\u578b\u65f6\u4ee3\u201c\u590d\u5174\u201d DSP \u7528\u4e8e\u9ad8\u7ea7\u5b9a\u7406\u8bc1\u660e<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"847\" height=\"338\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-13.png\" alt=\"paper\" class=\"wp-image-1157357\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-13.png 847w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-13-300x120.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-13-768x306.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-13-240x96.png 240w\" sizes=\"auto, (max-width: 847px) 100vw, 847px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2506.11487\">https:\/\/arxiv.org\/abs\/2506.11487<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\uff08ATP\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u8270\u5de8\u7684\u4efb\u52a1\u4e4b\u4e00\u3002\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5927\u89c4\u6a21\u8bad\u7ec3\u65b9\u6cd5\u4e3b\u5bfc\u4e86\u8fd9\u4e00\u9886\u57df\uff0c\u4f46\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u5373\u4f7f\u5b8c\u5168\u4e0d\u8fdb\u884c\u4efb\u4f55\u6a21\u578b\u8bad\u7ec3\u6216\u5fae\u8c03\uff0c\u4ec5\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u795e\u7ecf-\u7b26\u53f7\u534f\u4f5c\uff0c\u4e5f\u80fd\u8fbe\u5230\u4e0e\u4e4b\u76f8\u5f53\u751a\u81f3\u66f4\u9ad8\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u8be5\u8bba\u6587\u63d0\u51fa\u4e86 DSP+ \u6846\u67b6\uff0c\u5bf9\u7ecf\u5178\u7684\u201cDraft-Sketch-Prove\u201d\uff08DSP\uff09\u65b9\u6848\u8fdb\u884c\u4e86\u5168\u9762\u201c\u590d\u5174\u201d\u4e0e\u7cbe\u7ec6\u5316\u5347\u7ea7\u3002\u6574\u4e2a\u8fc7\u7a0b\u96f6\u6837\u672c\u3001\u65e0\u9700\u8bad\u7ec3\uff0c\u4ec5\u4f7f\u7528\u73b0\u6210\u7684\u63a8\u7406\u6a21\u578b\u548c\u7b26\u53f7\u5de5\u5177\u5373\u53ef\u5b8c\u6210\u590d\u6742\u6570\u5b66\u5b9a\u7406\u7684\u5f62\u5f0f\u5316\u8bc1\u660e\u3002<\/p>\n\n\n\n<p>DSP+ \u5c06\u8bc1\u660e\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u7d27\u5bc6\u534f\u4f5c\u7684\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Draft \u9636\u6bb5\uff1a\u7528\u96f6\u6837\u672c\u63a8\u7406\u6a21\u578b\u751f\u6210\u7b80\u6d01\u7684\u81ea\u7136\u8bed\u8a00\u5b50\u76ee\u6807\u8bc1\u660e\u8349\u7a3f\uff0c\u4e25\u683c\u53bb\u9664\u601d\u7ef4\u94fe token \u548c\u5bf9\u4eba\u7c7b\u8bc1\u660e\u7684\u5f15\u7528\uff0c\u786e\u4fdd\u540e\u7eed\u9636\u6bb5\u6613\u4e8e\u5904\u7406\u3002<\/li>\n\n\n\n<li>Sketch \u9636\u6bb5\uff1a\u53e6\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\u5c06\u81ea\u7136\u8bed\u8a00\u8349\u7a3f\u81ea\u52a8\u5f62\u5f0f\u5316\u4e3a Lean \u4ee3\u7801\u5c42\u6b21\u7ed3\u6784\uff0c\u540c\u65f6\u4e3a\u6bcf\u4e2a\u5b50\u76ee\u6807\u663e\u5f0f\u6807\u6ce8\u652f\u6301\u5047\u8bbe\uff0c\u5e76\u901a\u8fc7\u9884\u5b9a\u4e49\u89c4\u5219\u81ea\u52a8\u63a9\u7801\u6216\u4fee\u590d\u8bed\u6cd5\u9519\u8bef\u884c\uff0c\u6700\u5927\u7a0b\u5ea6\u4fdd\u7559\u6709\u6548\u7ed3\u6784\u3002<\/li>\n\n\n\n<li>Prove \u9636\u6bb5\uff1a\u5c06\u5f62\u5f0f\u5316\u5b50\u76ee\u6807\u4ea4\u7ed9\u7b26\u53f7\u641c\u7d22\u5f15\u64ce\uff08\u5982Aesop\uff09\uff0c\u5e76\u4e0e\u6b65\u8fdb\u8bc1\u660e\u5668\uff08\u5982 BFS-Prover\uff09\u7d27\u5bc6\u534f\u4f5c\uff0c\u901a\u8fc7\u6811\u641c\u7d22\u548c\u6218\u672f\u9884\u6d4b\u4e25\u8c28\u5b8c\u6210\u6bcf\u4e2a\u5b50\u76ee\u6807\u7684\u8bc1\u660e\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"815\" height=\"364\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-14.png\" alt=\"graphical user interface, application\" class=\"wp-image-1157358\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-14.png 815w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-14-300x134.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-14-768x343.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-14-240x107.png 240w\" sizes=\"auto, (max-width: 815px) 100vw, 815px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1aDSP+ \u8bc1\u660e\u8fc7\u7a0b\u4e09\u4e2a\u9636\u6bb5\u7684\u6d41\u7a0b\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u5c3d\u7ba1\u6574\u4e2a\u6846\u67b6\u4e0d\u4f9d\u8d56\u4efb\u4f55\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6216\u6a21\u578b\u5fae\u8c03\uff0c\u4f46\u5728\u591a\u4e2a\u6743\u5a01\u57fa\u51c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u7ed3\u679c\uff1a\u5728 miniF2F-test \u8fbe\u523080.7%\uff08197\/244\uff09\uff0c\u9996\u6b21\u8bc1\u660e\u4e86\u6b64\u524d\u65e0\u4eba\u89e3\u51b3\u7684 IMO 2019 P1 \u95ee\u9898\uff1b\u5728 ProofNet \u8fbe\u523032.8%\uff0cPutnamBench \u89e3\u51b324\u9898\uff0c\u6574\u4f53\u6027\u80fd\u5ab2\u7f8e\u6216\u8d85\u8d8a\u6700\u5148\u8fdb\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7cfb\u7edf\uff0c\u540c\u65f6\u8ba1\u7b97\u9884\u7b97\u66f4\u4f4e\u3002\u6b64\u5916\uff0cDSP+ \u751f\u6210\u7684\u8bc1\u660e\u8def\u5f84\u66f4\u6613\u88ab\u4eba\u7c7b\u7406\u89e3\uff0c\u751a\u81f3\u5e2e\u52a9\u53d1\u73b0\u4e86 miniF2F \u6570\u636e\u96c6\u4e2d\u76848\u5904\u5f62\u5f0f\u5316\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u8fd9\u9879\u5de5\u4f5c\u8bc1\u660e\uff0c\u5728\u63a8\u7406\u6a21\u578b\u65f6\u4ee3\uff0c\u7ecf\u5178\u7684\u7ed3\u6784\u5316\u795e\u7ecf-\u7b26\u53f7\u534f\u4f5c\u8303\u5f0f\u4f9d\u7136\u6781\u5177\u6f5c\u529b\uff0c\u53ea\u9700\u7cbe\u5de7\u7684\u9636\u6bb5\u8bbe\u8ba1\u4e0e\u9519\u8bef\u5bb9\u9519\u673a\u5236\uff0c\u5373\u53ef\u5b9e\u73b0\u9ad8\u6548\u3001\u53ef\u9a8c\u8bc1\u7684\u9ad8\u7ea7\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\uff0c\u4e3a\u65e0\u9700\u5de8\u91cf\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u81ea\