{"id":1111575,"date":"2024-12-12T02:01:38","date_gmt":"2024-12-12T10:01:38","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1111575"},"modified":"2024-12-12T02:02:55","modified_gmt":"2024-12-12T10:02:55","slug":"new-arrival-in-research-20","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-20\/","title":{"rendered":"NeurIPS\u4e0a\u65b0 | \u52a0\u5f3a\u591a\u6a21\u6001\u534f\u540c\uff0c\u63d0\u9ad8\u884c\u4e1a\u57fa\u7840\u6a21\u578b\u7cbe\u5ea6"},"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\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n<p>12\u670810\u65e5\u81f312\u670815\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u4eba\u5de5\u667a\u80fd\u76db\u4f1a\u4e4b\u4e00 NeurIPS \u5927\u4f1a\u5728\u52a0\u62ff\u5927\u6e29\u54e5\u534e\u4e3e\u529e\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u901a\u8fc7\u4e09\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 NeurIPS 2024 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u5185\u5bb9\u6db5\u76d6<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-18\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u6a21\u578b\u4f18\u5316<\/a>\u3001<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-19\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3001\u793e\u4f1a\u8d23\u4efb\u4eba\u5de5\u667a\u80fd<\/a>\u3001\u8de8\u6a21\u6001\u5b66\u4e60\u3001\u7279\u5b9a\u9886\u57df\u57fa\u7840\u6a21\u578b\u7b49\u3002<\/p>\n\n\n\n<p>\u6b32\u4e86\u89e3\u5fae\u8f6f\u7814\u7a76\u9662\u5728\u672c\u5c4a NeurIPS \u7684\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/story\/microsoft-at-neurips-2024-advancing-ai-research-across-domains\/<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u6ce8\u518c\u4e86\u5927\u4f1a\uff0c\u4e0d\u8981\u9519\u8fc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9662\u957f\u5468\u793c\u680b\u535a\u58eb\u7684\u4e3b\u65e8\u6f14\u8bb2\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-1024x682.png\" alt=\"Lidong Keynote\" class=\"wp-image-1110882\" style=\"width:618px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-1024x682.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-300x200.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-768x512.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-1536x1024.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-2048x1365.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/neurips-2024-lidong-zhou-keynote-240x160.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u591a\u6a21\u6001\u548c\u8de8\u6a21\u6001\u5b66\u4e60\u5df2\u6210\u4e3aAI\u9886\u57df\u7684\u91cd\u8981\u53d1\u5c55\u65b9\u5411\u4e4b\u4e00\u3002\u5728\u7b2c\u4e09\u671f NeurIPS 2024 \u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u4e2d\uff0c\u5927\u5bb6\u5c06\u4e86\u89e3\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5982\u4f55\u901a\u8fc7\u5f00\u53d1\u521b\u65b0\u6846\u67b6\uff0c\u52a0\u5f3a\u4e0d\u540c\u4fe1\u606f\u6a21\u6001\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u4ece\u800c\u63d0\u5347 AI \u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u6ee1\u8db3\u7279\u5b9a\u884c\u4e1a\u7684\u7cbe\u51c6\u9700\u6c42\uff0c\u7814\u7a76\u5458\u4eec\u4e5f\u5f00\u59cb\u5b9a\u5236\u9886\u57df\u7279\u5b9a\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u6355\u6349\u884c\u4e1a\u77e5\u8bc6\uff0c\u63d0\u9ad8 AI \u5728\u5404\u9886\u57df\u7684\u7cbe\u786e\u5ea6\uff0c\u4e3a\u5b9e\u73b0\u66f4\u7cbe\u51c6\u3001\u66f4\u4e2a\u6027\u5316\u7684\u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8\u00a0<\/strong><\/p>\n\n\n\n<p>01. \u901a\u8fc7\u7b26\u53f7\u7b49\u4ef7\u548c\u8bed\u4e49\u4e00\u81f4\u6027\uff0c\u81ea\u52a8\u5f62\u5f0f\u5316\u6570\u5b66\u9648\u8ff0<\/p>\n\n\n\n<p>02. EEG2Video\uff1a\u57fa\u4e8e\u8111\u7535\u4fe1\u53f7\u89e3\u7801\u52a8\u6001\u89c6\u89c9\u611f\u77e5<\/p>\n\n\n\n<p>03. ElasTST\uff1a\u5f39\u6027\u65f6\u95f4\u5e8f\u5217Transformer\u5b9e\u73b0\u7a33\u5065\u7684\u591a\u9884\u6d4b\u8303\u56f4\u5efa\u6a21<\/p>\n\n\n\n<p>04. \u4eba\u7c7b\u611f\u77e5\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff1a\u5177\u6709\u52a8\u6001\u4eba\u673a\u4ea4\u4e92\u7684\u5bfc\u822a\u4efb\u52a1\uff08Spotlight\uff09<\/p>\n\n\n\n<p>05. \u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u5728\u6570\u5b66\u63a8\u7406\u4e2d\u7684\u5e94\u7528<\/p>\n\n\n\n<p>06. Voila-A\uff1a\u5c06\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e0e\u7528\u6237\u89c6\u7ebf\u5bf9\u9f50\uff08Spotlight\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-\u901a\u8fc7\u7b26\u53f7\u7b49\u4ef7\u548c\u8bed\u4e49\u4e00\u81f4\u6027-\u81ea\u52a8\u5f62\u5f0f\u5316\u6570\u5b66\u9648\u8ff0\"><strong>01<\/strong>. <strong>\u901a\u8fc7\u7b26\u53f7\u7b49\u4ef7\u548c\u8bed\u4e49\u4e00\u81f4\u6027\uff0c\u81ea\u52a8\u5f62\u5f0f\u5316\u6570\u5b66\u9648\u8ff0<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1-1024x426.png\" alt=\"paper screenshot\" class=\"wp-image-1111584\" style=\"width:577px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1-1024x426.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1-300x125.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1-768x320.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1-1536x639.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1-240x100.