{"id":1185162,"date":"2026-08-13T19:36:36","date_gmt":"2026-08-14T02:36:36","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1185162"},"modified":"2026-09-03T03:10:08","modified_gmt":"2026-09-03T10:10:08","slug":"%e9%a1%b6%e4%bc%9a%e8%af%84%e5%ae%a1%e6%95%b0%e6%8d%ae%ef%bc%8c%e8%97%8f%e7%9d%80%e7%a7%91%e7%a0%94%e7%81%b5%e6%84%9f%e7%9a%84%e9%85%8d%e6%96%b9","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/%e9%a1%b6%e4%bc%9a%e8%af%84%e5%ae%a1%e6%95%b0%e6%8d%ae%ef%bc%8c%e8%97%8f%e7%9d%80%e7%a7%91%e7%a0%94%e7%81%b5%e6%84%9f%e7%9a%84%e9%85%8d%e6%96%b9\/","title":{"rendered":"\u9876\u4f1a\u8bc4\u5ba1\u6570\u636e\uff0c\u85cf\u7740\u79d1\u7814\u7075\u611f\u7684\u914d\u65b9"},"content":{"rendered":"\n<p 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-1-768x249.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-1-240x78.png 240w\" sizes=\"auto, (max-width: 892px) 100vw, 892px\" \/><figcaption class=\"wp-element-caption\">\u56fe1.\u00a0\u76f2\u6d4b\u81ea\u52a8\u8bc4\u5ba1\u4e0b\u7684\u8d28\u91cf\uff1a\u65b0\u9896\u6027\u5e73\u9762\uff08\u5de6\uff09\u4e0e\u00a021\u00a0\u4e2a\u9886\u57df\u7684\u8d28\u91cf\u96f7\u8fbe\uff08\u53f3\uff09\u3002IdeaSpark\uff08\u84dd\uff09\u5360\u636e\u9ad8\u8d28\u91cf\u4e14\u65b0\u9896\u6027\u6709\u7ade\u4e89\u529b\u7684\u533a\u57df\uff0c\u5728\u5168\u90e8\u9886\u57df\u7684\u8d28\u91cf\u90fd\u6392\u7b2c\u4e00\uff1bGPT-5.5\u00a0\u88f8\u6a21\u578b\uff08\u7d2b\uff09\u5219\u843d\u5728\u201c\u770b\u4f3c\u65b0\u9896\u4f46\u5185\u5bb9\u7a7a\u6d1e\u201d\u7684\u5931\u8d25\u533a\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u8bba\u6587\u4fe1\u606f\u5df2\u6574\u7406\u81f3\u6587\u672b\uff0c\u6b22\u8fce\u70b9\u51fb\u76f8\u5173\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u6280\u672f\u8be6\u60c5\u3002<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"\u4ece\u4f1a\u8bae\u7ed3\u679c\u5230\u6a21\u5f0f\u5361\u7247-\u6570\u636e\u662f\u600e\u4e48\u53d8\u6210-skill-\u7684\" class=\"wp-block-heading\">\u4ece\u4f1a\u8bae\u7ed3\u679c\u5230\u6a21\u5f0f\u5361\u7247\uff1a\u6570\u636e\u662f\u600e\u4e48\u53d8\u6210\u00a0skill\u00a0\u7684\uff1f\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ResearchStudio-Idea\u7684\u6574\u6761\u6d41\u6c34\u7ebf\u5206\u56db\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u6b65\u6536\u96c6\u8bed\u6599\u30021947&nbsp;\u7bc7\u8bba\u6587\u6309\u7ed3\u679c\u6253\u6807\u7b7e\uff0c\u5176\u4e2d1014&nbsp;\u7bc7&nbsp;Oral\u3001260&nbsp;\u7bc7\u9ad8\u5f15\uff08HC\uff09\u3001722&nbsp;\u7bc7\u62d2\u7a3f\uff0849&nbsp;\u7bc7\u540c\u65f6\u662f&nbsp;Oral&nbsp;\u548c\u9ad8\u5f15\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u6b65\u505a\u201c\u521b\u65b0\u7b7e\u540d\u201d\u62bd\u53d6\u3002\u8be5\u6b65\u9aa4\u7528\u6a21\u578b\u4e3a\u6bcf\u7bc7\u8bba\u6587\u63d0\u53d6&nbsp;12&nbsp;\u4e2a\u5b57\u6bb5\u7684\u7b56\u7565\u63cf\u8ff0\uff0c\u5176\u4e2d&nbsp;4&nbsp;\u4e2a\u6838\u5fc3\u673a\u5236\u5b57\u6bb5\u4f1a\u518d\u88ab\u6539\u5199\u6210\u4e0e\u9886\u57df\u65e0\u5173\u7684\u7248\u672c\uff0c\u6bd4\u5982\u628a\u201c\u501f\u7528\u56fe\u50cf&nbsp;GAN&nbsp;\u7684PatchGAN\u5224\u522b\u5668\u6539\u9020\u5230\u8bed\u97f3\u201d\u62bd\u8c61\u6210\u201c\u628a\u4e00\u79cd\u591a\u5c3a\u5ea6\u5224\u522b\u7b56\u7565\u4ece\u4e00\u4e2a\u6a21\u6001\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u6a21\u6001\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u6b65\u6539\u5199\u975e\u5e38\u5173\u952e\u3002\u8bba\u6587\u9644\u5e26\u7684\u6d88\u878d\u5b9e\u9a8c\u663e\u793a\uff1a\u5982\u679c\u76f4\u63a5\u5d4c\u5165\u539f\u59cb\u63cf\u8ff0\uff0c\u805a\u7c7b\u4f1a\u88abTransformer\u3001diffusion\u8fd9\u7c7b\u9886\u57df\u8bcd\u7ed1\u67b6\uff0c\u5728\u8f83\u7c97\u7c92\u5ea6\u4e0b\u574d\u7f29\u6210\u4e24\u4e2a\u8bdd\u9898\u5de8\u578b\u7c07\uff1b\u6539\u5199\u540e\u7684\u7b56\u7565\u63cf\u8ff0\u5219\u5728\u6574\u4e2a\u53c2\u6570\u626b\u63cf\u8303\u56f4\u5185\u4fdd\u6301\u7a33\u5b9a\u3002\u5728\u53e6\u4e00\u7ec4\u5bf9\u6bd4\u91cc\uff0c\u901a\u7528\u91ca\u4e49\u5d4c\u5165\u6a21\u578b\uff08OpenAI text-embedding-3-large\uff09\u4e5f\u660e\u663e\u4f18\u4e8e\u79d1\u5b66\u6587\u732e\u4e13\u7528\u7684&nbsp;SPECTER2\uff08\u8f6e\u5ed3\u7cfb\u6570&nbsp;0.584&nbsp;\u5bf9&nbsp;0.438\uff09\uff0c\u56e0\u4e3a\u540e\u8005\u7684\u5f15\u7528\u5148\u9a8c\u951a\u5b9a\u7684\u662f\u8bdd\u9898\u76f8\u4f3c\uff0c\u800c\u8fd9\u91cc\u9700\u8981\u7684\u662f\u7b56\u7565\u76f8\u4f3c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"396\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-2.png\" alt=\"diagram\" class=\"wp-image-1185164\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-2.png 975w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-2-300x122.