u52a8\u63a8\u7406\u63d0\u4f9b\u4e86\u5168\u65b0\u3001\u9ad8\u6548\u3001\u53ef\u6269\u5c55\u7684\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"08-simsort-\u57fa\u4e8e\u5927\u89c4\u6a21\u7535\u751f\u7406\u6a21\u62df\u7684\u8109\u51b2\u5206\u9009\u6570\u636e\u9a71\u52a8\u6846\u67b6\">08. SimSort\uff1a\u57fa\u4e8e\u5927\u89c4\u6a21\u7535\u751f\u7406\u6a21\u62df\u7684\u8109\u51b2\u5206\u9009\u6570\u636e\u9a71\u52a8\u6846\u67b6<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"446\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-15-1024x446.png\" alt=\"text\" class=\"wp-image-1157359\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-15-1024x446.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-15-300x131.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-15-768x334.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-15-240x104.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-15.png 1057w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2502.03198\">https:\/\/arxiv.org\/abs\/2502.03198<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8109\u51b2\u5206\u9009\uff08spike sorting\uff09\u662f\u795e\u7ecf\u79d1\u5b66\u4e2d\u4e00\u9879\u57fa\u7840\u4e14\u5173\u952e\u7684\u4efb\u52a1\uff0c\u5176\u76ee\u7684\u662f\u4ece\u8bb0\u5f55\u5230\u7684\u591a\u901a\u9053\u7535\u751f\u7406\u4fe1\u53f7\u4e2d\uff0c\u51c6\u786e\u5730\u8bc6\u522b\u5e76\u5206\u79bb\u51fa\u4e0d\u540c\u795e\u7ecf\u5143\u7684\u653e\u7535\u6d3b\u52a8\uff08\u8109\u51b2\uff09\u3002\u7531\u4e8e\u771f\u5b9e\u4e16\u754c\u6570\u636e\u7684\u590d\u6742\u6027\u4ee5\u53ca\u7f3a\u4e4f\u771f\u5b9e\u6807\u7b7e\uff08ground truth\uff09\uff0c\u73b0\u6709\u7684\u5206\u9009\u7b97\u6cd5\u6027\u80fd\u63d0\u5347\u56f0\u96be\uff0c\u5e76\u4e14\u96be\u4ee5\u6cdb\u5316\u3002\u5176\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u83b7\u5f97\u5927\u89c4\u6a21\u3001\u9ad8\u4fdd\u771f\u4e14\u5e26\u6709\u7cbe\u786e\u771f\u503c\u6807\u7b7e\u7684\u7535\u751f\u7406\u6570\u636e\uff0c\u6765\u8bad\u7ec3\u65b0\u4e00\u4ee3\u6570\u636e\u9a71\u52a8\u7684\u8109\u51b2\u5206\u9009\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 SimSort\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u89c4\u6a21\u7535\u751f\u7406\u6a21\u62df\u7684\u6570\u636e\u9a71\u52a8\u6846\u67b6\u3002SimSort \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u9ad8\u4fdd\u771f\u3001\u53ef\u63a7\u7684\u4eff\u771f\u5f15\u64ce\uff0c\u5b83\u80fd\u591f\u6a21\u62df\u591a\u79cd\u795e\u7ecf\u5143\u7c7b\u578b\u3001\u590d\u6742\u7684\u7535\u6781\u51e0\u4f55\u7ed3\u6784\u4ee5\u53ca\u771f\u5b9e\u7684\u566a\u58f0\u548c\u4f2a\u5f71\uff0c\u4ece\u800c\u751f\u6210\u6d77\u91cf\u7684\u3001\u5177\u6709\u7cbe\u786e\u8109\u51b2\u771f\u503c\u6807\u7b7e\u7684\u5408\u6210\u7535\u751f\u7406\u6570\u636e\u3002\u5229\u7528\u8fd9\u4e9b\u5408\u6210\u6570\u636e\uff0c\u7814\u7a76\u5458\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4f5c\u4e3a\u65b0\u7684\u8109\u51b2\u5206\u9009\u5668\u3002\u8fd9\u79cd\u201c\u5728\u6a21\u62df\u4e2d\u5b66\u4e60\u201d\u7684\u65b9\u6cd5\u514b\u670d\u4e86\u771f\u5b9e\u6570\u636e\u7f3a\u4e4f\u771f\u503c\u6807\u7b7e\u7684\u96be\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"364\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-16-1-1024x364.png\" alt=\"diagram\" class=\"wp-image-1157364\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-16-1-1024x364.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-16-1-300x107.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-16-1-768x273.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-16-1-240x85.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-16-1.png 1048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe8\uff1a\u8109\u51b2\u5206\u9009\u6d41\u7a0b\u5bf9\u6bd4\u3002\u4e3b\u8981\u5305\u62ec\u8109\u51b2\u68c0\u6d4b\u4e0e\u8109\u51b2\u8bc6\u522b\u4e24\u4e2a\u6b65\u9aa4\u3002\u5de6\u4fa7\u4e3a\u4f20\u7edf\u65b9\u6cd5\uff1a\u68c0\u6d4b\u91c7\u7528\u56fa\u5b9a\u7535\u538b\u9608\u503c\uff0c\u8bc6\u522b\u4f7f\u7528 PCA \u7b49\u975e\u5b66\u4e60\u805a\u7c7b\uff0c\u5bf9\u566a\u58f0\u654f\u611f\u4e14\u9700\u624b\u52a8\u8c03\u53c2\u3002\u53f3\u4fa7\u662f SimSort\uff1a\u68c0\u6d4b\u7528\u795e\u7ecf\u7f51\u7edc\u53d6\u4ee3\u9608\u503c\u6cd5\uff0c\u63d0\u5347\u9c81\u68d2\u6027\u4e0e\u6cdb\u5316\u80fd\u529b\uff1b\u8bc6\u522b\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u83b7\u5f97\u591a\u901a\u9053\u6ce2\u5f62\u5d4c\u5165\uff0c\u5927\u5e45\u63d0\u9ad8\u805a\u7c7b\u7cbe\u5ea6\u3002<\/figcaption><\/figure>\n\n\n\n<p>SimSort \u8bad\u7ec3\u51fa\u7684\u5206\u9009\u6a21\u578b\uff0c\u5728\u591a\u4e2a\u771f\u5b9e\u7684\u795e\u7ecf\u79d1\u5b66\u6570\u636e\u96c6\u4e0a\u7684\u5206\u9009\u7cbe\u5ea6\u548c\u9c81\u68d2\u6027\uff0c\u5747\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u4e3b\u6d41\u7b97\u6cd5\u3002SimSort \u4e3a\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6548\u7387\u3001\u9ad8\u7cbe\u5ea6\u7684\u5de5\u5177\uff0c\u5927\u5e45\u52a0\u901f\u4e86\u79d1\u5b66\u5bb6\u5bf9\u795e\u7ecf\u56de\u8def\u548c\u4fe1\u606f\u7f16\u7801\u673a\u5236\u7684\u63a2\u7d22\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"09-\u8fc8\u5411\u8109\u51b2\u795e\u7ecf\u7f51\u7edc-transformer-\u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\">09. \u8fc8\u5411\u8109\u51b2\u795e\u7ecf\u7f51\u7edc Transformer \u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"838\" height=\"369\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-17-1.png\" alt=\"text\" class=\"wp-image-1157362\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-17-1.png 838w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-17-1-300x132.