{"id":1072941,"date":"2023-12-06T03:57:00","date_gmt":"2023-12-06T11:57:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072941"},"modified":"2024-09-25T03:51:16","modified_gmt":"2024-09-25T10:51:16","slug":"new-arrival-in-research-5","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/new-arrival-in-research-5\/","title":{"rendered":"NeurIPS\u4e0a\u65b0 | \u4ece\u6269\u6563\u6a21\u578b\u3001\u8111\u7535\u8868\u5f81\uff0c\u5230AI for Science\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7cbe\u9009\u8bba\u6587"},"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\u670816\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u4eba\u5de5\u667a\u80fd\u76db\u4f1a\u4e4b\u4e00 NeurIPS \u5927\u4f1a\u5c06\u5728\u7f8e\u56fd\u4e3e\u529e\u3002\u6240\u4ee5\uff0c\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728 NeurIPS 2023 \u4e0a\u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u9886\u57df\u6db5\u76d6\u6587\u672c\u5c5e\u6027\u56fe\u3001\u8bed\u97f3\u7f16\u8f91\u3001\u5206\u5b50\u5efa\u6a21\u3001\u8111\u7535\u4fe1\u53f7\u5904\u7406\u3001\u6587\u6863\u7d22\u5f15\u3001\u6269\u6563\u6a21\u578b\u6cdb\u5316\u3001\u6587\u672c\u6e32\u67d3\u7b49\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/p>\n\n\n\n<p>01. \u6587\u672c\u56fe\u4e0a\u7efc\u5408\u6027\u7814\u7a76\uff1a\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6df1\u5ea6\u601d\u8003<br>02. AUDIT\uff1a\u9075\u5faa\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u97f3\u9891\u7f16\u8f91\u6a21\u578b<br>03. Geoformer\uff1a\u91c7\u7528\u539f\u5b50\u95f4\u76f8\u5bf9\u51e0\u4f55\u4f4d\u7f6e\u7f16\u7801\u7684\u5206\u5b50\u5efa\u6a21Transformer<br>04. \u901a\u8fc7\u5efa\u6a21\u7a7a\u95f4\u4fe1\u606f\u5b66\u4e60\u62d3\u6251\u4e0d\u53d8\u7684\u8111\u7535\u8868\u5f81<br>05. \u7528\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u57fa\u4e8e\u5d4c\u5165\u7684\u6587\u6863\u7d22\u5f15<br>06. \u5173\u4e8e\u6269\u6563\u6a21\u578b\u7684\u6cdb\u5316\u6027\u8d28<br>07. TextDiffuser\uff1a\u8ba9\u6587\u672c\u6e32\u67d3\u4e0d\u518d\u6210\u4e3a\u6269\u6563\u6a21\u578b\u7684\u96be\u9898<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research1\">\u6587\u672c\u56fe\u4e0a\u7efc\u5408\u6027\u7814\u7a76\uff1a\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6df1\u5ea6\u601d\u8003<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"454\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-1-1024x454.png\" alt=\"paper screenshot\" class=\"wp-image-1072944\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-1-1024x454.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-1-300x133.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-1-768x340.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-1-240x106.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-1.png 1052w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=m2mbfoSuJ1<\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/sktsherlock\/TAG-Benchmark<\/p>\n\n\n\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u56fe\u4e2d\uff0c\u8282\u70b9\u4e0e\u6587\u672c\u5c5e\u6027\u662f\u76f8\u4e92\u5173\u8054\u7684\uff0c\u6587\u672c\u5c5e\u6027\u56fe\u5219\u7531\u6b64\u5f62\u6210\u3002\u5176\u5b9e\uff0c\u6587\u672c\u56fe\u666e\u904d\u5b58\u5728\u4e8e\u5404\u79cd\u573a\u666f\uff0c\u4f8b\u5982\u793e\u4ea4\u7f51\u7edc\u4e2d\u6bcf\u4e2a\u7528\u6237\u90fd\u6709\u76f8\u5e94\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u5f15\u6587\u7f51\u7edc\u4e2d\u6bcf\u7bc7\u8bba\u6587\u4e5f\u6709\u5176\u5bf9\u5e94\u7684\u6587\u672c\u5185\u5bb9\u3002\u6587\u672c\u56fe\u4e0a\u5b66\u4e60\u65b9\u6cd5\u7684\u63a2\u7d22\u5df2\u6210\u4e3a\u56fe\u5b66\u4e60\u3001\u4fe1\u606f\u68c0\u7d22\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u591a\u4e2a\u9886\u57df\u7684\u91cd\u70b9\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u4f20\u7edf\u6587\u672c\u56fe\u4e0a\u7684\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\uff0c\u5982\u57fa\u4e8e\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u548c\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\uff0c\u65e0\u6cd5\u5f88\u597d\u5730\u6574\u5408\u6587\u672c\u8bed\u4e49\u4e0e\u56fe\u62d3\u6251\u77e5\u8bc6\u3002\u540e\u7eed\u7684\u534f\u540c\u8bad\u7ec3\u65b9\u6cd5\u4e5f\u5b58\u5728\u7740\u53ef\u6269\u5c55\u6027\u8f83\u5dee\u7684\u95ee\u9898\u3002\u57fa\u4e8e\u8fd9\u4e9b\u89c2\u5bdf\uff0c\u7814\u7a76\u5458\u4eec\u4ece\u9884\u8bad\u7ec3\u89d2\u5ea6\u51fa\u53d1\uff0c\u8bbe\u8ba1\u4e86\u591a\u79cd\u62d3\u6251\u7ed3\u6784\u9884\u8bad\u7ec3\u4efb\u52a1\u6765\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u6700\u7ec8\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u5168\u9762\u5730\u5728\u591a\u79cd\u6570\u636e\u4e0a\u8bc4\u4f30\u6587\u672c\u56fe\u4e0a\u7684\u5404\u79cd\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"902\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-2-1024x902.png\" alt=\"\u56fe1\uff1a\u6587\u672c\u56fe\u6570\u636e\u96c6\u53ca\u76f8\u5173\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\u6982\u89c8\" class=\"wp-image-1072947\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-2-1024x902.