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-2-768x312.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-2-240x97.png 240w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><figcaption class=\"wp-element-caption\">\u56fe2.\u00a0\u4ece\u6570\u636e\u5230\u00a0skill\u00a0\u7684\u5168\u6d41\u7a0b\u3002\u4e0a\u534a\u90e8\u5206\uff1a1947\u00a0\u7bc7\u8bba\u6587\u00a0\u2192\u00a0\u7b56\u7565\u7b7e\u540d\u00a0\u2192 31\u00a0\u4e2a\u805a\u7c7b\u00a0\u2192 15\u00a0\u5f20\u6a21\u5f0f\u5361\u7247\u00a0+ 31\u00a0\u5f20\u5b50\u6a21\u5f0f\u5361\u7247\uff1b\u4e0b\u534a\u90e8\u5206\uff1aIdeaSpark\u8fd0\u884c\u65f6\u7684\u4e94\u4e2a\u9636\u6bb5\uff0c\u4ece\u8bc1\u636e\u68c0\u7d22\u5230\u751f\u6210\u3001\u5ba1\u67e5\u3001\u6e32\u67d3\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u6b65\u7528&nbsp;UMAP+HDBSCAN&nbsp;\u5bf9&nbsp;1891&nbsp;\u7bc7\u6709\u5b8c\u6574\u7b7e\u540d\u7684\u8bba\u6587\u505a\u65e0\u76d1\u7763\u805a\u7c7b\uff0c\u5f97\u5230&nbsp;31&nbsp;\u4e2a\u7b56\u7565\u7c07\u3002\u7136\u540e\uff0c\u7b2c\u56db\u6b65\u7531\u6a21\u578b\u628a&nbsp;31&nbsp;\u4e2a\u7c07\u5f52\u7eb3\u6210&nbsp;15&nbsp;\u79cd\u6784\u601d\u6a21\u5f0f\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u6a21\u5f0f\u548c\u5b50\u6a21\u5f0f\u751f\u6210\u64cd\u4f5c\u5361\u7247\u300215&nbsp;\u79cd\u6a21\u5f0f\u91cc\u4f53\u91cf\u6700\u5927\u7684\u662f\u5ba1\u8ba1\u5e76\u8f6c\u6362\u5047\u8bbe\uff08Audit and Pivot an Assumption\uff0c181&nbsp;\u7bc7\uff09\uff0c\u5176\u540e\u662f\u66ff\u6362\u7b97\u5b50\u6216\u8868\u5f81\uff08109&nbsp;\u7bc7\uff09\u3001\u89e3\u653e\u56fa\u5b9a\u7684\u751f\u6210\u7ec4\u4ef6\uff0894&nbsp;\u7bc7\uff09\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"921\" height=\"349\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-3.png\" alt=\"chart, sunburst chart\" class=\"wp-image-1185165\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-3.png 921w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-3-300x114.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-3-768x291.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-3-240x91.png 240w\" sizes=\"auto, (max-width: 921px) 100vw, 921px\" \/><figcaption class=\"wp-element-caption\">\u56fe3.\u00a0989\u00a0\u7bc7\u6210\u529f\u805a\u7c7b\u8bba\u6587\u4e0a\u7684\u6a21\u5f0f\u5c42\u7ea7\uff1a\u5185\u73af\u662f\u00a015\u00a0\u79cd\u6784\u601d\u6a21\u5f0f\uff08\u6247\u533a\u5927\u5c0f\u4e3a\u8bba\u6587\u6570\uff09\uff0c\u4e2d\u73af\u662f\u5404\u6a21\u5f0f\u4e0b\u5c5e\u7684\u00a031\u00a0\u4e2a\u5b50\u6a21\u5f0f\uff0c\u5916\u73af\u7070\u5ea6\u6761\u7f16\u7801\u6bcf\u79cd\u6a21\u5f0f\u7684\u00a0Oral\u00a0\u5f55\u53d6\u7387\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"\u56db\u4e2a\u53cd\u76f4\u89c9\u7684\u5b9e\u8bc1\u53d1\u73b0\" class=\"wp-block-heading\">\u56db\u4e2a\u53cd\u76f4\u89c9\u7684\u5b9e\u8bc1\u53d1\u73b0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4f1a\u8bae\u7ed3\u679c\u7684\u7cfb\u7edf\u5206\u6790\uff0c\u4e5f\u6253\u7834\u4e86\u4e00\u4e9b\u5173\u4e8e\u7814\u7a76\u9009\u9898\u7684\u5e38\u89c1\u76f4\u89c9\u3002\u4ee5\u4e0b\u56db\u4e2a\u53d1\u73b0\u63ed\u793a\u4e86\u6784\u601d\u7b56\u7565\u3001\u8bba\u6587\u6210\u8d25\u4e0e\u9886\u57df\u5dee\u5f02\u4e4b\u95f4\u66f4\u590d\u6742\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53d1\u73b0\u4e00\uff1a\u62d2\u7a3f\u8bba\u6587\u548c\u5f55\u7528\u8bba\u6587\u7528\u7684\u662f\u540c\u4e00\u5957\u7b56\u7565\u3002<\/strong>\u7814\u7a76\u56e2\u961f\u628a&nbsp;711&nbsp;\u7bc7\u62d2\u7a3f\u8bba\u6587\u5355\u72ec\u91cd\u65b0\u805a\u7c7b\uff0c\u5f97\u5230\u7684&nbsp;13&nbsp;\u4e2a\u7c07\u5168\u90e8\u80fd\u6620\u5c04\u56de\u539f\u6709\u7684&nbsp;15&nbsp;\u79cd\u6a21\u5f0f\u4f53\u7cfb\uff0c\u6ca1\u6709\u4e00\u4e2a\u9700\u8981\u4f53\u7cfb\u5916\u7684\u6807\u7b7e\u3002\u8fd9\u8bf4\u660e\u62d2\u7a3f\u7