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-17-1-768x338.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-17-1-240x106.png 240w\" sizes=\"auto, (max-width: 838px) 100vw, 838px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2501.16745\">https:\/\/arxiv.org\/abs\/2501.16745<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\uff08Spiking Neural Networks, SNNs\uff09\u56e0\u5176\u9ad8\u80fd\u6548\u548c\u4f4e\u5ef6\u8fdf\u7684\u7279\u6027\uff0c\u88ab\u89c6\u4e3a\u4e0b\u4e00\u4ee3\u7c7b\u8111 AI \u786c\u4ef6\u7684\u7406\u60f3\u9009\u62e9\u3002\u5c06 SNNs \u4e0e\u5728\u5e8f\u5217\u5efa\u6a21\u4e2d\u8868\u73b0\u4f18\u5f02\u7684 Transformer \u67b6\u6784\u76f8\u7ed3\u5408\uff08\u5373 Spiking Transformer\uff09\uff0c\u662f\u5f53\u524d\u7684\u4e00\u4e2a\u7814\u7a76\u70ed\u70b9\u3002\u7136\u800c\uff0cSNNs \u7279\u6709\u7684\u65f6\u5e8f\u4fe1\u606f\u5904\u7406\u673a\u5236\u4e0e\u4f20\u7edf Transformer \u4e2d\u4f7f\u7528\u7684\u7edd\u5bf9\u4f4d\u7f6e\u7f16\u7801\u5b58\u5728\u4e0d\u5339\u914d\uff0c\u963b\u788d\u4e86 SNNs \u5728\u590d\u6742\u65f6\u5e8f\u4efb\u52a1\u4e2d\u53d1\u6325\u5176\u5168\u90e8\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u591a\u79cd\u5728\u4fdd\u6301\u8109\u51b2\u4e8c\u503c\u7279\u6027\u524d\u63d0\u4e0b\u7684\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u8fd1\u4f3c\u7b56\u7565\uff08relative positional encoding, RPE\uff09\uff1a\u9996\u5148\u7406\u8bba\u8bc1\u660e\u683c\u96f7\u7801\u80fd\u4fdd\u8bc12\u7684\u5e42\u6b21\u8ddd\u79bb\u4e0b\u6c49\u660e\u8ddd\u79bb\u6052\u5b9a\uff0c\u5e76\u636e\u6b64\u8bbe\u8ba1 Gray-PE\uff1b\u540c\u65f6\u63d0\u51fa Log-PE\uff08\u5bf9\u6570\u5f62\u5f0f\u76f4\u63a5\u52a0\u5230\u6ce8\u610f\u529b\u56fe\uff09\uff1b\u5e76\u5c06\u4e24\u8005\u6269\u5c55\u4e3a 2D \u7248\u672c\u4ee5\u9002\u914d\u56fe\u50cf patch\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"830\" height=\"463\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-18.png\" alt=\"diagram\" class=\"wp-image-1157363\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-18.png 830w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-18-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-18-768x428.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/12\/new-arrival-in-research-35-18-240x134.png 240w\" sizes=\"auto, (max-width: 830px) 100vw, 830px\" \/><figcaption class=\"wp-element-caption\">\u56fe9\uff1a\u672c\u6587\u65b9\u6cd5\u7684\u6574\u4f53\u6846\u67b6\u6982\u8ff0<\/figcaption><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3001\u6587\u672c\u5206\u7c7b\u3001\u56fe\u50cf patch \u5206\u7c7b\u7b49\u591a\u79cd\u4efb\u52a1\u53ca\u4e0d\u540c Spiking Transformer \u67b6\u6784\u4e0a\uff0c\u52a0\u5165 Gray-PE \u6216 Log-PE \u540e\u51c6\u786e\u7387\u5747\u663e\u8457\u63d0\u5347\uff0c\u540c\u65f6\u529f\u8017\u57fa\u672c\u6301\u5e73\u6216\u7565\u964d\u3002<\/p>\n\n\n\n<p>\u8be5\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u4e86 Spiking Transformer \u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u7684\u4e8c\u503c\u517c\u5bb9\u96be\u9898\uff0c\u4e3a\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u4f4e\u80fd\u8017\u7684\u8109\u51b2\u7248 Transformer \u63d0\u4f9b\u4e86\u5173\u952e\u6280\u672f\u652f\u6491\uff0c\u4e5f\u4e3a\u4e8b\u4ef6\u9a71\u52a8\u89c6\u89c9\u3001\u8bed\u97f3\u5904\u7406\u3001\u65f6\u5e8f\u9884\u6d4b\u7b49\u9886\u57df\u7684\u7c7b\u8111 AI \u5e94\u7528\u5f00\u8f9f\u4e86\u9ad8\u6548\u7684\u65b0\u8def\u5f84\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\u3002 \u5168\u7403\u9876\u7ea7\u4eba\u5de5\u667a\u80fd\u76db\u4f1a NeurIPS 2025 \u5373\u5c06\u62c9\u5f00\u5e37\u5e55\u3002\u5728\u672c\u5c4a\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u670930\u591a\u7bc7\u8bba\u6587\u88ab\u63a5\u6536\u3002\u8fd9\u4e9b\u7814\u7a76\u6d89\u53ca\u4ece\u5927\u6a21\u578b\u57fa\u7840\u7406\u8bba\u5230\u524d\u6cbf\u5e94\u7528\u7684\u5404\u4e2a\u65b9\u9762\u3002 \u6211\u4eec\u901a\u8fc7\u56db\u671f\u201cNeurIPS\u4e0a\u65b0\u201d\uff0c\u6df1\u5165\u89e3\u8bfb\u5165\u9009\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u6db5\u76d6\u5927\u6a21\u578b\u67b6\u6784\u4e0e\u52a0\u901f\u3001\u5927\u6a21\u578b\u80fd\u529b\u4e0e\u5bf9\u9f50\u3001\u751f\u6210\u5f0f AI \u4e0e\u5177\u8eab\u667a\u80fd\u3001AI \u521b\u65b0\u5e94\u7528\u7b49\u3002 \u6700\u540e\u4e00\u671f\uff0c\u6211\u4eec\u5c06\u805a\u7126 AI \u4f5c\u4e3a\u201c\u79d1\u5b66\u5f15\u64ce\u201d\u7684\u89d2\u8272\uff0c\u63a2\u7d22\u5b83\u662f\u5982\u4f55\u5728\u5782\u76f4\u9886\u57df\u548c\u4ea4\u53c9\u5b66\u79d1\u4e2d\u53d1\u6325\u98a0\u8986\u6027\u4f5c\u7528\u7684\u3002\u57fa\u7840\u6a21\u578b\u5728\u901a\u7528\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u5904\u7406\u9ad8\u5ea6\u7ed3\u6784\u5316\u3001\u9ad8\u590d\u6742\u5ea6\u7684\u4e13\u4e1a\u6570\u636e\uff08\u5982\u533b\u7597\u65f6\u95f4\u5e8f\u5217\u3001\u57fa\u56e0\u7ec4\u4fe1\u606f\u3001\u7269\u7406\u4eff\u771f\uff09\u65f6\uff0c\u4ecd\u9762\u4e34\u5de8\u5927\u7684\u6311\u6218\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e13\u6ce8\u4e8e\u5f00\u53d1\u9886\u57df\u4e13\u7528\u7684\u57fa\u7840\u6a21\u578b\u548c\u9ad8\u6548\u7684\u6570\u503c\u5206\u6790\u7b97\u6cd5\uff0c\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u4e86 AI \u5728\u7cbe\u51c6\u533b\u7597\u3001\u57fa\u56e0\u7ec4\u5b66\u3001\u590d\u6742\u7269\u7406\u52a8\u6001\u9884\u6d4b\u4ee5\u53ca\u5de5\u7a0b\u8bbe\u8ba1\u7b49\u4e13\u4e1a\u9886\u57df\u7684\u90e8\u5206\u5173\u952e\u96be\u9898\u3002\u8fd9\u4e9b\u7a81\u7834\u6027\u7814\u7a76\u52a0\u901f\u4e86\u4eba\u7c7b\u5bf9\u751f\u547d\u79d1\u5b66\u548c\u81ea\u7136\u89c4\u5f8b\u7684\u8ba4\u77e5\uff0c\u4e3a