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-2-300x264.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-2-768x677.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-2-204x180.png 204w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-2.png 1489w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u6587\u672c\u56fe\u6570\u636e\u96c6\u53ca\u76f8\u5173\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u5458\u4eec\u8c03\u7814\u5e76\u5206\u6790\u4e86\u73b0\u6709\u7684\u6587\u672c\u56fe\u6570\u636e\u96c6\uff0c\u53d1\u73b0\u5176\u4e2d\u5927\u591a\u90fd\u7f3a\u4e4f\u539f\u59cb\u6587\u672c\u5c5e\u6027\u6216\u5c3a\u5bf8\u8f83\u5c0f\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u4e3a\u6587\u672c\u56fe\u9886\u57df\u8bbe\u8ba1\u5e76\u6784\u9020\u4e86\u591a\u6837\u4e14\u5177\u6709\u6311\u6218\u7684\u516b\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u3002\u5b83\u4eec\u6d89\u53ca\u5f15\u6587\u7f51\u7edc\u3001\u7535\u5546\u7f51\u7edc\u7b49\u9886\u57df\uff0c\u5e76\u62e5\u6709\u4e0d\u540c\u7684\u6587\u672c\u5c5e\u6027\u6784\u9020\u65b9\u5f0f\uff0c\u4ece\u800c\u53ef\u4ee5\u66f4\u5168\u9762\u5730\u8bc4\u6d4b\u4e0d\u540c\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u62d3\u6251\u7ed3\u6784\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u7814\u7a76\u5458\u4eec\u5219\u4ece\u4e0d\u540c\u5c42\u6b21\u8bbe\u8ba1\u4e86\u4e09\u79cd\u9884\u8bad\u7ec3\u4efb\u52a1\uff1a\u4e00\u3001\u4ece\u4ee4\u724c\u7ea7\u522b\u6355\u6349\u4f4e\u9636\u62d3\u6251\u77e5\u8bc6\u7684\u65b9\u6cd5 TMLM\uff1b\u4e8c\u3001\u4ee5\u5bf9\u6bd4\u5b66\u4e60\u65b9\u5f0f\uff0c\u4ece\u8282\u70b9\u7ea7\u522b\u6355\u6349\u4f4e\u9636\u62d3\u6251\u77e5\u8bc6\u7684\u65b9\u6cd5 TCL\uff1b\u4e09\u3001\u4ee5\u56fe\u5d4c\u5165\u5b66\u4e60\u7b97\u6cd5\u589e\u5f3a\u6355\u6349\u9ad8\u9636\u62d3\u6251\u77e5\u8bc6\u7684\u65b9\u6cd5 TDK\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u4e5f\u91c7\u53d6\u4e86\u7ed3\u5408\u4ee5\u4e0a\u4e09\u79cd\u9884\u8bad\u7ec3\u4efb\u52a1\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u65b9\u5f0f TMDC\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u7814\u7a76\u5458\u4eec\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u9009\u53d6\u4e86\u4e5d\u79cd\u4e3b\u6d41\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u4e94\u79cd\u4e0d\u540c\u89c4\u6a21\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u4e09\u79cd\u4f20\u7edf\u6587\u672c\u56fe\u4e0a\u5b66\u4e60\u65b9\u6cd5\u7684\u4ee3\u7801\u6846\u67b6\uff0c\u4ee5\u53ca\u62d3\u6251\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\u7684\u4ee3\u7801\u6d41\u7a0b\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u4f18\u8d28\u7684\u6587\u672c\u5c5e\u6027\u5efa\u6a21\u53ef\u63d0\u9ad8\u5404\u79cd\u4e0b\u6e38\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd\uff0c\u800c\u62d3\u6251\u589e\u5f3a\u8bed\u8a00\u6a21\u578b\u5728\u5404\u79cd\u6570\u636e\u96c6\u4e0a\u5747\u80fd\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u5728\u4e00\u4e9b\u6570\u636e\u96c6\u4e0a\u751a\u81f3\u5168\u9762\u8d85\u8fc7\u4e86\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research2\">AUDIT\uff1a\u9075\u5faa\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u97f3\u9891\u7f16\u8f91\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"559\" height=\"172\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-3.png\" alt=\"paper screenshot\" class=\"wp-image-1072950\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-3.png 559w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-3-300x92.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-3-240x74.png 240w\" sizes=\"auto, (max-width: 559px) 100vw, 559px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2304.00830<\/p>\n\n\n\n<p>\u5728\u7535\u5f71\u548c\u77ed\u89c6\u9891\u4e2d\uff0c\u97f3\u9891\u7f16\u8f91\u662f\u4e00\u9879\u81f3\u5173\u91cd\u8981\u7684\u4efb\u52a1\uff0c\u4e5f\u662f\u4e00\u9879\u8017\u65f6\u3001\u8017\u529b\u3001\u6210\u672c\u8f83\u9ad8\u7684\u5de5\u4f5c\u3002\u97f3\u9891\u7f16\u8f91\u5305\u62ec\u66ff\u6362\u80cc\u666f\u97f3\u4e50\u3001\u4fee\u590d\u635f\u574f\u7684\u97f3\u9891\u548c\u6dfb\u52a0\u97f3\u6548\u7b49\u3002\u8fd1\u671f\uff0c\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u65b9\u6cd5\u5728\u97f3\u9891\u751f\u6210\u4efb\u52a1\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u5c55\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5c31\u4ee5\u6269\u6563\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u9488\u5bf9\u97f3\u9891\u7f16\u8f91\u7684\u6dfb\u52a0\u97f3\u6548\u3001\u5220\u9664\u97f3\u6548\u3001\u66ff\u6362\u97f3\u6548\u3001\u4fee\u590d\u97f3\u9891\u548c\u9ad8\u4fdd\u771f\u97f3\u8d28\u7b49\u95ee\u9898\uff0c\u5f00\u53d1\u4e86\u80fd\u591f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a7\u5236\u7684\u97f3\u9891\u7f16\u8f91\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