684\u539f\u56e0\u901a\u5e38\u4e0d\u5728\u4e8e\u7b56\u7565\u9009\u9519\uff0c\u800c\u5728\u4e8e\u6267\u884c\u4e0d\u5230\u4f4d\u3002\u4e5f\u6b63\u56e0\u4e3a\u6b64\uff0c\u6bcf\u5f20\u6a21\u5f0f\u5361\u7247\u624d\u80fd\u628a\u201c\u6210\u529f\u6761\u4ef6\u201c\uff08\u6765\u81ea&nbsp;Oral\uff09\u548c\u201c\u5931\u8d25\u6a21\u5f0f\u201d\uff08\u6765\u81ea\u62d2\u7a3f\uff09\u6210\u5bf9\u5199\u5728\u4e00\u8d77\u3002\u8fd9\u662f\u53ea\u7528\u5f55\u7528\u8bba\u6587\u5f52\u7eb3\u505a\u4e0d\u5230\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53d1\u73b0\u4e8c\uff1a\u7ec4\u5408\u662f\u5e38\u6001\uff0c\u5355\u6253\u72ec\u6597\u662f\u5c11\u6570\u3002<\/strong>\u8bba\u6587\u7ea7\u591a\u6807\u7b7e\u6807\u6ce8\u663e\u793a\uff0c59.2%&nbsp;\u7684\u8bba\u6587\u6070\u597d\u7ec4\u5408\u4e86\u4e24\u79cd\u6784\u601d\u6a21\u5f0f\uff0c33.6%&nbsp;\u7528\u4e86\u4e09\u79cd\u4ee5\u4e0a\uff0c\u53ea\u7528\u4e00\u79cd\u7684\u4ec5&nbsp;7.2%\u3002\u800c\u4e14&nbsp;k=2&nbsp;\u5728&nbsp;Oral\u3001\u9ad8\u5f15\u3001\u62d2\u7a3f\u4e09\u7c7b\u4e2d\u90fd\u662f\u4f17\u6570\u2014\u2014\u7ec4\u5408\u7684\u6570\u91cf\u4e0d\u533a\u5206\u6210\u8d25\uff0c\u7ec4\u5408\u7684\u5185\u5bb9\u624d\u533a\u5206\u3002\u6570\u636e\u96c6\u91cc\u6700\u5f3a\u7684\u4e8c\u5143\u7ec4\u5408\u662f\u201c\u4ee3\u6570\u7b49\u4ef7\u7edf\u4e00&nbsp;+&nbsp;\u751f\u6210\u8fc7\u7a0b\u91cd\u8bbe\u8ba1\u201d\uff08Oral&nbsp;\u7387&nbsp;85.0%\uff0c\u57fa\u7ebf&nbsp;58.4%\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53d1\u73b0\u4e09\uff1a\u9009\u54ea\u79cd\u6a21\u5f0f\uff0c\u51e0\u4e4e\u4e0d\u51b3\u5b9a\u5f55\u53d6\u3002<\/strong>\u9010\u6a21\u5f0f\u7edf\u8ba1&nbsp;Oral&nbsp;\u4e0e\u62d2\u7a3f\u7684\u5360\u6bd4\u5dee\u0394OR\uff0c15&nbsp;\u79cd\u6a21\u5f0f\u5168\u90e8\u843d\u5728&nbsp;\u00b12.9&nbsp;\u4e2a\u767e\u5206\u70b9\u4ee5\u5185\uff0c\u4e3b\u6a21\u5f0f\u5c42\u9762\u7684\u9009\u62e9\u5bf9\u5f55\u53d6\u7684\u89e3\u91ca\u529b\u975e\u5e38\u6709\u9650\u3002\u4f46\u53e6\u4e00\u6839\u8f74\u8981\u5bbd\u5f97\u591a\uff1a\u7a0b\u5e8f\u59d4\u5458\u4f1a\u504f\u597d\uff08Oral\uff09\u4e0e\u793e\u533a\u504f\u597d\uff08\u9ad8\u5f15\uff09\u7684\u5360\u6bd4\u5dee\u0394OH&nbsp;\u53ef\u8fbe&nbsp;\u00b113&nbsp;\u4e2a\u767e\u5206\u70b9\u3002\u201c\u5ba1\u8ba1\u5e76\u8f6c\u6362\u5047\u8bbe\u201d\u88ab&nbsp;PC&nbsp;\u5f3a\u70c8\u504f\u7231\uff08+13.1\uff09\u5374\u76f8\u5bf9\u5c11\u88ab\u5f15\u7528\uff1b\u201c\u5f02\u6784\u8f93\u5165\u7edf\u4e00\u5230\u4e00\u4e2a\u7a7a\u95f4\u201d\u6b63\u76f8\u53cd\uff08\u221211.2\uff09\uff0c\u793e\u533a\u5927\u91cf\u590d\u7528\u5f15\u7528\u8fd9\u7c7b\u5de5\u4f5c\uff0c\u4f46&nbsp;PC&nbsp;\u4e0d\u4f1a\u540c\u6bd4\u4f8b\u5730\u628a\u5b83\u4eec\u63a8\u4e0a&nbsp;Oral\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"892\" height=\"501\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4.png\" alt=\"chart, scatter chart\" class=\"wp-image-1185166\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4.png 892w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4-300x168.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4-768x431.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-4-640x360.png 640w\" sizes=\"auto, (max-width: 892px) 100vw, 892px\" \/><figcaption class=\"wp-element-caption\">\u56fe4.\u00a0\u5404\u6a21\u5f0f\u7684\u5f55\u53d6\u504f\u5dee\u3002\u67f1\u72b6\u4e3a\u0394OR\uff08Oral\u2212Reject\u5360\u6bd4\u5dee\uff0c\u84dd=Oral\u00a0\u504f\u591a\uff0c\u6a59=\u62d2\u7a3f\u504f\u591a\uff09\uff0c\u5168\u90e8\u538b\u7f29\u5728\u00a0\u00b12.9pp\u00a0\u5185\uff1b\u83f1\u5f62\u4e3a\u0394OH\uff08Oral\u2212\u9ad8\u5f15\u5360\u6bd4\u5dee\uff09\uff0c\u8de8\u5ea6\u8fbe\u00a0\u00b113pp\u2014\u2014PC\u00a0\u559c\u6b22\u4ec0\u4e48\u548c\u793e\u533a\u5f15\u7528\u4ec0\u4e48\u51e0\u4e4e\u662f\u4e24\u6839\u6b63\u4ea4\u7684\u8f74\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u00a0<strong>\u53d1\u73b0\u56db\uff1a\u6a21\u5f0f\u8de8\u9886\u57df\u8986\u76d6\u5e7f\uff0c\u4f46\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u9886\u57df\u3002<\/strong>\u591a\u6570\u6a21\u5f0f\u5728\u00a028\u00a0\u4e2a\u5f52\u7eb3\u9886\u57df\u4e2d\u7684\u00a018\u00a0\u4e2a\u4ee5\u4e0a\u90fd\u6709\u51fa\u73b0\uff0c\u4f46\u540c\u4e00\u6a21\u5f0f\u5728\u4e0d\u540c\u9886\u57df\u7684\u00a0Oral\u00a0\u7387\u5dee