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-1.png 1591w\" 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\/2410.20936\">https:\/\/arxiv.org\/abs\/2410.20936<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u521b\u65b0\u6846\u67b6\uff0c\u65e8\u5728\u89e3\u51b3\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5c06\u81ea\u7136\u8bed\u8a00\u6570\u5b66\u95ee\u9898\u81ea\u52a8\u8f6c\u5316\u4e3a\u5f62\u5f0f\u8bed\u8a00\u65f6\u7684\u51c6\u786e\u6027\u95ee\u9898\u3002\u7814\u7a76\u5458\u4eec\u89c2\u5bdf\u5230\uff0c\u5373\u4f7f\u5728\u5148\u8fdb\u7684\u5927\u6a21\u578b\u4e2d\uff0c\u5982 GPT-4\uff0c\u4e5f\u5b58\u5728\u4ece pass@1 \u5230 pass@k \u51c6\u786e\u5ea6\u7684\u663e\u8457\u5dee\u5f02\uff0c\u8fd9\u8868\u660e\u5355\u4e00\u751f\u6210\u7684\u7b54\u6848\u4e0e\u591a\u4e2a\u751f\u6210\u7b54\u6848\u4e2d\u81f3\u5c11\u6709\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u8f83\u5927\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5f25\u5408\u8fd9\u4e00\u6027\u80fd\u5dee\u8ddd\uff0c\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u7b26\u53f7\u7b49\u4ef7\u548c\u8bed\u4e49\u4e00\u81f4\u6027\u7684\u8bc4\u5206\u4e0e\u9009\u62e9\u673a\u5236\u3002\u7b26\u53f7\u7b49\u4ef7\u662f\u5229\u7528\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\u5668\u6765\u8bc6\u522b\u4e0d\u540c\u81ea\u52a8\u5f62\u5f0f\u5316\u5019\u9009\u4e4b\u95f4\u7684\u903b\u8f91\u4e00\u81f4\u6027\uff0c\u800c\u8bed\u4e49\u4e00\u81f4\u6027\u5219\u901a\u8fc7\u6bd4\u8f83\u539f\u59cb\u6587\u672c\u548c\u975e\u5f62\u5f0f\u5316\u56de\u8bd1\u672c\u4e4b\u95f4\u7684\u5d4c\u5165\u76f8\u4f3c\u5ea6\u6765\u8fdb\u884c\u8bc4\u4f30\u3002\u8fd9\u4e00\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u51cf\u5c11\u4e86\u4eba\u5de5\u9a8c\u8bc1\u6216\u6807\u8bb0\u5f62\u5f0f\u5316\u7ed3\u679c\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"827\" height=\"251\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-2.png\" alt=\"\u81ea\u52a8\u5f62\u5f0f\u5316\u6846\u67b6\" class=\"wp-image-1111587\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-2.png 827w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-2-300x91.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-2-768x233.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-2-240x73.png 240w\" sizes=\"auto, (max-width: 827px) 100vw, 827px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u81ea\u52a8\u5f62\u5f0f\u5316\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u901a\u8fc7\u5728 MATH \u548c miniF2F \u6570\u636e\u96c6\u4e0a\u7684\u5e7f\u6cdb\u5b9e\u9a8c\uff0c\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6846\u67b6\u80fd\u591f\u663e\u8457\u63d0\u5347\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u51c6\u786e\u5ea6\uff0c\u76f8\u5bf9\u6539\u8fdb\u8fbe\u5230\u4e860.22-1.35\u500d\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u5728\u4e0d\u540c\u5927\u5c0f\u7684\u5927\u6a21\u578b\u4e0a\u5747\u663e\u793a\u51fa\u4e00\u81f4\u7684\u6709\u6548\u6027\uff0c\u8868\u660e\u8be5\u6846\u67b6\u53ef\u4ee5\u5927\u5927\u51cf\u5c11\u5728\u7ea0\u6b63\u548c\u9a8c\u8bc1\u8f93\u51fa\u4e2d\u6240\u9700\u7684\u4eba\u5de5\u5e72\u9884\uff0c\u63d0\u9ad8\u4e86\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u6548\u7387\u3002\u672c\u7bc7\u8bba\u6587\u8fd8\u63a2\u8ba8\u4e86\u5f53\u524d\u5927\u6a21\u578b\u548c\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\u5668\u5728\u81ea\u52a8\u5f62\u5f0f\u5316\u4efb\u52a1\u4e2d\u7684\u5c40\u9650\u6027\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u4f18\u5316\u65b9\u5411\u63d0\u4f9b\u4e86\u89c1\u89e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-eeg2video-\u57fa\u4e8e\u8111\u7535\u4fe1\u53f7\u89e3\u7801\u52a8\u6001\u89c6\u89c9\u611f\u77e5\"><strong>02<\/strong>. <strong>EEG2Video\uff1a\u57fa\u4e8e\u8111\u7535\u4fe1\u53f7\u89e3\u7801\u52a8\u6001\u89c6\u89c9\u611f\u77e5<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"353\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3-1024x353.png\" alt=\"paper screenshot\" class=\"wp-image-1111590\" style=\"width:597px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3-1024x353.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3-300x103.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3-768x264.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3-1536x529.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3-240x83.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-3.png 1545w\" 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:\/\/bcmi.sjtu.edu.cn\/home\/eeg2video\">https:\/\/bcmi.sjtu.edu.cn\/home\/eeg2video<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u8111\u673a\u63a5\u53e3\uff08BCI\uff09\u6280\u672f\u98de\u901f\u53d1\u5c55\uff0c\u7136\u800c\u5982\u4f55\u4ece\u9ad8\u65f6\u95f4\u5206\u8fa8\u7387\u7684\u8111\u7535\u4fe1\u53f7\uff08EEG\uff09\u4e2d\u89e3\u7801\u590d\u6742\u7684\u52a8\u6001\u89c6\u89c9\u611f\u77e5\u4ecd\u662f\u4e00\u4e2a\u5c1a\u672a\u88ab\u5145\u5206\u63a2\u7d22\u7684\u9886\u57df\u3002\u52a8\u6001\u89c6\u89c9\u611f\u77e5\u662f\u4eba\u7c7b\u65e5\u5e38\u751f\u6d3b\u4f53\u9a8c\u7684\u6838\u5fc3\uff0c\u5176\u7814\u7a76\u5bf9\u63ed\u793a\u5927\u8111\u89c6\u89c9\u5904\u7406\u673a\u5236\u53ca\u63d0\u5347\u8111\u673a\u63a5\u53e3\u6027\u80fd\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u4f20\u7edf\u7814\u7a76\u5927\u591a\u805a\u7126\u4e8e\u9759\u6001\u89c6\u89c9\u523a\u6fc0\uff0c\u7f3a\u4e4f\u5bf9\u52a8\u6001\u573a\u666f\u4e2d\u5feb\u901f\u53d8\u5316\u89c6\u89c9\u4fe1\u606f\u7684\u6570\u636e\u96c6\u652f\u6301\uff0c\u795e\u7ecf\u79d1\u5b66\u53d1\u73b0\u53ca\u6a21\u578b\u8bbe\u8ba1\u6210\u4e3a\u9650\u5236\u7814\u7a76\u8fdb\u5c55\u7684\u5173\u952e\u74f6\u9888\u3002<\/p>\n\n\n\n<p>\u4e3a\u586b\u8865\u8fd9\u4e00\u7a7a\u767d\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u6536\u96c6\u4e86\u5168\u65b0\u6570\u636e\u96c6 SEED-DV\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e13\u4e3a\u52a8\u6001\u89c6\u89c9\u89e3\u7801\u8bbe\u8ba1\u7684EEG-\u89c6\u9891\u914d\u5bf9\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b20\u540d\u53d7\u8bd5\u8005\u76841400\u6bb5\u89c6\u9891 EEG \u4fe1\u53f7\uff0c\u6db5\u76d640\u4e2a\u6982\u5ff5\u7684\u89c6\u9891\u5185\u5bb9\uff0c\u540c\u65f6\u8be6\u7ec6\u6807\u6ce8\u4e86\u989c\u8272\u3001\u52a8\u6001\u6027\u3001\u4eba\u7269\u53ca\u573a\u666f\u7b49\u591a\u79cd\u5143\u4fe1\u606f\u3002\u8fd9\u4e00\u6570\u636e\u96c6\u4e3a\u7814\u7a76 EEG \u89e3\u7801\u52a8\u6001\u89c6\u89c9\u611f\u77e5\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u5e76\u63d0\u51fa\u4e86\u4e24\u4e2a\u91cd\u8981\u7684\u57fa\u51c6\u6d4b\u8bd5\u2014\u2014EEG \u89c6\u89c9\u611f\u77e5\u5206\u7c7b\u57fa\u51c6\u548c\u89c6\u9891\u91cd\u5efa\u57fa\u51c6\uff0c\u7cfb\u7edf\u8bc4\u4f30\u4ece EEG \u4fe1\u53f7\u4e2d\u89e3\u7801\u89c6\u89c9\u4fe1\u606f\u7684\u80fd\u529b\u548c\u91cd\u5efa\u52a8\u6001\u89c6\u9891\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"458\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4-1024x458.png\" alt=\"SEED-DV \u6570\u636e\u96c6\u3002\uff08A\uff09\u89c6\u9891\u7c7b\u522b\u3001\u989c\u8272\u3001\u52a8\u6001\u7b49\u4fe1\u606f\uff08B\uff09\u91c7\u96c6\u73af\u5883\uff08C\u3001D\uff09\u6570\u636e\u91c7\u96c6\u8303\u5f0f\u3002\" class=\"wp-image-1111593\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4-1024x458.