u4e00\u4e9b\u57fa\u4e8e\u6df1\u5ea6\u6269\u6563\u6a21\u578b\u7684\u65b9\u6cd5\u901a\u8fc7\u91c7\u7528\u4ee5\u8f93\u51fa\u97f3\u9891\u7684\u6587\u672c\u63cf\u8ff0\u4e3a\u6761\u4ef6\u7684\u6269\u6563\u548c\u53bb\u566a\u8fc7\u7a0b\uff0c\u6765\u6210\u529f\u5b9e\u73b0\u96f6\u6837\u672c\u97f3\u9891\u7f16\u8f91\u7684\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u95ee\u9898\uff1a1. \u5b83\u4eec\u6ca1\u6709\u7ecf\u8fc7\u7f16\u8f91\u4efb\u52a1\u7684\u8bad\u7ec3\uff0c\u65e0\u6cd5\u4fdd\u8bc1\u826f\u597d\u7684\u7f16\u8f91\u6548\u679c\uff1b2. \u5b83\u4eec\u53ef\u80fd\u4f1a\u9519\u8bef\u5730\u4fee\u6539\u4e0d\u9700\u8981\u7f16\u8f91\u7684\u97f3\u9891\u7247\u6bb5\uff1b3. \u5b83\u4eec\u9700\u8981\u8f93\u51fa\u97f3\u9891\u7684\u5b8c\u6574\u63cf\u8ff0\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u8fd9\u5e76\u975e\u59cb\u7ec8\u53ef\u83b7\u5f97\u6216\u5fc5\u9700\u7684\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u4ee5\u4e0a\u7f3a\u9677\uff0c\u7814\u7a76\u5458\u4eec\u63a8\u51fa\u4e86 AUDIT\uff0c\u4e00\u79cd\u57fa\u4e8e\u6f5c\u5728\u6269\u6563\u6a21\u578b\u7684\u6307\u4ee4\u5f15\u5bfc\u97f3\u9891\u7f16\u8f91\u6a21\u578b\u3002\u5177\u4f53\u6765\u8bf4\uff0cAUDIT \u5177\u6709\u4e09\u4e2a\u4e3b\u8981\u7684\u8bbe\u8ba1\u7279\u70b9\uff1a1. \u7814\u7a76\u5458\u4eec\u4e3a\u4e0d\u540c\u7684\u97f3\u9891\u7f16\u8f91\u4efb\u52a1\u6784\u5efa\u4e86\u4e09\u5143\u7ec4\u8bad\u7ec3\u6570\u636e\uff08\u6307\u4ee4\u3001\u8f93\u5165\u97f3\u9891\u3001\u8f93\u51fa\u97f3\u9891\uff09\uff0c\u5e76\u4f7f\u7528\u6307\u4ee4\u548c\u8f93\u5165\uff08\u5f85\u7f16\u8f91\uff09\u97f3\u9891\u4f5c\u4e3a\u6761\u4ef6\u8bad\u7ec3\u6269\u6563\u6a21\u578b\u5e76\u751f\u6210\u8f93\u51fa \uff08\u7f16\u8f91\uff09\u97f3\u9891\uff1b2. \u901a\u8fc7\u6bd4\u8f83\u8f93\u5165\u548c\u8f93\u51fa\u97f3\u9891\u7684\u5dee\u5f02\uff0c\u81ea\u52a8\u5b66\u4e60\u53ea\u4fee\u6539\u9700\u8981\u7f16\u8f91\u7684\u7247\u6bb5\uff1b3. \u53ea\u9700\u8981\u7f16\u8f91\u6307\u4ee4\uff0c\u800c\u4e0d\u9700\u8981\u5b8c\u6574\u7684\u76ee\u6807\u97f3\u9891\u63cf\u8ff0\u4f5c\u4e3a\u6587\u672c\u8f93\u5165\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1016\" height=\"443\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-4.png\" alt=\"\u56fe2\uff1aAUDIT \u67b6\u6784\u56fe\" class=\"wp-image-1072953\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-4.png 1016w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-4-300x131.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-4-768x335.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-4-240x105.png 240w\" sizes=\"auto, (max-width: 1016px) 100vw, 1016px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aAUDIT \u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n<p>AUDIT \u5728\u591a\u4e2a\u97f3\u9891\u7f16\u8f91\u4efb\u52a1\uff08\u4f8b\u5982\u6dfb\u52a0\u3001\u5220\u9664\u3001\u66ff\u6362\u3001\u4fee\u590d\u3001\u8d85\u5206\u8fa8\u7387\uff09\u7684\u5ba2\u89c2\u548c\u4e3b\u89c2\u6307\u6807\u65b9\u9762\u5747\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u6210\u679c\u3002\u5982\u56fe2\u6240\u793a\uff0c\u8be5\u6a21\u578b\u5305\u62ec\u4e86\u6587\u672c\u7f16\u7801\u6a21\u5757\u3001\u97f3\u9891\u7f16\u7801\u6a21\u5757\u3001\u97f3\u9891\u89e3\u7801\u6a21\u5757\u4ee5\u53ca\u6269\u6563\u6a21\u5757\u3002AUDIT \u5728\u76f8\u5173\u4efb\u52a1\u4e0a\u5747\u53d6\u5f97\u4e86 SOTA \u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research3\">Geoformer\uff1a\u91c7\u7528\u539f\u5b50\u95f4\u76f8\u5bf9\u51e0\u4f55\u4f4d\u7f6e\u7f16\u7801\u7684\u5206\u5b50\u5efa\u6a21Transformer<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"537\" height=\"248\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-5.png\" alt=\"paper screenshot\" class=\"wp-image-1072956\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-5.png 537w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-5-300x139.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-5-240x111.png 240w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=9o6KQrklrE<\/p>\n\n\n\n<p>GitHub\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/AI2BMD\/tree\/Geoformer<\/p>\n\n\n\n<p>Transformer \u67b6\u6784\u5df2\u7ecf\u6df1\u5ea6\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u56fe\u50cf\u548c\u89c6\u9891\u7684\u5efa\u6a21\u9886\u57df\u3002\u7814\u7a76\u8005\u4eec\u5e0c\u671b\u53ef\u4ee5\u5c06 Transformer \u7684\u5f3a\u5927\u5efa\u6a21\u80fd\u529b\u6269\u5c55\u5230\u5206\u5b50\u5efa\u6a21\u7684\u9886\u57df\u3002\u76ee\u524d\u5df2\u6709\u7684\u4e00\u4e9b Transformer \u65b9\u6cd5\uff0c\u4e3b\u8981\u662f\u91c7\u7528\u539f\u5b50\u95f4\u7684\u8ddd\u79bb\u4f5c\u4e3a\u76f8\u5bf9\u4f4d\u7f6e\u7f16\u7801\u6765\u6355\u83b7\u5206\u5b50\u4e2d\u7684\u4f4d\u7f6e\u4fe1\u606f\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ea\u4f9d\u8d56\u4e8e\u8ddd\u79bb\u4fe1\u606f\uff0c\u5bf9\u4e8e\u590d\u6742\u7684\u5206\u5b50\u7ed3\u6784\uff0c\u5176\u63cf\u8ff0\u548c\u5efa\u6a21\u7684\u7cbe\u786e\u5ea6\u5f80\u5f80\u662f\u6709\u9650\u7684\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u79d1\u5b66\u667a\u80fd\u4e2d\u5fc3\u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e