AI \u8d4b\u80fd\u5343\u884c\u767e\u4e1a\u3001\u9a71\u52a8\u79d1\u5b66\u53d1\u73b0\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u8bba\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. CADMorph\uff1a\u57fa\u4e8e\u201c\u89c4\u5212-\u751f\u6210-\u9a8c\u8bc1\u201d\u5faa\u73af\u7684\u51e0\u4f55\u9a71\u52a8\u53c2\u6570\u5316 CAD \u7f16\u8f91 02. \u529f\u80fd\u590d\u6742\u5ea6\u81ea\u9002\u5e94\u65f6\u5e8f\u5f20\u91cf\u5206\u89e3 03. \u4ece\u4e0d\u89c4\u5219\u7a00\u758f\u89c2\u6d4b\u4e2d\u751f\u6210\u7269\u7406\u52a8\u6001\u7684\u5168\u573a\u6f14\u5316 04. MIRA\uff1a\u9762\u5411\u771f\u5b9e\u4e16\u754c\u5065\u5eb7\u6570\u636e\u7684\u7edf\u4e00\u533b\u5b66\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b 05. Omni-DNA\uff1a\u652f\u6301\u5e8f\u5217\u7406\u89e3\u3001\u957f\u4e0a\u4e0b\u6587\u548c\u6587\u672c\u6ce8\u91ca\u7684\u57fa\u56e0\u7ec4\u6a21\u578b 06. PeRL\uff1a\u7528\u4e8e\u4ea4\u9519\u89c6\u89c9-\u8bed\u8a00\u63a8\u7406\u7684\u7f6e\u6362\u589e\u5f3a\u5f3a\u5316\u5b66\u4e60 07. \u5728\u63a8\u7406\u6a21\u578b\u65f6\u4ee3\u201c\u590d\u5174\u201d DSP \u7528\u4e8e\u9ad8\u7ea7\u5b9a\u7406\u8bc1\u660e 08. SimSort\uff1a\u57fa\u4e8e\u5927\u89c4\u6a21\u7535\u751f\u7406\u6a21\u62df\u7684\u8109\u51b2\u5206\u9009\u6570\u636e\u9a71\u52a8\u6846\u67b6 09. \u8fc8\u5411\u8109\u51b2\u795e\u7ecf\u7f51\u7edc Transformer \u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/publication\/cadmorph-geometry%E2%80%91driven-parametric-cad-editing-via-a-plan-generate-verify-loop\/ \u8ba1\u7b97\u673a\u8f85\u52a9\u8bbe\u8ba1\uff08CAD\uff09\u6a21\u578b\u662f\u73b0\u4ee3\u5de5\u7a0b\u548c\u5236\u9020\u4e1a\u7684\u57fa\u77f3\u3002CAD \u6a21\u578b\u901a\u5e38\u4ee5\u4e24\u79cd\u8026\u5408\u7684\u5f62\u5f0f\u5bf9\u5bf9\u8c61\u8fdb\u884c\u7f16\u7801\uff1a\u53c2\u6570\u5316\u6784\u9020\u5e8f\u5217\u4ee5\u53ca\u7531\u8be5\u5e8f\u5217\u751f\u6210\u7684\u53ef\u89c1\u51e0\u4f55\u5f62\u72b6\u3002\u5728\u8fed\u4ee3\u8bbe\u8ba1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u51e0\u4f55\u5f62\u72b6\u7684\u8c03\u6574\u4e0d\u53ef\u907f\u514d\u5730\u9700\u8981\u5bf9\u5e95\u5c42\u53c2\u6570\u5e8f\u5217\u8fdb\u884c\u540c\u6b65\u4fee\u6539\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u57fa\u4e8e\u51e0\u4f55\u9a71\u52a8\u7684\u53c2\u6570\u5316 CAD \u7f16\u8f91\u3002\u8be5\u4efb\u52a1\u8981\u6c42\uff1a1\uff09\u4fdd\u6301\u539f\u59cb\u5e8f\u5217\u7684\u7ed3\u6784\uff1b2\uff09\u786e\u4fdd\u6bcf\u6b21\u7f16\u8f91\u5728\u8bed\u4e49\u4e0a\u7684\u6709\u6548\u6027\uff1b3\uff09\u5728\u7f16\u8f91\u6570\u636e\u4e09\u5143\u7ec4\u7a00\u7f3a\u7684\u6761\u4ef6\u4e0b\u5b9e\u73b0\u4e0e\u76ee\u6807\u5f62\u72b6\u7684\u9ad8\u4fdd\u771f\u5ea6\u3002 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