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4-300x134.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4-768x344.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4-1536x688.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4-240x107.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-4.png 1548w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aSEED-DV \u6570\u636e\u96c6\u3002\uff08A\uff09\u89c6\u9891\u7c7b\u522b\u3001\u989c\u8272\u3001\u52a8\u6001\u7b49\u4fe1\u606f\uff08B\uff09\u91c7\u96c6\u73af\u5883\uff08C\u3001D\uff09\u6570\u636e\u91c7\u96c6\u8303\u5f0f\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u52a8\u6001\u89c6\u89c9\u91cd\u5efa\u7684\u53ef\u884c\u6027\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u63a2\u5bfb\u4e86\u53ef\u4ece\u8111\u7535\u4e2d\u89e3\u7801\u7684\u4fe1\u606f\u3002\u7ed3\u679c\u8868\u660e\uff0cEEG \u4fe1\u53f7\u4e2d\u5305\u542b\u4e86\u5bf9\u4e8e\u989c\u8272\u3001\u52a8\u6001\u6027\u53ca\u7c7b\u522b\u7684\u89e3\u7801\u80fd\u529b\u3002\u57fa\u4e8e\u8fd9\u4e9b\u53d1\u73b0\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u521b\u65b0\u6027\u89e3\u7801\u6846\u67b6 EEG2Video\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86\u4ece EEG \u4fe1\u53f7\u89e3\u7801\u5e76\u91cd\u5efa\u52a8\u6001\u89c6\u9891\u7684\u76ee\u6807\u3002EEG2Video \u6846\u67b6\u57fa\u4e8e Seq2Seq \u67b6\u6784\uff0c\u5145\u5206\u5229\u7528 EEG \u4fe1\u53f7\u7684\u9ad8\u65f6\u95f4\u5206\u8fa8\u7387\uff0c\u901a\u8fc7\u6ed1\u52a8\u7a97\u53e3\u63d0\u53d6 EEG \u5d4c\u5165\uff0c\u5c06\u89c6\u89c9\u4fe1\u606f\u5bf9\u9f50\u81f3\u89c6\u9891\u5e27\u3002\u540c\u65f6\uff0c\u8be5\u6846\u67b6\u8fd8\u5f15\u5165\u4e86\u52a8\u6001\u611f\u77e5\u566a\u58f0\u6dfb\u52a0\uff08DANA\uff09\u6a21\u5757\uff0c\u53ef\u6839\u636e\u89e3\u7801\u7684\u52a8\u6001\u4fe1\u606f\u8c03\u6574\u89c6\u9891\u751f\u6210\u8fc7\u7a0b\uff0c\u4f7f\u89c6\u9891\u5728\u7269\u4f53\u52a8\u6001\u7684\u91cd\u5efa\u4e2d\u4e5f\u80fd\u4fdd\u6301\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"558\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-5-1024x558.png\" alt=\"EEG2Video \u6a21\u578b\u8bbe\u8ba1\u6846\u67b6\" class=\"wp-image-1111596\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-5-1024x558.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-5-300x163.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-5-768x418.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-5-240x131.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-5.png 1370w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aEEG2Video \u6a21\u578b\u8bbe\u8ba1\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4ece EEG \u751f\u6210\u52a8\u6001\u89c6\u89c9\u611f\u77e5\u7684\u7b2c\u4e00\u4e2a\u5de5\u4f5c\uff0cEEG2Video \u751f\u6210\u7684\u89c6\u9891\u5728\u7ed3\u6784\u76f8\u4f3c\u6027\u6307\u6570\uff08SSIM\uff09\u4e0a\u8fbe\u5230\u4e86\u8f83\u9ad8\u6c34\u5e73\uff0c\u5e76\u663e\u8457\u51cf\u5c11\u4e86\u89e3\u7801\u6b65\u9aa4\uff0c\u89e3\u7801\u6548\u7387\u8fdc\u8d85\u4f20\u7edf\u65b9\u6cd5\u3002\u6b64\u5916\uff0c\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0cEEG \u4fe1\u53f7\u4e2d\u7684\u5173\u952e\u89c6\u89c9\u4fe1\u606f\uff0c\u5982\u989c\u8272\u548c\u52a8\u6001\u6027\uff0c\u53ef\u88ab\u6210\u529f\u89e3\u7801\uff0c\u800c\u4eba\u7269\u6570\u91cf\u548c\u4eba\u8138\u8bc6\u522b\u7b49\u4efb\u52a1\u4ecd\u5177\u6709\u6311\u6218\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"343\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-6.gif\" alt=\"\u751f\u6210\u89c6\u9891\u6837\u4f8b\uff08\u5de6\uff1a\u89c6\u89c9\u523a\u6fc0\uff0c\u53f3\uff1a\u91cd\u6784\u6837\u4f8b\uff09\" class=\"wp-image-1111602\"\/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u751f\u6210\u89c6\u9891\u6837\u4f8b\uff08\u5de6\uff1a\u89c6\u89c9\u523a\u6fc0\uff0c\u53f3\uff1a\u91cd\u6784\u6837\u4f8b\uff09<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-elastst-\u5f39\u6027\u65f6\u95f4\u5e8f\u5217transformer\u5b9e\u73b0\u7a33\u5065\u7684\u591a\u9884\u6d4b\u8303\u56f4\u5efa\u6a21\"><strong>03. ElasTST\uff1a\u5f39\u6027\u65f6\u95f4\u5e8f\u5217Transformer\u5b9e\u73b0\u7a33\u5065\u7684\u591a\u9884\u6d4b\u8303\u56f4\u5efa\u6a21<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"503\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-7-1024x503.png\" alt=\"paper screenshot\" class=\"wp-image-1111599\" style=\"width:643px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-7-1024x503.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-7-300x147.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-7-768x377.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-7-240x118.