Transformer \u7684\u5206\u5b50\u5efa\u6a21\u65b9\u6cd5 Geoformer\u3002Geoformer \u6a21\u578b\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u5728\u5206\u5b50\u5efa\u6a21\u4e2d\u66f4\u7cbe\u786e\u5730\u6355\u83b7\u590d\u6742\u7684\u51e0\u4f55\u4fe1\u606f\u3002\u5176\u8bbe\u8ba1\u7406\u5ff5\u6e90\u4e8e\u539f\u5b50\u7c07\u6269\u5c55\uff08ACE\uff09\u7406\u8bba\uff0c\u5e76\u901a\u8fc7\u521b\u65b0\u5730\u8bbe\u8ba1\u4e00\u79cd\u540d\u4e3a Interatomic Positional Encoding\uff08IPE\uff09\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u5f0f\uff08\u56fe3\uff09\uff0c\u5c06\u5206\u5b50\u4e2d\u539f\u5b50\u73af\u5883\u7684\u53c2\u6570\u4fe1\u606f\u7cbe\u51c6\u5730\u878d\u5165\u5230\u6a21\u578b\u4e2d\uff0c\u4ece\u800c\u66f4\u6709\u6548\u5730\u5bf9\u5206\u5b50\u7ed3\u6784\u8fdb\u884c\u5efa\u6a21\uff0c\u8fdb\u4e00\u6b65\u9884\u6d4b\u5404\u79cd\u5206\u5b50\u7279\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"400\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-6-1024x400.png\" alt=\"\u56fe3\uff1aInteratomic Positional Encoding\uff08IPE\uff09\u793a\u610f\u56fe\" class=\"wp-image-1072959\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-6-1024x400.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-6-300x117.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-6-768x300.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-6-240x94.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-6.png 1430w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aInteratomic Positional Encoding\uff08IPE\uff09\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>Geoformer \u6a21\u578b\u5728 QM9 \u6570\u636e\u96c6\u548c\u65b0\u8fd1\u53d1\u5e03\u7684 Molecule3D \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002\u8bc4\u4f30\u7ed3\u679c\u663e\u793a\uff0c\u65e0\u8bba\u662f\u5728 QM9 \u6570\u636e\u96c6\u8fd8\u662f\u5728 Molecule3D \u6570\u636e\u96c6\u4e0a\uff0cGeoformer \u6a21\u578b\u90fd\u8d85\u8d8a\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4e86\u4e0e Equivariant GNN \u76f8\u5f53\u7684\u6027\u80fd\u3002\u8fd9\u8868\u660e\uff0cGeoformer \u6a21\u578b\u4e3a\u57fa\u4e8e Transformer \u67b6\u6784\u7684\u5206\u5b50\u51e0\u4f55\u5efa\u6a21\u5f00\u521b\u4e86\u65b0\u7684\u53ef\u80fd\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u901a\u8fc7\u5bf9\u4e0d\u540c\u5206\u5b50\u7684\u4f4d\u7f6e\u7f16\u7801\u8fdb\u884c\u53ef\u89c6\u5316\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u4e0e\u53ea\u4f7f\u7528\u539f\u5b50\u95f4\u8ddd\u79bb\u7684\u5176\u4ed6\u4f4d\u7f6e\u7f16\u7801\u76f8\u6bd4\uff0cIPE\u80fd\u591f\u6355\u83b7\u66f4\u4e30\u5bcc\u7684\u4f4d\u7f6e\u4fe1\u606f\uff08\u56fe4\uff09\uff0c\u4ece\u800c\u53ef\u4ee5\u66f4\u5168\u9762\u5730\u63cf\u7ed8\u51fa\u5206\u5b50\u7ed3\u6784\u4e2d\u7684\u51e0\u4f55\u4fe1\u606f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"640\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-7-1024x640.png\" alt=\"\u56fe4\uff1aInteratomic Positional Encoding\uff08IPE\uff09\u5728QM9\u5206\u5b50\u4e0a\u7684\u53ef\u89c6\u5316\" class=\"wp-image-1072962\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-7-1024x640.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-7-300x188.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-7-768x480.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-7-240x150.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-7.png 1180w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aInteratomic Positional Encoding\uff08IPE\uff09\u5728QM9\u5206\u5b50\u4e0a\u7684\u53ef\u89c6\u5316<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research4\">\u901a\u8fc7\u5efa\u6a21\u7a7a\u95f4\u4fe1\u606f\u5b66\u4e60\u62d3\u6251\u4e0d\u53d8\u7684\u8111\u7535\u8868\u5f81<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"499\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-8-1024x499.png\" alt=\"paper screenshot\" class=\"wp-image-1072965\" style=\"width:626px;height:auto\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-8-1024x499.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-8-300x146.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-8-768x374.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-8-240x117.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-8.