\u5f02\u5de8\u5927\u3002\u540c\u4e00\u6a21\u5f0f\u7684\u00a0Oral\u00a0\u7387\u53ef\u4ee5\u4ece\u4e00\u4e2a\u9886\u57df\u7684\u00a0100%\u00a0\u6389\u5230\u53e6\u4e00\u4e2a\u9886\u57df\u7684\u00a09%\u3002\u8de8\u57df\u4fe1\u53f7\u6700\u5e72\u51c0\u7684\u662f\u523b\u753b\u6781\u9650\u3001\u7136\u540e\u8d85\u8d8a\u5b83\uff1a\u5728\u53ef\u4fe1\u00a0ML\u3001\u5b66\u4e60\u7406\u8bba\u7b49\u9886\u57df\u51fa\u73b0\u4e86\u00a0100% Oral\u00a0\u7684\u5355\u5143\u683c\u3002\u65f6\u95f4\u7ef4\u5ea6\u4e0a\uff0c2021\u20132025\u00a0\u5e74\u95f4\u4e0a\u5347\u6700\u5feb\u7684\u662f\u5206\u89e3\u5e76\u59d4\u6258\u7ed9\u6c42\u89e3\u5668\uff08+6.3pp\uff0c\u5bf9\u5e94\u00a0LLMs\u591a\u667a\u80fd\u4f53\u548c\u5de5\u5177\u7f16\u6392\u6d41\u6c34\u7ebf\u7684\u5174\u8d77\uff09\uff0c\u800c\u4f20\u7edf\u5927\u6237\u5ba1\u8ba1\u5e76\u8f6c\u6362\u5047\u8bbe\uff0c\u867d\u4ecd\u662f\u7b2c\u4e00\u5927\u6a21\u5f0f\uff0c\u4f46\u4efd\u989d\u5728\u7f13\u6162\u56de\u843d\uff08\u22127.8pp\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"805\" height=\"307\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-5.png\" alt=\"chart, line chart\" class=\"wp-image-1185167\" style=\"width:770px\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-5.png 805w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-5-300x114.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-5-768x293.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-5-240x92.png 240w\" sizes=\"auto, (max-width: 805px) 100vw, 805px\" \/><figcaption class=\"wp-element-caption\">\u56fe5.\u00a0\u5404\u6a21\u5f0f\u8bba\u6587\u4efd\u989d\u7684\u5e74\u5ea6\u53d8\u5316\uff08\u5de6\uff1a\u524d8\u5927\u6a21\u5f0f\uff1b\u53f3\uff1a\u5176\u4f597\u79cd\uff09\u3002\u4e0a\u5347\u7684\u7ebf\u4ee3\u8868\u6b63\u5728\u6269\u5f20\u7684\u6784\u601d\u65b9\u5f0f\uff0c\u4e0b\u964d\u7684\u7ebf\u4ee3\u8868\u6b63\u5728\u9971\u548c\u7684\u65b9\u5f0f\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"ideaspark-\u628a\u6a21\u5f0f\u5361\u7247\u53d8\u6210\u4e00\u6761\u53ef\u5ba1\u8ba1\u7684\u5de5\u4f5c\u6d41\" class=\"wp-block-heading\">IdeaSpark\uff1a\u628a\u6a21\u5f0f\u5361\u7247\u53d8\u6210\u4e00\u6761\u53ef\u5ba1\u8ba1\u7684\u5de5\u4f5c\u6d41\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e86&nbsp;15&nbsp;\u5f20\u6a21\u5f0f\u5361\u7247\uff0cIdeaSpark\u5c31\u80fd\u591f\u628a\u5b83\u4eec\u7ec4\u7ec7\u6210\u4e94\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Phase 0\u00a0\u6587\u732e\u68c0\u7d22\uff1aarXiv\/OpenReview\u67e5\u8fd10\u20136\u00a0\u4e2a\u6708\uff0cOpenAlex\/Semantic Scholar\u00a0\u67e5\u00a06\u201324\u00a0\u4e2a\u6708\uff0c\u5e76\u5f3a\u5236\u6293\u53d6\u5173\u952e\u8bba\u6587\u5168\u6587\uff1b<\/li>\n\n\n\n<li>Phase 1\u00a0\u74f6\u9888\u8bca\u65ad\uff1a\u8f93\u51fa\u4e00\u4e2a\u6587\u732e\u53ef\u8ffd\u6eaf\u7684\u7ed3\u6784\u6027\u7f3a\u53e3\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u8bdd\u9898\u6807\u7b7e\uff1b<\/li>\n\n\n\n<li>Phase 2\u00a0\u6a21\u5f0f\u5f15\u5bfc\u751f\u6210\uff1a\u6309\u74f6\u9888\u7684\u7ed3\u6784\u9009\u00a01\u20133\u00a0\u79cd\u6a21\u5f0f\uff0c\u53ea\u751f\u6210\u4e00\u4e2a\u5019\u9009\uff1b<\/li>\n\n\n\n<li>Phase 3\u00a0\u8d28\u91cf\u5ba1\u67e5\uff1a\u7528\u5019\u9009\u7684\u673a\u5236\u7b7e\u540d\u91cd\u65b0\u68c0\u7d22\u8fd1\u671f\u6587\u732e\u67e5\u649e\u8f66\uff0c\u518d\u5bf9\u7167\u5b50\u6a21\u5f0f\u5361\u7247\u7684\u5931\u8d25\u6a21\u5f0f\u505a\u56db\u9879\u68c0\u67e5\uff1b<\/li>\n\n\n\n<li>Phase 4\u00a0\u5c55\u5f00\u6210\u5b8c\u6574\u7684\u60f3\u6cd5\u5361\u7247\uff0c\u5e76\u8fdb\u884c\u786e\u5b9a\u6027\u6821\u9a8c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e0\u4e2a\u8bbe\u8ba1\u9009\u62e9\u503c\u5f97\u6ce8\u610f\u3002\u5176\u4e00\uff0c<strong>\u751f\u6210\u81ea\u7531\u3001\u5ba1\u8ba1\u6536\u7d27<\/strong><strong>\uff1a<\/strong>\u6a21\u5f0f\u9891\u7387\u3001\u5f55\u53d6\u7387\u8fd9\u4e9b\u7edf\u8ba1\u91cf\u4ece\u4e0d\u4f5c\u4e3a\u751f\u6210\u65f6\u7684\u5148\u9a8c\uff08\u65e9\u671f\u7248\u672c\u66fe\u5c1d\u8bd5\u8fc7\uff0c\u4f46\u4ea7\u51fa\u5411\u9ad8\u9891\u6a21\u5f0f\u540c\u8d28\u5316\u574d\u7f29\uff09\uff0c\u53ea\u5728\u5ba1\u8ba1\u548c\u89e3\u91ca\u73af\u8282\u51fa\u73b0\u3002\u5176\u4e8c\uff0c<strong>kill-switch&nbsp;<\/strong><strong>\u5b57\u6bb5<\/strong