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-7.png 1380w\" 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\/2411.01842\">https:\/\/arxiv.org\/abs\/2411.01842<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\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:\/\/github.com\/microsoft\/ProbTS\/tree\/elastst\">https:\/\/github.com\/microsoft\/ProbTS\/tree\/elastst<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u5728\u5404\u884c\u5404\u4e1a\u4e2d\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u8fd9\u4e9b\u5b9e\u9645\u5e94\u7528\u573a\u666f\u5f80\u5f80\u90fd\u9700\u8981\u9488\u5bf9\u4e0d\u540c\u65f6\u95f4\u8de8\u5ea6\u63d0\u4f9b\u9884\u6d4b\uff0c\u4ee5\u540c\u65f6\u6ee1\u8db3\u77ed\u671f\u3001\u4e2d\u671f\u548c\u957f\u671f\u7684\u89c4\u5212\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u6309\u5c0f\u65f6\u3001\u5468\u6216\u6708\u9884\u6d4b\u7535\u529b\u9700\u6c42\uff0c\u4f18\u5316\u7535\u529b\u7cfb\u7edf\u7ba1\u7406\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u968f\u7740\u9884\u6d4b\u8303\u56f4\u9700\u6c42\u7684\u591a\u6837\u6027\u65e5\u76ca\u589e\u52a0\uff0c\u76ee\u524d\u5927\u591a\u6570\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u4ecd\u9700\u9488\u5bf9\u7279\u5b9a\u7684\u9884\u6d4b\u8303\u56f4\u5206\u522b\u8bad\u7ec3\u548c\u4f18\u5316\uff0c\u96be\u4ee5\u5b9e\u73b0\u5355\u4e00\u6a21\u578b\u5bf9\u4e0d\u540c\u9884\u6d4b\u957f\u5ea6\u7684\u9c81\u68d2\u5efa\u6a21\u3002\u5c3d\u7ba1\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u5728\u652f\u6301\u591a\u9884\u6d4b\u8303\u56f4\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u8fdb\u5c55\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u4e3b\u8981\u805a\u7126\u4e8e\u4ece\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u5230\u96f6\u6837\u672c\u573a\u666f\u7684\u8fc1\u79fb\u80fd\u529b\uff0c\u5c1a\u672a\u8003\u8651\u8de8\u4e0d\u540c\u9884\u6d4b\u8303\u56f4\u7684\u9c81\u68d2\u6027\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5f39\u6027\u65f6\u95f4\u5e8f\u5217 Transformer \u6a21\u578b ElasTST\uff0c\u65e8\u5728\u901a\u8fc7\u4e00\u6b21\u8bad\u7ec3\u5b9e\u73b0\u8de8\u591a\u9884\u6d4b\u8303\u56f4\u7684\u4e00\u81f4\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"499\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-8-1024x499.png\" alt=\"ElasTST \u6a21\u578b\u67b6\u6784\" class=\"wp-image-1111605\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-8-1024x499.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-8-300x146.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-8-768x375.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-8-240x117.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-8.png 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aElasTST \u6a21\u578b\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>ElasTST \u7684\u8bbe\u8ba1\u5305\u62ec\u4e09\u4e2a\u6838\u5fc3\u521b\u65b0\uff1a(a) \u7ed3\u6784\u5316\u81ea\u6ce8\u610f\u529b\u63a9\u7801\u673a\u5236\uff0c\u4ece\u6e90\u5934\u4e0a\u786e\u4fdd\u6a21\u578b\u5728\u4e0d\u540c\u9884\u6d4b\u8303\u56f4\u4e2d\u5bf9\u91cd\u5408\u90e8\u5206\u7684\u9884\u6d4b\u7ed3\u679c\u59cb\u7ec8\u4fdd\u6301\u4e00\u81f4\uff0c\u5b9e\u73b0\u201c\u9884\u6d4b\u8303\u56f4\u4e0d\u53d8\u6027\u201d\uff1b(b) \u53ef\u8c03\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff0c\u9002\u914d\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5468\u671f\u7279\u6027\uff0c\u589e\u5f3a\u5bf9\u591a\u9884\u6d4b\u8303\u56f4\u7684\u9002\u5e94\u80fd\u529b\uff1b(c) \u591a\u5c3a\u5ea6\u5207\u7247\u8bbe\u8ba1\uff0c\u7ed3\u5408\u7ec6\u7c92\u5ea6\u4e0e\u7c97\u7c92\u5ea6\u4fe1\u606f\uff0c\u517c\u987e\u77ed\u671f\u52a8\u6001\u4e0e\u957f\u671f\u8d8b\u52bf\uff0c\u4f7f\u6a21\u578b\u83b7\u5f97\u66f4\u5168\u9762\u7684\u7279\u5f81\u8868\u8fbe\u80fd\u529b\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u79cd\u91cd\u52a0\u6743\u7b56\u7565\uff0c\u4f7f\u5355\u4e00\u56fa\u5b9a\u8303\u56f4\u7684\u8bad\u7ec3\u80fd\u591f\u6a21\u62df\u591a\u9884\u6d4b\u8303\u56f4\u7684\u6548\u679c\uff0c\u4ece\u800c\u51cf\u5c11\u989d\u5916\u7684\u6570\u636e\u91c7\u6837\u9700\u6c42\uff0c\u5e76\u63d0\u5347\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cElasTST \u65e0\u9700\u9488\u5bf9\u6bcf\u4e2a\u9884\u6d4b\u8303\u56f4\u5355\u72ec\u8c03\u4f18\uff0c\u4e00\u6b21\u8bad\u7ec3\u5373\u53ef\u5b9e\u73b0\u5bf9\u4efb\u610f\u957f\u5ea6\u7684\u9c81\u68d2\u9884\u6d4b\u3002\u5728\u5404\u79cd\u6570\u636e\u96c6\u7684\u957f\u77ed\u671f\u9884\u6d4b\u4efb\u52a1\u4e2d\uff0cElasTST \u5747\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u51c6\u786e\u6027\u4e0e\u9c81\u68d2\u6027\uff0c\u5c24\u5176\u5728\u672a\u89c1\u8fc7\u7684\u957f\u9884\u6d4b\u8303\u56f4\u4e0a\u5c55\u73b0\u4e86\u51fa\u8272\u7684\u5916\u63a8\u80fd\u529b\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u4e0e\u9884\u8bad\u7ec3\u7684\u901a\u7528\u65f6\u95f4\u5e8f\u5217\u6a21\u578b\u76f8\u6bd4\uff0cElasTST \u901a\u8fc7\u4e00\u6b21\u6709\u76d1\u7763\u8bad\u7ec3\uff0c\u5c31\u5728\u4e0b\u6e38\u6570\u636e\u96c6\u4e0a\u5c55\u73b0\u51fa\u4e86\u663e\u8457\u4f18\u4e8e\u96f6\u6837\u672c\u9884\u6d4b\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5728\u4e0d\u540c\u9884\u6d4b\u8303\u56f4\u5185\u4e5f\u8868\u73b0\u51fa\u4e86\u66f4\u7a33\u5b9a\u7684\u6027\u80fd\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>ElasTST \u4e3a\u65f6\u95f4\u5e8f\u5217\u9884\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u548c\u4e13\u7528\u6a21\u578b\u7684\u53d1\u5c55\u5f00\u8f9f\u4e86\u65b0\u7684\u65b9\u5411\u3002\u4f8b\u5982\uff0c\u9488\u5bf9\u67d0\u4e00\u9886\u57df\u7684\u6570\u636e\u7279\u5b9a\u8bad\u7ec3\u4e00\u4e2a\u5c0f\u89c4\u6a21\u7684 ElasTST\u6a21\u578b\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u5728\u8be5\u9886\u57df\u5185\u672a\u6765\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u6027\u80fd\uff0c\u8fd8\u80fd\u5145\u5206\u5229\u7528\u5176\u9002\u5e94\u591a\u9884\u6d4b\u8303\u56f4\u7684\u201c\u5f39\u6027\u201d\uff0c\u4ece\u800c\u907f\u514d\u4f20\u7edf\u65f6\u5e8f\u6a21\u578b\u4e2d\u4e3a\u6bcf\u4e2a\u9884\u6d4b\u957f\u5ea6\u5355\u72ec\u8c03\u4f18\u548c\u90e8\u7f72\u7684\u7e41\u7410\u6d41\u7a0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-\u4eba\u7c7b\u611f\u77e5\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a-\u5177\u6709\u52a8\u6001\u4eba\u673a\u4ea4\u4e92\u7684\u5bfc\u822a\u4efb\u52a1\"><strong>04<\/strong>. <strong>\u4eba\u7c7b\u611f\u77e5\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff1a\u5177\u6709\u52a8\u6001\u4eba\u673a\u4ea4\u4e92\u7684\u5bfc\u822a\u4efb\u52a1<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"975\" height=\"428\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-9.png\" alt=\"paper screenshot\" class=\"wp-image-1111608\" style=\"width:644px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-9.png 975w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-9-300x132.