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/forum?id=hiOUySN0ub<\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/seqml.github.io\/MMM\/<\/p>\n\n\n\n<p>\u5728\u533b\u5b66\u76d1\u6d4b\u3001\u75be\u75c5\u8bca\u65ad\u3001\u5eb7\u590d\u6cbb\u7597\u4ee5\u53ca\u8111\u673a\u63a5\u53e3\u7cfb\u7edf\u7b49\u9886\u57df\uff0c\u5934\u76ae\u8111\u7535\u56fe\uff08Scalp EEG\uff09\u56e0\u5176\u975e\u4fb5\u5165\u6027\u548c\u4f4e\u6210\u672c\u7684\u4f18\u52bf\u800c\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002\u7136\u800c\uff0c\u867d\u7136 EEG \u4fe1\u53f7\u7684\u91c7\u96c6\u76f8\u5bf9\u5bb9\u6613\uff0c\u4f46\u5176\u89e3\u91ca\u548c\u6807\u8bb0\u5f80\u5f80\u9700\u8981\u5927\u91cf\u7684\u4e13\u4e1a\u4eba\u529b\u6210\u672c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u4e0d\u540c EEG \u8bb0\u5f55\u5728\u7535\u6781\u5e03\u7f6e\uff08montage\uff09\u548c\u91c7\u6837\u7387\u65b9\u9762\u5b58\u5728\u5dee\u5f02\uff0c\u8fd9\u4f7f\u5f97\u8de8\u6570\u636e\u96c6\u7684\u8054\u5408\u5b66\u4e60\u4e0e\u6a21\u578b\u8fc1\u79fb\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u6846\u67b6 MMM\uff0c\u65e8\u5728\u6709\u6548\u5229\u7528\u5927\u91cf\u6765\u81ea\u4e0d\u540c\u6570\u636e\u96c6\u7684\u65e0\u6807\u6ce8\u6570\u636e\u3002\u57fa\u4e8e MMM \u6846\u67b6\uff0c\u7814\u7a76\u5458\u4eec\u5efa\u7acb\u4e86\u8111\u7535\u4fe1\u53f7\u5904\u7406\u9886\u57df\u7b2c\u4e00\u4e2a\u53ef\u4ee5\u8de8\u6570\u636e\u96c6\u8bad\u7ec3\u5e76\u53ef\u5e94\u7528\u4e8e\u4e0b\u6e38\u4e0d\u540c\u4efb\u52a1\u7684\u57fa\u7840\u6a21\u578b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"569\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-9-1024x569.png\" alt=\"\u56fe5\uff1a(a) MMM \u603b\u4f53\u6846\u67b6\uff1b(b) \u6784\u5efa\u57fa\u4e8e\u8111\u533a\u7684\u533a\u57df\u7ea7\u522b\u8282\u70b9\uff1b(c) \u591a\u7ef4\u4f4d\u7f6e\u7f16\u7801\uff1b(d) \u533a\u57df\u8282\u70b9\u4e0e\u7535\u6781\u8282\u70b9\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u63a9\u7801\u77e9\u9635\" class=\"wp-image-1072968\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-9-1024x569.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-9-300x167.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-9-768x426.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-9-240x133.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-9.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a(a) MMM \u603b\u4f53\u6846\u67b6\uff1b(b) \u6784\u5efa\u57fa\u4e8e\u8111\u533a\u7684\u533a\u57df\u7ea7\u522b\u8282\u70b9\uff1b(c) \u591a\u7ef4\u4f4d\u7f6e\u7f16\u7801\uff1b(d) \u533a\u57df\u8282\u70b9\u4e0e\u7535\u6781\u8282\u70b9\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u63a9\u7801\u77e9\u9635<\/figcaption><\/figure>\n\n\n\n<p>\u57fa\u4e8e\u63a9\u7801\u81ea\u7f16\u7801\u5668\uff0cMMM \u6846\u67b6\u80fd\u591f\u5c06\u5177\u6709\u4e0d\u540c\u4f20\u611f\u5668\u914d\u7f6e\u7684EEG\u6570\u636e\u6620\u5c04\u5230\u7edf\u4e00\u7684\u8868\u793a\u4e2d\u3002\u7814\u7a76\u5458\u4eec\u6839\u636e\u795e\u7ecf\u79d1\u5b66\u4e2d\u7684\u53d1\u73b0\uff0c\u4e3a\u4e0d\u540c\u8111\u533a\u5f15\u5165\u4e86\u603b\u517117\u4e2a\u533a\u57df\u7ea7\u522b\u7684\u8282\u70b9\u6765\u4ece EEG \u901a\u9053\u4e2d\u63d0\u53d6\u5c40\u90e8\u4fe1\u606f\u3002\u8fd9\u4e9b\u7ecf\u8fc7\u826f\u597d\u5b66\u4e60\u7684\u533a\u57df\u7ea7\u522b\u8282\u70b9\u6784\u6210\u4e86\u7edf\u4e00\u7684\u9690\u8868\u793a\uff0c\u53ef\u4ee5\u5904\u7406\u4e0d\u540c\u7684\u4e0a\u6e38\u6570\u636e\u683c\u5f0f\u5e76\u5e94\u7528\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u3002\u6b64\u5916\uff0cMMM \u8fd8\u5f15\u5165\u591a\u7ef4\u4f4d\u7f6e\u7f16\u7801\u4ee5\u7f16\u7801\u4f20\u611f\u5668\u7684\u7a7a\u95f4\u4f4d\u7f6e\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u591a\u9636\u6bb5\u63a9\u7801\u7b56\u7565\u6765\u589e\u5f3a\u9690\u85cf\u8868\u793a\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30 MMM \u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u5458\u4eec\u5728\u60c5\u611f\u8bc6\u522b\u4efb\u52a1\u4e0a\u9a8c\u8bc1\u4e86\u8be5\u65b9\u6cd5\u5e76\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\u3002\u8fdb\u4e00\u6b65\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u901a\u8fc7\u5728\u5927\u91cf\u7684\u975e\u60c5\u611f\u68c0\u6d4b\u4efb\u52a1\u4e0b\u7684\u65e0\u6807\u6ce8\u8111\u7535\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0cMMM \u53ef\u4ee5\u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u53d6\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002\u8fd9\u4e5f\u8bc1\u660e\u4e86\u57fa\u7840\u6a21\u578b\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u8111\u7535\u6570\u636e\u96c6\u4e4b\u95f4\u5177\u6709\u5f3a\u5927\u7684\u8fc1\u79fb\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>EEG \u7684\u57fa\u7840\u6a21\u578b\u63d0\u9ad8\u4e86 EEG \u4fe1\u53f7\u5904\u7406\u7684\u6548\u7387\u3001\u901a\u7528\u6027\u3001\u51c6\u786e\u6027\u3002\u7814\u7a76\u5458\u4eec\u671f\u5f85\u5b83\u5728\u66f4\u591a EEG \u76f8\u5173\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u4e2a\u6027\u5316\u533b\u7597\u3001\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u4ee5\u53ca\u8111\u673a\u63a5\u53e3\u6280\u672f\u7b49\u9886\u57df\u4e2d\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research5\">\u7528\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u57fa\u4e8e\u5d4c\u5165\u7684\u6587\u6863\u7d22\u5f15<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"536\" height=\"277\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-10.png\" alt=\"paper screenshot\" class=\"wp-image-1072971\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-10.png 536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-10-300x155.