><strong>\uff1a<\/strong>\u5019\u9009\u60f3\u6cd5\u7684\u53ef\u8bc1\u4f2a\u9884\u6d4b\u548c\u7b97\u529b\u9884\u7b97\u4e24\u4e2a\u5b57\u6bb5\uff0c\u4ece\u751f\u6210\u5230\u6700\u7ec8\u6e32\u67d3\u5fc5\u987b\u9010\u5b57\u8282\u4e00\u81f4\uff0c\u7531\u786e\u5b9a\u6027\u6821\u9a8c\u5668\u4fdd\u8bc1\uff0c\u6a21\u578b\u65e0\u6cd5\u6084\u6084\u8f6f\u5316\u90a3\u4e2a\u8ba9\u60f3\u6cd5\u53ef\u68c0\u9a8c\u7684\u627f\u8bfa\u3002\u5176\u4e09\uff0c<strong>\u8bda\u5b9e\u5f03\u6743<\/strong><strong>\uff1a<\/strong>\u8bc1\u636e\u4e0d\u652f\u6301\u65f6\uff0c\u7cfb\u7edf\u8f93\u51fado_not_generate\u6216&nbsp;phase_3_failed&nbsp;\u8bca\u65ad\u62a5\u544a\uff0c\u800c\u4e0d\u662f\u786c\u7f16\u4e00\u4e2a\u60f3\u6cd5\u3002\u62a5\u544a\u9644\u5f55\u4e2d\u6709\u4e00\u4e2a\u771f\u5b9e\u6848\u4f8b\uff0c\u7528\u6237\u7ed9\u7684\u65b9\u5411\u5b9e\u8d28\u4e0a\u662f\u4e00\u7bc7&nbsp;2025&nbsp;\u5e74\u5df2\u53d1\u8868\u8bba\u6587\u7684\u6807\u9898\uff0cPhase 3&nbsp;\u649e\u8f66\u68c0\u67e5\u53d1\u73b0\u7cbe\u786e\u673a\u5236\u91cd\u5408\u540e\u76f4\u63a5\u653e\u5f03\uff0c\u5e76\u7ed9\u51fa\u4e09\u6761\u6539\u5411\u5efa\u8bae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 id=\"\u76f2\u6d4b\u8bc4\u4f30-\u8d28\u91cf\u5927\u5e45\u9886\u5148-\u65b0\u9896\u6027\u6709\u7ade\u4e89\u529b\" class=\"wp-block-heading\">\u76f2\u6d4b\u8bc4\u4f30\uff1a\u8d28\u91cf\u5927\u5e45\u9886\u5148\uff0c\u65b0\u9896\u6027\u6709\u7ade\u4e89\u529b\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u4f30\u7528\u00a0100\u00a0\u4e2a\u4ece\u00a0ICLR 2026 Oral\u00a0\u8bba\u6587\u6807\u9898\u6539\u5199\u6765\u7684\u201c\u65b9\u6cd5\u65e0\u5173\u201d\u95ee\u9898\u79cd\u5b50\uff08ICLR\u00a02026\u00a0\u665a\u4e8e\u8bed\u6599\u548c\u6a21\u578b\u8bad\u7ec3\u6570\u636e\uff0c\u662f\u771f\u6b63\u7684\u524d\u5411\u6d4b\u8bd5\uff09\uff0c\u5bf9\u6bd4\u56db\u4e2a\u7cfb\u7edf\uff1aIdeaSpark\u3001Opus\u81ea\u52a8\u751f\u6210\u7684\u901a\u7528\u6784\u601dskill\uff08Opus-self-gen\uff09\u3001Opus 4.8\u00a0\u88f8\u6a21\u578b\u3001GPT-5.5\u00a0\u88f8\u6a21\u578b\u3002\u524d\u4e09\u8005\u5171\u7528\u540c\u4e00\u4e2a\u00a0Opus 4.8\u00a0\u4e3b\u5e72\uff0c\u6784\u6210\u201c\u88f8\u6a21\u578b\u00a0\u2192\u00a0\u901a\u7528\u00a0skill \u2192\u00a0\u8bed\u6599\u63a5\u5730\u00a0skill\u201d\u7684\u63a7\u5236\u9636\u68af\u3002\u6240\u6709\u8f93\u51fa\u7edf\u4e00\u4e3a\u7b49\u957f\u7684\u4e09\u6bb5\u5f0f\u00a0Markdown\u00a0\u540e\uff0c\u4ea4\u7ed9\u4e24\u4e2a\u81ea\u52a8\u8bc4\u5ba1\u00a0skill\u00a0\u76f2\u8bc4\uff0c\u6bcf\u4e2a\u79cd\u5b50\u72ec\u7acb\u8bc4\u4e09\u8f6e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"749\" height=\"160\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-6.jpg\" alt=\"table\" class=\"wp-image-1185168\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-6.jpg 749w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-6-300x64.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-6-240x51.jpg 240w\" sizes=\"auto, (max-width: 749px) 100vw, 749px\" \/><figcaption class=\"wp-element-caption\">\u88681.\u00a0\u76f2\u6d4b\u7ed3\u679c\uff08100\u00a0\u4e2a\u79cd\u5b50\u00a0\u00d7 3\u00a0\u8f6e\uff09\u3002\u8d28\u91cf\u4e3a\u00a01\u20134\u00a0\u7684\u5217\u8868\u6392\u5e8f\u5f97\u5206\uff1b\u65b0\u9896\u6027\u4e3a\u00a01\u20135\u00a0\u7684\u649e\u8f66\u7b49\u7ea7\uff085=\u5b8c\u5168\u65e0\u91cd\u5408\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u6d4b\u4e2d\u6709\u4e24\u4e2a\u7ed3\u8bba\u503c\u5f97\u5c55\u5f00\u5206\u6790\u3002\u7b2c\u4e00\uff0cskill \u672c\u8eab\u57fa\u672c\u4e0d\u5e26\u6765\u8d28\u91cf\u7684\u63d0\u5347\u3002\u901a\u7528&nbsp;skill\uff082.57\uff09\u548c\u88f8\u6a21\u578b\uff082.56\uff09\u51e0\u4e4e\u6253\u5e73\uff0c\u628a\u8d28\u91cf\u62c9\u5f00\u4e00\u4e2a\u591a\u540d\u6b21\u7684\u662f\u8bed\u6599\u63a5\u5730\u7684\u6a21\u5f0f\u5361\u7247\u52a0\u591a\u9636\u6bb5\u5ba1\u8ba1\u6d41\u7a0b\u3002\u7b2c\u4e8c\uff0c\u5355\u770b\u65b0\u9896\u6027\u4f1a\u5f97\u51fa\u5b8c\u5168\u9519\u8bef\u7684\u6392\u540d\uff1a\u65b0\u9896\u6027\u6700\u9ad8\u7684\u662f&nbsp;GPT-5.5&nbsp;\u88f8\u6a21\u578b\uff083.73\uff09\uff0c\u4f46\u5b83\u7684\u8d28\u91cf\u5e76\u4e0d\u7406\u60f3\uff081.00\uff0c\u96f6\u6b21\u7b2c\u4e00\uff09\u3002\u8bc4\u5ba1\u8bb0\u5f55\u663e\u793a\u5b83\u53cd\u590d\u8f93\u51fa\u