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-9-768x337.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-9-240x105.png 240w\" sizes=\"auto, (max-width: 975px) 100vw, 975px\" \/><\/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\/2406.19236\">https:\/\/arxiv.org\/abs\/2406.19236<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u9879\u76ee\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:\/\/lpercc.github.io\/HA3D_simulator\">https:\/\/lpercc.github.io\/HA3D_simulator<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u89c6\u89c9-\u8bed\u8a00\u5bfc\u822a\uff08VLN\uff09\u662f\u5177\u8eab\u667a\u80fd\u7684\u4e00\u4e2a\u91cd\u8981\u524d\u6cbf\u9886\u57df\uff0c\u5176\u4e2d\u4ee3\u7406\uff08agent\uff09\u53ef\u6839\u636e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5728\u7269\u7406\u7a7a\u95f4\u4e2d\u8fdb\u884c\u5bfc\u822a\u3002\u867d\u7136\u73b0\u6709\u7684 VLN \u7cfb\u7edf\u5728\u6a21\u62df\u73af\u5883\u4e2d\u5c55\u73b0\u51fa\u4e0d\u9519\u7684\u7ed3\u679c\uff0c\u4f46\u7531\u4e8e\u4e00\u4e9b\u5173\u952e\u7684\u9650\u5236\uff0c\u5b83\u4eec\u5728\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u5f80\u5f80\u8868\u73b0\u4e0d\u4f73\u3002\u4f20\u7edf\u7684 VLN \u6846\u67b6\u901a\u5e38\u4f9d\u8d56\u4e8e\u9759\u6001\u73af\u5883\u3001\u5168\u666f\u89c6\u56fe\u548c\u4e13\u5bb6\u6307\u5bfc\u7b49\uff0c\u800c\u8fd9\u4e9b\u64cd\u4f5c\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u5f88\u5c11\u6210\u7acb\u3002\u6a21\u62df\u4e0e\u73b0\u5b9e\u4e4b\u95f4\u7684\u5dee\u8ddd\u4e00\u76f4\u662f\u8be5\u4efb\u52a1\u4e0a\u7684\u4e00\u4e2a\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u7f29\u77ed\u8fd9\u79cd\u5dee\u8ddd\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u975e\u9759\u6001\u7684\u5bfc\u822a\u4efb\u52a1\uff0c\u5373\u628a\u4eba\u7c7b\u653e\u7f6e\u4e8e\u573a\u666f\uff0c\u56e0\u4e3a\u4eba\u7684\u6d3b\u52a8\u53ef\u80fd\u4f1a\u5f71\u54cd\u5230 agent \u7684\u8868\u73b0\u3002\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u521b\u5efa\u7ed3\u5408\u52a8\u6001\u4eba\u7c7b\u6d3b\u52a8\u548c Matterport3D \u73af\u5883\u7684\u4eba\u7c7b\u611f\u77e5 3D\uff08HA3D\uff09\u6a21\u62df\u5668\u6765\u5f00\u53d1\u6846\u67b6\uff0c\u5e76\u5efa\u7acb\u4e86\u5305\u542b145\u4e2a\u4eba\u7c7b\u6d3b\u52a8\u63cf\u8ff0\u548c435\u4e2a\u4e09\u7ef4\u4eba\u4f53\u52a8\u4f5c\u6a21\u578b\u7684\u6570\u636e\u96c6\uff0c\u4ee5\u6b64\u6269\u5c55 Room-to-Room\uff08R2R\uff09\u6570\u636e\uff0c\u5efa\u7acb\u4eba\u7c7b\u611f\u77e5\u7684 R2R \u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u9488\u5bf9\u8be5\u52a8\u6001\u5bfc\u822a\u4efb\u52a1\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8bbe\u8ba1\u4e86\u4e24\u4e2a\u65b0\u7684\u5bfc\u822a agent\uff1a\u4e13\u5bb6\u76d1\u7763\u7684\u8de8\u6a21\u6001 agent VLN-CM \u548c\u975e\u4e13\u5bb6\u76d1\u7763\u7684\u51b3\u7b56 agent VLN-DT\uff0c\u5e76\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u4f7f\u7528\u56db\u8db3\u673a\u5668\u4eba\u5bf9\u5176\u8fdb\u884c\u4e86\u7efc\u5408\u8bc4\u4f30\u548c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"640\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-10-1024x640.jpg\" alt=\"HA3D \u6a21\u62df\u5668\u4e2d\u7684\u573a\u666f\" class=\"wp-image-1111611\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-10-1024x640.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-10-300x187.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-10-768x480.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-10-240x150.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-10.jpg 1357w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aHA3D \u6a21\u62df\u5668\u4e2d\u7684\u573a\u666f<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u7814\u7a76\u5458\u4eec\u6210\u529f\u5730\u5c06\u52a8\u6001\u4eba\u7c7b\u6d3b\u52a8\u96c6\u6210\u5230\u4e86 VLN \u7cfb\u7edf\u4e2d\uff0c\u901a\u8fc7 HA3D \u6a21\u62df\u5668\u521b\u5efa\u4e86\u66f4\u771f\u5b9e\u7684\u6a21\u62df\u73af\u5883\uff0c\u4ee5\u6b64\u5f00\u53d1\u4e86\u4e00\u4e2a\u5305\u542b21,567\u4e2a\u6307\u4ee4\u7684\u7efc\u5408\u6570\u636e\u96c6 HA-R2R\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cVLN-DT \u5728\u4ec5\u4f7f\u7528\u968f\u673a\u8f68\u8ff9\u8fdb\u884c\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u73b0\u4e86\u4e0e\u4e13\u5bb6\u76d1\u7763\u65b9\u6cd5\u76f8\u5f53\u7684\u6027\u80fd\u3002\u8fd9\u9879\u5de5\u4f5c\u586b\u8865\u4e86\u7c7b\u4f3c\u771f\u5b9e\u4e16\u754c\u5bfc\u822a\u7814\u7a76\u7684\u7f3a\u5931\uff0c\u8fdb\u4e00\u6b65\u63a8\u8fdb\u4e86\u5177\u8eab\u667a\u80fd\u7684\u73b0\u5b9e\u5e94\u7528\u3002\u672a\u6765\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u4e13\u6ce8\u4e8e\u589e\u5f3a\u5bfc\u822a\u7cfb\u7edf\u5728\u4e0d\u53ef\u9884\u6d4b\u7684\u73b0\u5b9e\u4e16\u754c\u573a\u666f\u4e2d\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"05-\u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u5728\u6570\u5b66\u63a8\u7406\u4e2d\u7684\u5e94\u7528\"><strong>05<\/strong>. <strong>\u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u5728\u6570\u5b66\u63a8\u7406\u4e2d\u7684\u5e94\u7528<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"311\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-1024x311.png\" alt=\"paper screenshot\" class=\"wp-image-1111614\" style=\"width:686px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-1024x311.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-300x91.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-768x233.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-1536x466.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-1600x488.png 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11-240x73.