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-10-240x124.png 240w\" sizes=\"auto, (max-width: 536px) 100vw, 536px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2309.13335<\/p>\n\n\n\n<p>\u76ee\u524d\u6587\u6863\u68c0\u7d22\u6709\u4e09\u7c7b\u65b9\u6cd5\uff0c\u5206\u522b\u662f\u57fa\u4e8e\u8bcd\u8bed\u3001\u5d4c\u5165\u3001\u751f\u6210\u3002\u57fa\u4e8e\u8bcd\u8bed\u7684\u65b9\u6cd5\u80fd\u591f\u6784\u5efa\u5355\u8bcd\u6216\u77ed\u8bed\u7684\u5012\u6392\u7d22\u5f15\uff0c\u4f46\u65e0\u6cd5\u5229\u7528\u8bed\u4e49\u4fe1\u606f\u3002\u57fa\u4e8e\u5d4c\u5165\u7684\u65b9\u6cd5\u53ef\u7528\u53cc\u5854\u67b6\u6784\u5c06\u67e5\u8be2\u548c\u6587\u6863\u7f16\u7801\u4e3a\u5d4c\u5165\u5411\u91cf\uff0c\u7136\u540e\u5e94\u7528\u8fd1\u4f3c\u6700\u8fd1\u90bb\uff08ANN\uff09\u641c\u7d22\uff0c\u4f46\u4f18\u5316\u76ee\u6807\u4f1a\u88ab\u5206\u6210\u4e24\u4e2a\u9636\u6bb5\uff0c\u4e14 ANN \u548c\u6700\u8fd1\u90bb\u7684\u53ec\u56de\u6027\u80fd\u5b58\u5728\u4e00\u5b9a\u5dee\u8ddd\u3002\u57fa\u4e8e\u751f\u6210\u7684\u65b9\u6cd5\u91c7\u7528\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u6a21\u578b\u76f4\u63a5\u8f93\u5165\u67e5\u8be2\u3001\u8f93\u51fa\u6587\u6863\u6807\u8bc6\u7b26\uff0c\u5728\u5c0f\u8bed\u6599\u5e93\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u7531\u4e8e\u9ad8\u5ef6\u8fdf\u5f88\u96be\u6269\u5c55\u5230\u5927\u8bed\u6599\u5e93\uff0c\u4e14\u8bed\u6599\u5e93\u4e0d\u53ef\u53d8\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u6a21\u578b\u589e\u5f3a\u5411\u91cf\u7d22\u5f15 MEVI\uff0c\u517c\u5177\u9ad8\u53ec\u56de\u7387\u548c\u8f83\u5feb\u68c0\u7d22\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u6b8b\u5dee\u91cf\u5316\uff08RQ\uff09\u7801\u672c\u5bf9\u6587\u6863\u8fdb\u884c\u805a\u7c7b\uff0cRQ\u7801\u672c\u4fdd\u7559\u4e86\u6587\u6863\u7c07\u7684\u5c42\u6b21\u7ed3\u6784\uff0c\u9002\u5408\u81ea\u56de\u5f52\u751f\u6210\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u6784\u5efa\u4e86\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b\u3002\u8f93\u5165\u67e5\u8be2\u540e\uff0c\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b\u53ef\u4ee5\u6839\u636eRQ\u7801\u672c\u76f4\u63a5\u751f\u6210\u865a\u62df\u96c6\u7fa4\u6807\u8bc6\u7b26\uff0c\u7136\u540e\u7528 ANN \u5728\u865a\u62df\u96c6\u7fa4\u4e2d\u641c\u7d22\u76f8\u5173\u6587\u6863\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u7ecf\u8fc7\u6570\u636e\u589e\u5f3a\u7684\u67e5\u8be2-\u6587\u6863\u5bf9\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff1b\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5219\u4f7f\u7528\u6ce2\u675f\u641c\u7d22\u6839\u636e RQ \u7801\u672c\u68c0\u7d22 top-K \u4e2a\u96c6\u7fa4\uff0c\u5e76\u5728\u96c6\u7fa4\u4e2d\u7528 ANN \u641c\u7d22\u67e5\u8be2\u5d4c\u5165\u3002<\/p>\n\n\n\n<p>MEVI \u7684\u8bbe\u8ba1\u89e3\u51b3\u4e86\u4f20\u7edf\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff1aRQ \u7801\u672c\u5927\u5c0f\u9002\u4e2d\uff0c\u4f7f\u81ea\u56de\u5f52\u89e3\u7801\u5668\u5ef6\u8fdf\u8f83\u4f4e\uff1b\u540c\u65f6\uff0c\u65b0\u6587\u6863\u4e5f\u53ef\u4ee5\u63d2\u5165\u5230\u5bf9\u5e94\u96c6\u7fa4\u4e2d\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u53ec\u56de\u6027\u80fd\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5c06\u751f\u6210\u7684\u6587\u6863\u96c6\u7fa4\u548c\u57fa\u4e8e\u5d4c\u5165\u65b9\u6cd5\u5f97\u5230\u7684\u6587\u6863\u8fdb\u884c\u4e86\u96c6\u6210\uff0c\u540c\u65f6\u53d1\u6325\u4e8c\u8005\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"738\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-11-1024x738.png\" alt=\"\u56fe6\uff1aMEVI \u6846\u67b6\u56fe\" class=\"wp-image-1072974\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-11-1024x738.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-11-300x216.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-11-768x554.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-11-240x173.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-11.png 1429w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aMEVI \u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u9009\u53d6\u4e86 AR2 \u548c T5-ANCE \u6a21\u578b\u4f5c\u4e3a\u57fa\u4e8e\u5d4c\u5165\u7684\u65b9\u6cd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cMEVI \u663e\u8457\u63d0\u9ad8\u4e86\u53ec\u56de\u7387\uff0c\u5728 MSMARCO Passage \u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86+3.62%\u7684 MRR@10\u3001+7.32%\u7684R@50\u3001+10.54%\u7684R@1000\uff0c\u5728 Natural Questions \u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86+5.04%\u7684R@5\u3001+5.46%\u7684R@20\uff0c+5.96%\u7684R@100\u3002MEVI \u8fd8\u5177\u6709\u8f83\u4f4e\u5ef6\u8fdf\uff0c\u4e14\u80fd\u591f\u652f\u6301\u52a8\u6001\u8bed\u6599\u5e93\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research6\">\u5173\u4e8e\u6269\u6563\u6a21\u578b\u7684\u6cdb\u5316\u6027\u8d28<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"494\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-12-1024x494.png\" alt=\"paper screenshot\" class=\"wp-image-1072977\" style=\"width:667px;height:auto\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-12-1024x494.