4e00\u5957\u4e0e\u8bdd\u9898\u51e0\u4e4e\u65e0\u5173\u7684\u901a\u7528\u6a21\u677f\uff0c\u56e0\u4e3a\u60f3\u6cd5\u592a\u6a21\u7cca\uff0c\u68c0\u7d22\u4e0d\u5230\u80fd\u4e0e\u4e4b\u649e\u8f66\u7684\u5148\u524d\u5de5\u4f5c\uff0c\u4e8e\u662f\u88ab\u5224\u4e3a\u65b0\u9896\u3002\u7814\u7a76\u5458\u4eec\u628a\u8fd9\u79f0\u4e3a&nbsp;novel-but-empty\uff08\u65b0\u9896\u4f46\u7a7a\u6d1e\uff09\u5931\u8d25\u6a21\u5f0f\uff0c\u53ea\u6709\u628a\u8d28\u91cf\u548c\u65b0\u9896\u6027\u653e\u5230\u540c\u4e00\u5f20\u5e73\u9762\u56fe\u4e0a\uff0c\u624d\u80fd\u628a\u771f\u6b63\u7684\u65b0\u9896\u548c\u7a7a\u6d1e\u7684\u65b0\u9896\u533a\u5206\u5f00\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"288\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-7.png\" alt=\"chart, bar chart\" class=\"wp-image-1185169\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-7.png 748w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-7-300x116.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2026\/08\/\u9876\u4f1a-7-240x92.png 240w\" sizes=\"auto, (max-width: 748px) 100vw, 748px\" \/><figcaption class=\"wp-element-caption\">\u56fe6.\u00a0300\u00a0\u6b21\u76f2\u8bc4\u4e2d\u5404\u7cfb\u7edf\u65b0\u9896\u6027\u7b49\u7ea7\u7684\u5206\u5e03\uff08L1=\u5b8c\u5168\u88ab\u62a2\u53d1\u00a0\u2192 L5=\u65e0\u91cd\u5408\uff09\u3002\u4e24\u4e2a\u00a0skill\u00a0\u7cfb\u7edf\u96c6\u4e2d\u5728\u00a0L3\uff08\u5171\u4eab\u95ee\u9898\u6846\u67b6\u4f46\u673a\u5236\u4e0d\u540c\uff09\uff1bGPT-5.5\u00a0\u88f8\u6a21\u578b\uff08\u56fe\u4e2d\u00a0no-skill\uff09\u5927\u91cf\u5806\u5728\u00a0L4\uff0c\u9760\u6a21\u7cca\u8eb2\u5f00\u4e86\u649e\u8f66\u68c0\u6d4b\u3002\u56fe\u4e2d\u00a0idea-generator\u00a0\u5373Opus-self-gen\uff0cno-skill\u00a0(Claude)\u00a0\u5373\u00a0Opus-4.8\u00a0\u88f8\u6a21\u578b\u3002\u00a0<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u4e00\u4e2a\u8010\u4eba\u5bfb\u5473\u7684\u7ec6\u8282\u3002IdeaSpark\u7684\u60f3\u6cd5\u5361\u7247\u4f1a\u8bda\u5b9e\u6807\u6ce8\u201c\u4f5c\u8005\u9700\u51b3\u5b9a\u201d\u7684\u672a\u5b9a\u8bbe\u8ba1\u70b9\u30025&nbsp;\u4e2a\u79cd\u5b50\u7684\u9884\u5b9e\u9a8c\u663e\u793a\uff0c\u4fdd\u7559\u8fd9\u4e9b\u6807\u6ce8\u4f1a\u8ba9\u5b83\u5728\u76f2\u8bc4\u91cc\u6389\u5927\u7ea6\u4e00\u4e2a\u540d\u6b21\uff0c\u56e0\u4e3a\u8bc4\u5ba1\u4f1a\u60e9\u7f5a\u8bda\u5b9e\u3002\u6b63\u5f0f\u8bc4\u4f30\u56e0\u6b64\u5728\u8bc4\u5206\u524d\u7edf\u4e00\u5265\u79bb\u8fd9\u7c7b\u6807\u6ce8\uff0c\u907f\u514d\u5bf9\u552f\u4e00\u4f1a\u81ea\u6211\u62ab\u9732\u7684\u7cfb\u7edf\u65bd\u52a0\u201c\u8bda\u5b9e\u7a0e\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ResearchStudio<\/strong><strong>-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\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\/2607.04439\">https:\/\/arxiv.org\/abs\/2607.04439<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u9875\u9762\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/aka.ms\/ResearchStudio\">https:\/\/aka.ms\/ResearchStudio<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u4eca\uff0c\u8ba9\u5927\u6a21\u578b\u201c\u60f3\u4e00\u4e2a\u7814\u7a76\u70b9\u5b50\u201d\u5df2\u4e0d\u662f\u96be\u4e8b\uff0c\u68c0\u7d22\u6587\u732e\u3001\u63d0\u51fa\u5047\u8bbe\u3001\u5199\u51fa\u4e00\u4efd\u770b\u8d77\u6765\u6709\u6a21\u6709\u6837\u7684\u63d0\u6848\uff0c\u73b0\u6709\u7cfb\u7edf\u90fd\u80fd\u505a\u5230\u3002\u771f\u6b63\u96be\u7684\u5176\u5b9e\u662f\u6709\u70b9\u5b50\u4e4b\u524d\u7684\u90a3\u6bb5\u8def\u3002\u5982\u4f55\u628a\u4e00\u4e2a\u6a21\u7cca\u7684\u65b9\u5411\u843d\u5230\u5f53\u524d\u6587\u732e\u91cc\u3001\u627e\u51fa\u771f\u6b63\u6ca1\u88ab\u89e3\u51b3\u7684\u74f6\u9888\u3001\u548c\u5df2\u6709\u5de5\u4f5c\u5212\u6e05\u754c\u9650\u3001\u5728\u52a8\u624b\u5b9e\u9a8c\u4e4b\u524d\u8bc4\u4f30\u98ce\u9669\uff1f\u8fd9\u6bb5\u79d1\u7814\u4e2d\u7684\u7b2c\u4e00\u516c\u91cc\uff0c\u76ee\u524d\u57fa\u672c\u90fd\u662f\u4f9d\u8d56\u7814\u7a76\u8005\u7684\u4e2a\u4eba\u7ecf\u9a8c\u3002 \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u5357\u6d0b\u7406\u5de5\u5927\u5b66\uff08NTU\uff09\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\uff08NUS\uff09\u548cA*STAR