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-11.png 1609w\" 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:\/\/openreview.net\/pdf?id=CIcMZGLyZW\">https:\/\/openreview.net\/pdf?id=CIcMZGLyZW<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5b83\u4eec\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\u7684\u8868\u73b0\u4ecd\u7136\u4e0d\u5c3d\u4eba\u610f\u3002\u8fd9\u4e00\u95ee\u9898\u5f15\u53d1\u4e86\u4e00\u4e2a\u5173\u952e\u7591\u95ee\uff1a\u5927\u6a21\u578b\u5728\u6570\u5b66\u63a8\u7406\u4e0a\u7684\u4e0d\u8db3\u662f\u56e0\u4e3a\u5176\u56fa\u6709\u7684\u7f3a\u9677\uff0c\u8fd8\u662f\u4ec5\u4ec5\u56e0\u4e3a\u7f3a\u4e4f\u9ad8\u8d28\u91cf\u7684\u6570\u5b66\u6570\u636e\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63a2\u7a76\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u81ea\u52a8\u5316\u65b9\u6cd5\uff0c\u65e8\u5728\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u3001\u6709\u76d1\u7763\u7684\u6570\u5b66\u6570\u636e\u96c6\u3002\u8be5\u65b9\u6cd5\u5c06\u73b0\u6709\u7684\u6570\u5b66\u95ee\u9898\u53d8\u5f02\u751f\u6210\u65b0\u7684\u6570\u636e\uff0c\u540c\u65f6\u786e\u4fdd\u65b0\u95ee\u9898\u7684\u591a\u6837\u6027\u548c\u6709\u6548\u6027\u3002\u901a\u8fc7\u7ed3\u5408\u5927\u6a21\u578b\u7684\u76f4\u89c2\u975e\u5f62\u5f0f\u5316\u4f18\u52bf\u548c\u6570\u5b66\u6c42\u89e3\u5668\u7684\u7cbe\u786e\u7b26\u53f7\u63a8\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u5728\u9ad8\u5ea6\u4e0d\u89c4\u5219\u7684\u7b26\u53f7\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6295\u5f71\u9a6c\u5c14\u53ef\u592b\u94fe\u8499\u7279\u5361\u6d1b\u91c7\u6837\uff0c\u7814\u7a76\u5458\u4eec\u5b9e\u73b0\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u53ef\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u6709\u76d1\u7763\u7684\u6570\u5b66\u6570\u636e\u3002\u8fd9\u4e00\u65b9\u6cd5\u7684\u6838\u5fc3\u5728\u4e8e\u5229\u7528\u795e\u7ecf\u548c\u7b26\u53f7\u7684\u53cc\u91cd\u4f18\u52bf\uff1a\u5728\u7b26\u53f7\u7a7a\u95f4\u4e2d\u751f\u6210\u6570\u5b66\u95ee\u9898\uff0c\u901a\u8fc7\u7cfb\u7edf\u62bd\u6837\u5b9e\u73b0\u591a\u6837\u6027\uff0c\u5e76\u5229\u7528\u7b26\u53f7\u6c42\u89e3\u5668\u786e\u4fdd\u95ee\u9898\u7684\u6709\u6548\u6027\uff1b\u7136\u540e\uff0c\u5c06\u7b26\u53f7\u7a7a\u95f4\u7684\u95ee\u9898\u7ffb\u8bd1\u56de\u81ea\u7136\u8bed\u8a00\u7a7a\u95f4\uff0c\u7531\u5927\u6a21\u578b\u63d0\u4f9b\u652f\u6301\uff0c\u786e\u4fdd\u65b0\u751f\u6210\u7684\u6b63\u5f0f\u95ee\u9898\u4e0e\u76f8\u5e94\u7684\u81ea\u7136\u8bed\u8a00\u7248\u672c\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u3002\u8fd9\u4e00\u6846\u67b6\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u6570\u636e\u7684\u591a\u6837\u6027\uff0c\u8fd8\u901a\u8fc7\u7b26\u53f7\u6c42\u89e3\u5668\u4fdd\u8bc1\u4e86\u6570\u636e\u7684\u6709\u6548\u6027\uff0c\u4e3a\u63d0\u5347\u5927\u6a21\u578b\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"262\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-12.png\" alt=\"\u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u6846\u67b6\" class=\"wp-image-1111617\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-12.png 810w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-12-300x97.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-12-768x248.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-12-240x78.png 240w\" sizes=\"auto, (max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u901a\u8fc7\u5728 GSM8K \u548c MATH \u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u8bc1\u8bc4\u4f30\uff0c\u7814\u7a76\u5458\u4eec\u8bc1\u660e\u4e86\u6240\u63d0\u51fa\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002\u7279\u522b\u662f\uff0c\u4f7f\u7528\u8be5\u6846\u67b6\u751f\u6210\u7684620K\u6570\u5b66\u6570\u636e\u96c6\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\u540e\uff0c\u57fa\u4e8e LLaMA-2 \u548c Mistral-7B \u7684\u6a21\u578b\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u7684\u5f00\u6e90\u6a21\u578b\u3002\u6b64\u5916\uff0c\u968f\u7740\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u6a21\u578b\u6027\u80fd\u6301\u7eed\u63d0\u5347\uff0c\u8868\u660e\u8be5\u65b9\u6cd5\u5728\u8fdb\u4e00\u6b65\u63d0\u5347\u5927\u6a21\u578b\u7684\u6570\u5b66\u80fd\u529b\u65b9\u9762\u5177\u6709\u6f5c\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"06-voila-a-\u5c06\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e0e\u7528\u6237\u89c6\u7ebf\u5bf9\u9f50\"><strong>06<\/strong>. <strong>Voila-A\uff1a\u5c06\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e0e\u7528\u6237\u89c6\u7ebf\u5bf9\u9f50<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"283\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13-1024x283.png\" alt=\"paper screenshot\" class=\"wp-image-1111620\" style=\"width:628px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13-1024x283.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13-300x83.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13-768x213.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13-1536x425.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13-240x66.