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-12-300x145.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-12-768x370.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-12-240x116.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-12.png 1124w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=hCUG1MCFk5<\/p>\n\n\n\n<p>\u6269\u6563\u6a21\u578b\u5728\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u90fd\u53d6\u5f97\u4e86\u7a7a\u524d\u7684\u6210\u529f\uff0c\u5305\u62ec\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u591a\u6a21\u6001\u5b66\u4e60\u3001AI4Science 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"820\" height=\"934\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-13.png\" alt=\"\u56fe7\uff1a\u76ee\u6807\u5206\u5e03\u7684\u805a\u7c7b\u4e2d\u5fc3\u4e4b\u95f4\u7684\u8ddd\u79bb\u8d8a\u8fdc\uff0c\u6269\u6563\u6a21\u578b\u5b66\u4e60\u548c\u751f\u6210\u7684\u6548\u679c\u8d8a\u5dee\" class=\"wp-image-1072980\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-13.png 820w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-13-263x300.png 263w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-13-768x875.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-13-158x180.png 158w\" sizes=\"auto, (max-width: 820px) 100vw, 820px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\u76ee\u6807\u5206\u5e03\u7684\u805a\u7c7b\u4e2d\u5fc3\u4e4b\u95f4\u7684\u8ddd\u79bb\u8d8a\u8fdc\uff0c\u6269\u6563\u6a21\u578b\u5b66\u4e60\u548c\u751f\u6210\u7684\u6548\u679c\u8d8a\u5dee<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research7\">TextDiffuser\uff1a\u8ba9\u6587\u672c\u6e32\u67d3\u4e0d\u518d\u6210\u4e3a\u6269\u6563\u6a21\u578b\u7684\u96be\u9898<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"264\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-14-1024x264.png\" alt=\"paper screenshot\" class=\"wp-image-1072983\" style=\"width:700px;height:auto\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-14-1024x264.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-14-300x77.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-14-768x198.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-14-240x62.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-14.png 1267w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>TextDiffuser \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=ke3RgcDmfO<\/p>\n\n\n\n<p>TextDiffuser-2 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2311.16465v1.pdf<\/p>\n\n\n\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/unilm\/tree\/master\/textdiffuser<\/p>\n\n\n\n<p>Demo \u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/spaces\/JingyeChen22\/TextDiffuser<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u6587\u672c\u751f\u6210\u56fe\u50cf\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5373\u4fbf\u662f\u6700\u5148\u8fdb\u7684\u6280\u672f\uff0c\u4e5f\u9762\u4e34\u7740\u4e00\u4e2a\u5171\u540c\u7684\u6311\u6218\uff1a\u5982\u4f55\u7a33\u5b9a\u4e14\u6e05\u6670\u5730\u5728\u56fe\u50cf\u4e2d\u6e32\u67d3\u6587\u672c\u3002\u8fd9\u4e2a\u95ee\u9898\u5c24\u5176\u5f71\u54cd\u4e86\u56fe\u50cf\u7684\u7f8e\u89c2\u548c\u5b9e\u7528\u6027\u3002\u6587\u672c\u5728\u6211\u4eec\u751f\u6d3b\u4e2d\u65e0\u5904\u4e0d\u5728\uff0c\u4ece\u5e7f\u544a\u6d77\u62a5\u5230\u4e66\u7c4d\u5c01\u9762\uff0c\u518d\u5230\u8def\u724c\u6307\u793a\uff0c\u5b83\u4eec\u90fd\u8574\u542b\u7740\u91cd\u8981\u7684\u4fe1\u606f\u3002\u5982\u679c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u80fd\u591f\u9ad8\u6548\u4e14\u51c6\u786e\u5730\u751f\u6210\u5305\u542b\u6587\u672c\u7684\u56fe\u50cf\uff0c\u8fd9\u5c06\u6781\u5927\u5730\u63a8\u52a8\u8bbe\u8ba1\u548c\u89c6\u89c9\u827a\u672f\u9886\u57df\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u63d0\u51fa\u4e86 TextDiffuser \u6a21\u578b\u3002\u8be5\u6a21\u578b\u5305\u542b\u4e24\u4e2a\u9636\u6bb5\u7684\u5de5\u4f5c\uff1a\u9996\u5148\uff0c\u901a\u8fc7\u7528\u6237\u7684\u63d0\u793a\uff08prompt\uff09\u786e\u5b9a\u6587\u672c\u7684\u5e03\u5c40\uff1b\u5176\u6b21\uff0c\u7ed3\u5408\u8fd9\u4e00\u5e03\u5c40\u548c\u63d0\u793a\u751f\u6210\u56fe\u50cf\u3002TextDiffuser \u5229\u7528 Layout Transformer \u6280\u672f\uff0c\u81ea\u56de\u5f52\u5730\u751f\u6210\u4e86\u6bcf\u4e2a\u5173\u952e\u8bcd\u7684\u5750\u6807\u6846\uff0c\u4e3a\u6bcf\u4e2a\u5b57\u7b26\u63d0\u4f9b\u4e86\u7cbe\u786e\u7684\u63a7\u5236\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\u4e2d\uff0c\u901a\u8fc7\u5bf9 Stable Diffusion \u67b6\u6784\u7684\u6539\u8fdb\uff0c\u6a21\u578b\u80fd\u591f\u5728\u6307\u5b9a\u4f4d\u7f6e\u751f\u6210\u6e05\u6670\u7684\u5b57\u7b26\u3002TextDiffuser \u8fd8\u5f15\u5165\u4e86\u56fe\u50cf\u8865\u5168\u4efb\u52a1\uff0c\u5141\u8bb8\u7528\u6237\u5728\u5df2\u6709\u56fe\u50cf\u4e2d\u4fee\u6539\u6587\u672c\u533a\u57df\uff0c\u4e3a\u521b\u610f\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"640\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-15-1024x640.png\" alt=\"\u56fe8\uff1aTextDiffuser \u6846\u67b6\u56fe\uff0c\u5305\u542b\u4e24\u4e2a\u9636\u6bb5\uff1a\u5e03\u5c40\u751f\u6210\u4e0e\u56fe\u50cf\u751f\u6210\" class=\"wp-image-1072986\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-15-1024x640.