CFAR\u00a0\u6700\u8fd1\u53d1\u5e03\u4e86\u4e00\u4efd\u6280\u672f\u62a5\u544a\u00a0ResearchStudio-Idea\u00a0\uff0c\u628a\u201c\u79d1\u7814\u4e2d\u7684\u7b2c\u4e00\u516c\u91cc\u201d\u505a\u6210\u4e86\u4e00\u5957\u53ef\u590d\u7528\u7684\u6280\u80fd\uff08skill\uff09\u5957\u4ef6\u3002\u5b83\u5305\u542b\u591a\u6e90\u6587\u732e\u68c0\u7d22\uff08Paper-Search\uff09\u3001\u65b0\u9896\u6027\u649e\u8f66\u68c0\u67e5\uff08Scoop-Check\uff09\u548c\u7075\u611f\u706b\u82b1\uff08IdeaSpark\uff09\u4e09\u4e2a\u6280\u80fd\uff0c\u53ef\u628a\u8bc1\u636e\u68c0\u7d22\u3001\u74f6\u9888\u8bca\u65ad\u3001\u6a21\u5f0f\u5f15\u5bfc\u751f\u6210\u3001\u649e\u8f66\u5ba1\u67e5\u548c\u60f3\u6cd5\u5361\u7247\u6e32\u67d3\u4e32\u6210\u4e00\u6761\u7aef\u5230\u7aef\u7684\u5de5\u4f5c\u6d41\u3002 \u8fd9\u5957\u7cfb\u7edf\u7684\u7279\u522b\u4e4b\u5904\u5728\u4e8e\u5b83\u7684\u77e5\u8bc6\u6765\u6e90\uff0c\u4e0d\u662f\u6a21\u578b\u7684\u53c2\u6570\u8bb0\u5fc6\uff0c\u800c\u662f\u00a02021\u20132025\u00a0\u5e74ICLR\u3001ICML\u3001NeurIPS\u76841947\u7bc7\u8bba\u6587\u53ca\u5176\u516c\u5f00\u8bc4\u5ba1\u7ed3\u679c\uff0c\u5305\u62ec\u00a0Oral\u00a0\u8bba\u6587\u3001\u9ad8\u5f15\u8bba\u6587\uff0c\u4ee5\u53ca\u5f80\u5f80\u88ab\u5ffd\u7565\u7684\u843d\u9009\u8bba\u6587\u3002\u7814\u7a76\u56e2\u961f\u4ece\u8fd9\u4e9b\u9876\u4f1a\u7ed3\u679c\u4e2d\u5f52\u7eb3\u51fa\u4e86\u00a031\u00a0\u79cd\u7ec6\u7c92\u5ea6\u6784\u601d\u5b50\u6a21\u5f0f\uff0c\u5e76\u6574\u5408\u4e3a\u00a015\u00a0\u79cd\u53ef\u590d\u7528\u7684\u6784\u601d\u6a21\u5f0f\uff08ideation pattern\uff09\uff0c\u6bcf\u79cd\u6a21\u5f0f\u90fd\u88ab\u5199\u6210\u4e86\u4e00\u5f20\u7ed3\u6784\u5316\u5361\u7247\uff0c\u5185\u5bb9\u6db5\u76d6\u9002\u7528\u573a\u666f\u3001\u64cd\u4f5c\u6b65\u9aa4\u3001\u5dee\u5f02\u5316\u7b56\u7565\u3001\u6210\u529f\u6761\u4ef6\uff0c\u4ee5\u53ca\u4ece\u62d2\u7a3f\u8bba\u6587\u4e2d\u63d0\u70bc\u7684\u5931\u8d25\u6a21\u5f0f\u3002 \u8bba\u6587\u4fe1\u606f\u5df2\u6574\u7406\u81f3\u6587\u672b\uff0c\u6b22\u8fce\u70b9\u51fb\u76f8\u5173\u94fe\u63a5\uff0c\u4e86\u89e3\u66f4\u591a\u6280\u672f\u8be6\u60c5\u3002 ResearchStudio-Idea\u7684\u6574\u6761\u6d41\u6c34\u7ebf\u5206\u56db\u6b65\u3002 \u7b2c\u4e00\u6b65\u6536\u96c6\u8bed\u6599\u30021947&nbsp;\u7bc7\u8bba\u6587\u6309\u7ed3\u679c\u6253\u6807\u7b7e\uff0c\u5176\u4e2d1014&nbsp;\u7bc7&nbsp;Oral\u3001260&nbsp;\u7bc7\u9ad8\u5f15\uff08HC\uff09\u3001722&nbsp;\u7bc7\u62d2\u7a3f\uff0849&nbsp;\u7bc7\u540c\u65f6\u662f&nbsp;Oral&nbsp;\u548c\u9ad8\u5f15\uff09\u3002 \u7b2c\u4e8c\u6b65\u505a\u201c\u521b\u65b0\u7b7e\u540d\u201d\u62bd\u53d6\u3002\u8be5\u6b65\u9aa4\u7528\u6a21\u578b\u4e3a\u6bcf\u7bc7\u8bba\u6587\u63d0\u53d6&nbsp;12&nbsp;\u4e2a\u5b57\u6bb5\u7684\u7b56\u7565\u63cf\u8ff0\uff0c\u5176\u4e2d&nbsp;4&nbsp;\u4e2a\u6838\u5fc3\u673a\u5236\u5b57\u6bb5\u4f1a\u518d\u88ab\u6539\u5199\u6210\u4e0e\u9886\u57df\u65e0\u5173\u7684\u7248\u672c\uff0c\u6bd4\u5982\u628a\u201c\u501f\u7528\u56fe\u50cf&nbsp;GAN&nbsp;\u7684PatchGAN\u5224\u522b\u5668\u6539\u9020\u5230\u8bed\u97f3\u201d\u62bd\u8c61\u6210\u201c\u628a\u4e00\u79cd\u591a\u5c3a\u5ea6\u5224\u522b\u7b56\u7565\u4ece\u4e00\u4e2a\u6a21\u6001\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u6a21\u6001\u201d\u3002 \u8fd9\u4e00\u6b65\u6539\u5199\u975e\u5e38\u5173\u952e\u3002\u8bba\u6587\u9644\u5e26\u7684\u6d88\u878d\u5b9e\u9a8c\u663e\u793a\uff1a\u5982\u679c\u76f4\u63a5\u5d4c\u5165\u539f\u59cb\u63cf\u8ff0\uff0c\u805a\u7c7b\u4f1a\u88abTransformer\u3001diffusion\u8fd9\u7c7b\u9886\u57df\u8bcd\u7ed1\u67b6\uff0c\u5728\u8f83\u7c97\u7c92\u5ea6\u4e0b\u574d\u7f29\u6210\u4e24\u4e2a\u8bdd\u9898\u5de8\u578b\u7c07\uff1b\u6539\u5199\u540e\u7684\u7b56\u7565\u63cf\u8ff0\u5219\u5728\u6574\u4e2a\u53c2\u6570\u626b\u63cf\u8303\u56f4\u5185\u4fdd\u6301\u7a33\u5b9a\u3002\u5728\u53e6\u4e00\u7ec4\u5bf9\u6bd4\u91cc\uff0c\u901a\u7528\u91ca\u4e49\u5d4c\u5165\u6a21\u578b\uff08OpenAI text-embedding-3-large\uff09\u4e5f\u660e\u663e\u4f18\u4e8e\u79d1\u5b66\u6587\u732e\u4e13\u7528\u7684&nbsp;SPECTER2\uff08\u8f6e\u5ed3\u7cfb\u6570&nbsp;0.584&nbsp;\u5bf9&nbsp;0.438\uff09\uff0c\u56e0\u4e3a\u540e\u8005\u7684\u5f15\u7528\u5148\u9a8c\u951a\u5b9a\u7684\u662f\u8bdd\u9898\u76f8\u4f3c\uff0c\u800c\u8fd9\u91cc\u9700\u8981\u7684\u662f\u7b56\u7565\u76f8\u4f3c\u3002 \u7b2c\u4e09\u6b65\u7528&nbsp;UMAP+HDBSCAN&nbsp;\u5bf9&nbsp;1891&nbsp;\u7bc7\u6709\u5b8c\u6574\u7b7e\u540d\u7684\u8bba\u6587\u505a\u65e0\u76d1\u7763\u805a\u7c7b\uff0c\u5f97\u5230&nbsp;31&nbsp;\u4e2a\u7b56\u7565\u7c07\u3002\u7136\u540e\uff0c\u7b2c\u56db\u6b65\u7531\u6a21\u578b\u628a&nbsp;31&nbsp;\u4e2a\u7c07\u5f52\u7eb3\u6210&nbsp;15&nbsp;\u79cd\u6784\u601d\u6a21\u5f0f\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u6a21\u5f0f\u548c\u5b50\u6a21\u5f0f\u751f\u6210\u64cd\u4f5c\u5361\u7247\u300215&nbsp;\u79cd\u6a21\u5f0f\u91cc\u4f53\u91cf\u6700\u5927\u7684\u662f\u5ba1\u8ba1\u5e76\u8f6c\u6362\u5047\u8bbe\uff08Audit and Pivot an Assumption\uff0c181&nbsp;\u7bc7\uff09\uff0c\u5176\u540e\u662f\u66ff\u6362\u7b97\u5b50\u6216\u8868\u5f81\uff08109&nbsp;\u7bc7\uff09\u3001\u89e3\u653e\u56fa\u5b9a\u7684\u751f\u6210\u7ec4\u4ef6\uff0894&nbsp;\u7bc7\uff09\u7b49\u3002 \u5bf9\u4f1a\u8bae\u7ed3\u679c\u7684\u7cfb\u7edf\u5206\u6790\uff0c\u4e5f\u6253\u7834\u4e86\u4e00\u4e9b\u5173\u4e8e\u7814\u7a76\u9009\u9898\u7684\u5e38\u89c1\u76f4\u89c9\u3002\u4ee5\u4e0b\u56db\u4e2a\u53d1\u73b0\u63ed\u793a\u4e86\u6784\u601d\u7b56\u7565\u3001\u8bba\u6587\u6210\u8d25\u4e0e\u9886\u57df\u5dee\u5f02\u4e4b\u95f4\u66f4\u590d\u6742\u7684\u5173\u7cfb\u3002 \u53d1\u73b0\u4e00\uff1a\u62d2\u7a3f\u8bba\u6587\u548c\u5f55\u7528\u8bba\u6587\u7528\u7684\u662f\u540c\u4e00\u5957\u7b56\u7565\u3002\u7814\u7a76\u56e2\u961f\u628a&nbsp;711&nbsp;\u7bc7\u62d2\u7a3f\u8bba\u6587\u5355\u72ec\u91cd\u65b0\u805a\u7c7b\uff0c\u5f97\u5230\u7684&nbsp;13&nbsp;\u4e2a\u7c07\u5168\u90e8\u80fd\u6620\u5c04\u56de\u539f\u6709\u7684&nbsp;15&nbsp;\u79cd\u6a21\u5f0f\u4f53\u7cfb\uff0c\u6ca1\u6709\u4e00\u4e2a\u9700\u8981\u4f53\u7cfb\u5916\u7684\u6807\u7b7e\u3002\u8fd9\u8bf4\u660e\u62d2\u7a3f\u7684\u539f\u56e0\u901a\u5e38\u4e0d\u5728\u4e8e\u7b56\u7565\u9009\u9519\uff0c\u800c\u5728\u4e8e\u6267\u884c\u4e0d\u5230\u4f4d\u3002\u4e5f\u6b63\u56e0\u4e3a\u6b64\uff0c\u6bcf\u5f20\u6a21\u5f0f\u5361\u7247\u624d\u80fd\u628a\u201c\u6210\u529f\u6761\u4ef6\u201c\uff08\u6765\u81ea&nbsp;Oral\uff09\u548c\u201c\u5931\u8d25\u6a21\u5f0f\u201d\uff08\u6765\u81ea\u62d2\u7a3f\uff09\u6210\u5bf9\u5199\u5728\u4e00\u8d77\u3002\u8fd9\u662f\u53ea\u7528\u5f55\u7528\u8bba\u6587\u5f52\u7eb3\u505a\u4e0d\u5230\u7684\u3002 \u53d1\u73b0\u4e8c\uff1a\u7ec4\u5408\u662f\u5e38\u6001\uff0c\u5355\u6253\u72ec\u6597\u662f\u5c11\u6570\u3002\u8bba\u6587\u7ea7\u591a\u6807\u7b7e\u6807\u6ce8\u663e\u793a\uff0c59.2%&nbsp;\u7684\u8bba\u6587\u6070\u597d\u7ec4\u5408\u4e86\u4e24\u79cd\u6784\u601d\u6a21\u5f0f\uff0c33.6%&nbsp;\u7528\u4e86\u4e09\u79cd\u4ee5\u4e0a\uff0c\u53ea\u7528\u4e00\u79cd\u7684\u4ec5&nbsp;7.2%\u3002\u800c\u4e14&nbsp;k=2&nbsp;\u5728&nbsp;Oral\u3001\u9ad8\u5f15\u3001\u62d2\u7a3f\u4e09\u7c7b\u4e2d\u90fd\u662f\u4f17\u6570\u2014\u2014\u7ec4\u5408\u7684\u6570\u91cf\u4e0d\u533a\u5206\u6210\u8d25\uff0c\u7ec4\u5408\u7684\u5185\u5bb9\u624d\u533a\u5206\u3002\u6570\u636e\u96c6\u91cc\u6700\u5f3a\u7684\u4e8c\u5143\u7ec4\u5408\u662f\u201c\u4ee3\u6570\u7b49\u4ef7\u7edf\u4e00&nbsp;+&nbsp;\u751f\u6210\u8fc7\u7a0b\u91cd\u8bbe\u8ba1\u201d\uff08Oral&nbsp;\u7387&nbsp;85.0%\uff0c\u57fa\u7ebf&nbsp;58.4%\uff09\u3002 \u53d1\u73b0\u4e09\uff1a\u9009\u54ea\u79cd\u6a21\u5f0f\uff0c\u51e0\u4e4e\u4e0d\u51b3\u5b9a\u5f55\u53d6\u3002\u9010\u6a21\u5f0f\u7edf\u8ba1&nbsp;Oral&nbsp;\u4e0e\u62d2\u7a3f\u7684\u5360\u6bd4\u5dee\u0394OR\uff0c15&nbsp;\u79cd\u6a21\u5f0f\u5168\u90e8\u843d\u5728&nbsp;\u00b12.9&nbsp;\u4e2a\u767e\u5206\u70b9\u4ee5\u5185\uff0c\u4e3b\u6a21\u5f0f\u5c42\u9762\u7684\u9009\u62e9\u5bf9\u5f55\u53d6\u7684\u89e3\u91ca\u529b\u975e\u5e38\u6709\u9650\u3002\u4f46\u53e6\u4e00\u6839\u8f74\u8981\u5bbd\u5f97\u591a\uff1a\u7a0b\u5e8f\u59d4\u5458\u4f1a\u504f\u597d\uff08Oral\uff09\u4e0e\u793e\u533a\u504f\u597d\uff08\u9ad8\u5f15\uff09\u7684\u5360\u6bd4\u5dee\u0394OH&nbsp;\u53ef\u8fbe&nbsp;\u00b113&nbsp;\u4e2a\u767e\u5206\u70b9\u3002\u201c\u5ba1\u8ba1\u5e76\u8f6c\u6362\u5047\u8bbe\u201d\u88ab&nbsp;PC&nbsp;\u5f3a\u70c8\u504f\u7231\uff08+13.1\uff09\u5374\u76f8\u5bf9\u5c11\u88ab\u5f15\u7528\uff1b\u201c\u5f02\u6784\u8f93\u5165\u7edf\u4e00\u5230\u4e00\u4e2a\u7a7a\u95f4\u201d\u6b63\u76f8\u53cd\uff08\u221211.2\uff09\uff0c\u793e\u533a\u5927\u91cf\u590d\u7528\u5f15\u7528\u8fd9\u7c7b\u5de5\u4f5c\uff0c\u4f46&nbsp;PC&nbsp;\u4e0d\u4f1a\u540c\u6bd4\u4f8b\u5730\u628a\u5b83\u4eec\u63a8\u4e0a&nbsp;Oral\u3002 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