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-13.png 1749w\" 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\/2401.09454\">https:\/\/arxiv.org\/abs\/2401.09454<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u89c6\u89c9\u4e0e\u8bed\u8a00\u591a\u6a21\u6001\u5b66\u4e60\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d6\u5f97\u4e86\u6781\u5927\u8fdb\u5c55\uff0c\u5c24\u5176\u662f\u57fa\u4e8e\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08Vision-Language Models, VLMs\uff09\u7684\u53d1\u5c55\u3002\u7136\u800c\u5b9e\u9645\u5e94\u7528\u73af\u5883\u5f80\u5f80\u5305\u542b\u7740\u590d\u6742\u573a\u666f\u548c\u591a\u76ee\u6807\u7269\u4f53\uff0c\u5bf9\u73b0\u6709\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u63d0\u51fa\u4e86\u5de8\u5927\u6311\u6218\u3002\u5982\u4f55\u5c06\u591a\u6837\u5316\u7684\u4eba\u7c7b\u6ce8\u610f\u529b\u673a\u5236\u6709\u6548\u5f15\u5165\u5230\u591a\u6a21\u6001\u5b66\u4e60\u4e2d\u6210\u4e3a\u672c\u6587\u7684\u7814\u7a76\u91cd\u70b9\u3002<\/p>\n\n\n\n<p>\u53d7\u4eba\u7c7b\u7528\u6237\u4e0e\u73af\u5883\u4ea4\u4e92\u884c\u4e3a\u7684\u542f\u53d1\uff0c\u89c6\u7ebf\uff08gaze\uff09\u80fd\u591f\u7cbe\u51c6\u6355\u6349\u4eba\u7c7b\u7684\u6ce8\u610f\u529b\u7126\u70b9\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5 Voila-A\uff0c\u901a\u8fc7\u89c6\u7ebf\u5bf9\u9f50\uff08gaze alignment\uff09\u6765\u589e\u5f3a\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u53ef\u89e3\u91ca\u6027\u4e0e\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"953\" height=\"350\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-14.png\" alt=\"Voila-A \u6a21\u578b\u6846\u67b6\" class=\"wp-image-1111623\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-14.png 953w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-14-300x110.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-14-768x282.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/12\/new-arrival-in-research-20-14-240x88.png 240w\" sizes=\"auto, (max-width: 953px) 100vw, 953px\" \/><figcaption class=\"wp-element-caption\">\u56fe8\uff1aVoila-A \u6a21\u578b\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5148\u5229\u7528\u73b0\u6709\u7684\u5c40\u90e8\u53d9\u4e8b\uff08localized narratives\uff09\u6570\u636e\u96c6\uff0c\u6a21\u62df\u4e86\u4eba\u7c7b\u7684\u89c6\u7ebf\u6a21\u5f0f\uff0c\u5e76\u6536\u96c6\u4e86\u6570\u767e\u5206\u949f\u7684\u89c6\u7ebf\u6570\u636e\uff0c\u751f\u6210\u4e86\u7528\u4e8e\u8bad\u7ec3\u548c\u6d4b\u8bd5\u7684 VOILA-COCO \u6570\u636e\u96c6\u3002\u501f\u52a9\u914d\u5907\u5177\u6709\u773c\u52a8\u8ffd\u8e2a\u529f\u80fd\u7684\u589e\u5f3a\u73b0\u5b9e\uff08AR\uff09\u667a\u80fd\u8bbe\u5907\uff0c\u7814\u7a76\u5458\u4eec\u4eba\u5de5\u91c7\u96c6\u4e86 VOILA-GAZE \u6d4b\u8bd5\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u901a\u8fc7\u6ce8\u89c6\u8ddf\u8e2a\u8bbe\u5907\u6355\u83b7\u7684\u73b0\u5b9e\u751f\u6d3b\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u5982\u4f55\u6709\u6548\u5efa\u6a21\u89c6\u7ebf\u4fe1\u606f\u5e76\u4e0e\u573a\u666f\u4e2d\u7684\u5177\u4f53\u7269\u4f53\u5bf9\u9f50\u7684\u95ee\u9898\uff0c\u672c\u6587\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86 Voila \u611f\u77e5\u6a21\u5757\uff08Voila Perceiver Blocks\uff09\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5f15\u5165\u9690\u5f0f\u67e5\u8be2\u5411\u91cf\uff08latent query\uff09\uff0c\u5c06\u89c6\u7ebf\u4fe1\u606f\u878d\u5165\u4e86\u56fe\u50cf\u7279\u5f81\u4e2d\uff0c\u5e76\u4fdd\u7559\u4e86\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u4fdd\u7559\u7684 VOILA-COCO \u9a8c\u8bc1\u96c6\u4ee5\u53ca\u4eba\u5de5\u91c7\u96c6\u7684 VOILA-GAZE \u6d4b\u8bd5\u96c6\u5bf9 Voila-A \u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cVoila-A \u5728\u591a\u4e2a\u57fa\u7ebf\u6a21\u578b\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u4f18\u52bf\u3002\u901a\u8fc7\u5c06\u6a21\u578b\u7684\u6ce8\u610f\u529b\u4e0e\u4eba\u7c7b\u7684\u6ce8\u89c6\u6a21\u5f0f\u5bf9\u9f50\uff0cVoila-A \u4e3a\u5f00\u53d1\u66f4\u52a0\u76f4\u89c2\u4e14\u4ee5\u7528\u6237\u4e3a\u4e2d\u5fc3\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5960\u5b9a\u4e86\u91cd\u8981\u57fa\u7840\uff0c\u540c\u65f6\u4e5f\u4fc3\u8fdb\u4e86\u591a\u79cd\u5b9e\u9645\u5e94\u7528\u4e2d\u66f4\u52a0\u81ea\u7136\u7684\u4eba\u673a\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u6b32\u4e86\u89e3\u5fae\u8f6f\u7814\u7a76\u9662\u5728\u672c\u5c4a NeurIPS \u7684\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/story\/microsoft-at-neurips-2024-advancing-ai-research-across-domains\/\">https:\/\/www.microsoft.com\/en-us\/research\/story\/microsoft-at-neurips-2024-advancing-ai-research-across-domains\/<\/a><\/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\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002 12\u670810\u65e5\u81f312\u670815\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u4eba\u5de5\u667a\u80fd\u76db\u4f1a\u4e4b\u4e00 NeurIPS \u5927\u4f1a\u5728\u52a0\u62ff\u5927\u6e29\u54e5\u534e\u4e3e\u529e\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u901a\u8fc7\u4e09\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 NeurIPS 2024 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u5185\u5bb9\u6db5\u76d6\u5927\u6a21\u578b\u4f18\u5316\u3001\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3001\u793e\u4f1a\u8d23\u4efb\u4eba\u5de5\u667a\u80fd\u3001\u8de8\u6a21\u6001\u5b66\u4e60\u3001\u7279\u5b9a\u9886\u57df\u57fa\u7840\u6a21\u578b\u7b49\u3002 \u6b32\u4e86\u89e3\u5fae\u8f6f\u7814\u7a76\u9662\u5728\u672c\u5c4a NeurIPS \u7684\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/story\/microsoft-at-neurips-2024-advancing-ai-research-across-domains\/ \u5982\u679c\u4f60\u5df2\u7ecf\u6ce8\u518c\u4e86\u5927\u4f1a\uff0c\u4e0d\u8981\u9519\u8fc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9662\u957f\u5468\u793c\u680b\u535a\u58eb\u7684\u4e3b\u65e8\u6f14\u8bb2\uff1a \u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u591a\u6a21\u6001\u548c\u8de8\u6a21\u6001\u5b66\u4e60\u5df2\u6210\u4e3aAI\u9886\u57df\u7684\u91cd\u8981\u53d1\u5c55\u65b9\u5411\u4e4b\u4e00\u3002\u5728\u7b2c\u4e09\u671f NeurIPS 2024 \u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u4e2d\uff0c\u5927\u5bb6\u5c06\u4e86\u89e3\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5982\u4f55\u901a\u8fc7\u5f00\u53d1\u521b\u65b0\u6846\u67b6\uff0c\u52a0\u5f3a\u4e0d\u540c\u4fe1\u606f\u6a21\u6001\u95f4\u7684\u534f\u540c\u4f5c\u7528\uff0c\u4ece\u800c\u63d0\u5347 AI \u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002\u540c\u65f6\uff0c\u4e3a\u4e86\u6ee1\u8db3\u7279\u5b9a\u884c\u4e1a\u7684\u7cbe\u51c6\u9700\u6c42\uff0c\u7814\u7a76\u5458\u4eec\u4e5f\u5f00\u59cb\u5b9a\u5236\u9886\u57df\u7279\u5b9a\u7684\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u6355\u6349\u884c\u4e1a\u77e5\u8bc6\uff0c\u63d0\u9ad8 AI \u5728\u5404\u9886\u57df\u7684\u7cbe\u786e\u5ea6\uff0c\u4e3a\u5b9e\u73b0\u66f4\u7cbe\u51c6\u3001\u66f4\u4e2a\u6027\u5316\u7684\u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8\u00a0 01. \u901a\u8fc7\u7b26\u53f7\u7b49\u4ef7\u548c\u8bed\u4e49\u4e00\u81f4\u6027\uff0c\u81ea\u52a8\u5f62\u5f0f\u5316\u6570\u5b66\u9648\u8ff0 02. EEG2Video\uff1a\u57fa\u4e8e\u8111\u7535\u4fe1\u53f7\u89e3\u7801\u52a8\u6001\u89c6\u89c9\u611f\u77e5 03. ElasTST\uff1a\u5f39\u6027\u65f6\u95f4\u5e8f\u5217Transformer\u5b9e\u73b0\u7a33\u5065\u7684\u591a\u9884\u6d4b\u8303\u56f4\u5efa\u6a21 04. \u4eba\u7c7b\u611f\u77e5\u89c6\u89c9\u8bed\u8a00\u5bfc\u822a\uff1a\u5177\u6709\u52a8\u6001\u4eba\u673a\u4ea4\u4e92\u7684\u5bfc\u822a\u4efb\u52a1\uff08Spotlight\uff09 05. \u795e\u7ecf\u7b26\u53f7\u6570\u636e\u751f\u6210\u5728\u6570\u5b66\u63a8\u7406\u4e2d\u7684\u5e94\u7528 06. Voila-A\uff1a\u5c06\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e0e\u7528\u6237\u89c6\u7ebf\u5bf9\u9f50\uff08Spotlight\uff09 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.20936 (opens in new tab) \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u521b\u65b0\u6846\u67b6\uff0c\u65e8\u5728\u89e3\u51b3\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5c06\u81ea\u7136\u8bed\u8a00\u6570\u5b66\u95ee\u9898\u81ea\u52a8\u8f6c\u5316\u4e3a\u5f62\u5f0f\u8bed\u8a00\u65f6\u7684\u51c6\u786e\u6027\u95ee\u9898\u3002\u7814\u7a76\u5458\u4eec\u89c2\u5bdf\u5230\uff0c\u5373\u4f7f\u5728\u5148\u8fdb\u7684\u5927\u6a21\u578b\u4e2d\uff0c\u5982 GPT-4\uff0c\u4e5f\u5b58\u5728\u4ece pass@1 \u5230 pass@k \u51c6\u786e\u5ea6\u7684\u663e\u8457\u5dee\u5f02\uff0c\u8fd9\u8868\u660e\u5355\u4e00\u751f\u6210\u7684\u7b54\u6848\u4e0e\u591a\u4e2a\u751f\u6210\u7b54\u6848\u4e2d\u81f3\u5c11\u6709\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\u8f83\u5927\u3002 \u4e3a\u4e86\u5f25\u5408\u8fd9\u4e00\u6027\u80fd\u5dee\u8ddd\uff0c\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u7b26\u53f7\u7b49\u4ef7\u548c\u8bed\u4e49\u4e00\u81f4\u6027\u7684\u8bc4\u5206\u4e0e\u9009\u62e9\u673a\u5236\u3002\u7b26\u53f7\u7b49\u4ef7\u662f\u5229\u7528\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\u5668\u6765\u8bc6\u522b\u4e0d\u540c\u81ea\u52a8\u5f62\u5f0f\u5316\u5019\u9009\u4e4b\u95f4\u7684\u903b\u8f91\u4e00\u81f4\u6027\uff0c\u800c\u8bed\u4e49\u4e00\u81f4\u6027\u5219\u901a\u8fc7\u6bd4\u8f83\u539f\u59cb\u6587\u672c\u548c\u975e\u5f62\u5f0f\u5316\u56de\u8bd1\u672c\u4e4b\u95f4\u7684\u5d4c\u5165\u76f8\u4f3c\u5ea6\u6765\u8fdb\u884c\u8bc4\u4f30\u3002\u8fd9\u4e00\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u51cf\u5c11\u4e86\u4eba\u5de5\u9a8c\u8bc1\u6216\u6807\u8bb0\u5f62\u5f0f\u5316\u7ed3\u679c\u7684\u5de5\u4f5c\u91cf\u3002 \u901a\u8fc7\u5728 MATH \u548c miniF2F \u6570\u636e\u96c6\u4e0a\u7684\u5e7f\u6cdb\u5b9e\u9a8c\uff0c\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6846\u67b6\u80fd\u591f\u663e\u8457\u63d0\u5347\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u51c6\u786e\u5ea6\uff0c\u76f8\u5bf9\u6539\u8fdb\u8fbe\u5230\u4e860.22-1.35\u500d\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u5728\u4e0d\u540c\u5927\u5c0f\u7684\u5927\u6a21\u578b\u4e0a\u5747\u663e\u793a\u51fa\u4e00\u81f4\u7684\u6709\u6548\u6027\uff0c\u8868\u660e\u8be5\u6846\u67b6\u53ef\u4ee5\u5927\u5927\u51cf\u5c11\u5728\u7ea0\u6b63\u548c\u9a8c\u8bc1\u8f93\u51fa\u4e2d\u6240\u9700\u7684\u4eba\u5de5\u5e72\u9884\uff0c\u63d0\u9ad8\u4e86\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u6548\u7387\u3002\u672c\u7bc7\u8bba\u6587\u8fd8\u63a2\u8ba8\u4e86\u5f53\u524d\u5927\u6a21\u578b\u548c\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\u5668\u5728\u81ea\u52a8\u5f62\u5f0f\u5316\u4efb\u52a1\u4e2d\u7684\u5c40\u9650\u6027\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u4f18\u5316\u65b9\u5411\u63d0\u4f9b\u4e86\u89c1\u89e3\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/bcmi.sjtu.edu.cn\/home\/eeg2video (opens in new tab) \u8fd1\u5e74\u6765\uff0c\u8111\u673a\u63a5\u53e3\uff08BCI\uff09\u6280\u672f\u98de\u901f\u53d1\u5c55\uff0c\u7136\u800c\u5982\u4f55\u4ece\u9ad8\u65f6\u95f4\u5206\u8fa8\u7387\u7684\u8111\u7535\u4fe1\u53f7\uff08EEG\uff09\u4e2d\u89e3\u7801\u590d\u6742\u7684\u52a8\u6001\u89c6\u89c9\u611f\u77e5\u4ecd\u662f\u4e00\u4e2a\u5c1a\u672a\u88ab\u5145\u5206\u63a2\u7d22\u7684\u9886\u57df\u3002\u52a8\u6001\u89c6\u89c9\u611f\u77e5\u662f\u4eba\u7c7b\u65e5\u5e38\u751f\u6d3b\u4f53\u9a8c\u7684\u6838\u5fc3\uff0c\u5176\u7814\u7a76\u5bf9\u63ed\u793a\u5927\u8111\u89c6\u89c9\u5904\u7406\u673a\u5236\u53ca\u63d0\u5347\u8111\u673a\u63a5\u53e3\u6027\u80fd\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u4f20\u7edf\u7814\u7a76\u5927\u591a\u805a\u7126\u4e8e\u9759\u6001\u89c6\u89c9\u523a\u6fc0\uff0c\u7f3a\u4e4f\u5bf9\u52a8\u6001\u573a\u666f\u4e2d\u5feb\u901f\u53d8\u5316\u89c6\u89c9\u4fe1\u606f\u7684\u6570\u636e\u96c6\u652f\u6301\uff0c\u795e\u7ecf\u79d1\u5b66\u53d1\u73b0\u53ca\u6a21\u578b\u8bbe\u8ba1\u6210\u4e3a\u9650\u5236\u7814\u7a76\u8fdb\u5c55\u7684\u5173\u952e\u74f6\u9888\u3002 [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1111632,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":null,"footnotes":""},"research-area":[13556],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1111575","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1111575","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":5,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1111575\/revisions"}],"predecessor-version":[{"id":1111635,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1111575\/revisions\/1111635"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1111632"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1111575"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1111575"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1111575"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1111575"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}