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-15-300x188.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-15-768x480.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-15-240x150.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-15.png 1267w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe8\uff1aTextDiffuser \u6846\u67b6\u56fe\uff0c\u5305\u542b\u4e24\u4e2a\u9636\u6bb5\uff1a\u5e03\u5c40\u751f\u6210\u4e0e\u56fe\u50cf\u751f\u6210<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u652f\u6301\u8fd9\u4e00\u6280\u672f\uff0c\u56e2\u961f\u6784\u5efa\u4e86\u5305\u542b1000\u4e07\u5f20\u6587\u672c\u56fe\u50cf\u7684 MARIO-10M \u6570\u636e\u96c6\uff0c\u5e76\u8bbe\u8ba1\u4e86 MARIO-Eval \u6587\u672c\u6e32\u67d3\u4efb\u52a1\u7684\u5927\u89c4\u6a21\u57fa\u51c6\u3002\u5b9e\u9a8c\u5206\u6790\uff0cTextDiffuser \u5728\u6587\u672c\u6e32\u67d3\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u73b0\u6709\u7684\u6587\u672c\u751f\u6210\u56fe\u50cf\u65b9\u6cd5\u3002\u7528\u6237\u8c03\u7814\u4e5f\u8868\u660e\u7528\u6237\u5bf9 TextDiffuser \u7684\u751f\u6210\u7ed3\u679c\u9ad8\u5ea6\u6ee1\u610f\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8fd1\u65e5 TextDiffuser-2 \u7684\u53d1\u5e03\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u56fe\u50cf\u6e32\u67d3\u7684\u591a\u6837\u6027\u548c\u7075\u6d3b\u6027\u3002TextDiffuser \u7684\u63a8\u51fa\u548c\u6301\u7eed\u53d1\u5c55\u5728\u201c\u56fe\u50cf\u4e2d\u51c6\u786e\u6e32\u67d3\u6587\u672c\u201d\u8fd9\u4e00\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u8fdb\u6b65\u3002\u672a\u6765\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u7ee7\u7eed\u5728\u8fd9\u4e00\u9886\u57df\u6df1\u5165\u7814\u7a76\u548c\u63a2\u7d22\uff0c\u89e3\u51b3\u66f4\u591a\u590d\u6742\u7684\u89c6\u89c9\u548c\u6587\u672c\u7ed3\u5408\u95ee\u9898\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"813\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-16-1024x813.png\" alt=\"\u56fe9\uff1a\u4e0e\u73b0\u6709\u6587\u672c\u751f\u6210\u56fe\u50cf\u65b9\u6cd5\u76f8\u6bd4\uff0cTextDiffuser \u53ef\u4ee5\u751f\u6210\u6b63\u786e\u7684\u6587\u672c\uff0c\u5e76\u4e14\u6587\u672c\u4e0e\u80cc\u666f\u878d\u5408\u5ea6\u8f83\u9ad8\" class=\"wp-image-1072989\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-16-1024x813.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-16-300x238.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-16-768x610.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-16-227x180.png 227w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-5-16.png 1269w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe9\uff1a\u4e0e\u73b0\u6709\u6587\u672c\u751f\u6210\u56fe\u50cf\u65b9\u6cd5\u76f8\u6bd4\uff0cTextDiffuser \u53ef\u4ee5\u751f\u6210\u6b63\u786e\u7684\u6587\u672c\uff0c\u5e76\u4e14\u6587\u672c\u4e0e\u80cc\u666f\u878d\u5408\u5ea6\u8f83\u9ad8<\/figcaption><\/figure>\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\u670816\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u4eba\u5de5\u667a\u80fd\u76db\u4f1a\u4e4b\u4e00 NeurIPS \u5927\u4f1a\u5c06\u5728\u7f8e\u56fd\u4e3e\u529e\u3002\u6240\u4ee5\uff0c\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728 NeurIPS 2023 \u4e0a\u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u9886\u57df\u6db5\u76d6\u6587\u672c\u5c5e\u6027\u56fe\u3001\u8bed\u97f3\u7f16\u8f91\u3001\u5206\u5b50\u5efa\u6a21\u3001\u8111\u7535\u4fe1\u53f7\u5904\u7406\u3001\u6587\u6863\u7d22\u5f15\u3001\u6269\u6563\u6a21\u578b\u6cdb\u5316\u3001\u6587\u672c\u6e32\u67d3\u7b49\u3002 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. \u6587\u672c\u56fe\u4e0a\u7efc\u5408\u6027\u7814\u7a76\uff1a\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6df1\u5ea6\u601d\u800302. AUDIT\uff1a\u9075\u5faa\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u97f3\u9891\u7f16\u8f91\u6a21\u578b03. Geoformer\uff1a\u91c7\u7528\u539f\u5b50\u95f4\u76f8\u5bf9\u51e0\u4f55\u4f4d\u7f6e\u7f16\u7801\u7684\u5206\u5b50\u5efa\u6a21Transformer04. \u901a\u8fc7\u5efa\u6a21\u7a7a\u95f4\u4fe1\u606f\u5b66\u4e60\u62d3\u6251\u4e0d\u53d8\u7684\u8111\u7535\u8868\u5f8105. \u7528\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u57fa\u4e8e\u5d4c\u5165\u7684\u6587\u6863\u7d22\u5f1506. \u5173\u4e8e\u6269\u6563\u6a21\u578b\u7684\u6cdb\u5316\u6027\u8d2807. TextDiffuser\uff1a\u8ba9\u6587\u672c\u6e32\u67d3\u4e0d\u518d\u6210\u4e3a\u6269\u6563\u6a21\u578b\u7684\u96be\u9898 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=m2mbfoSuJ1 \u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/sktsherlock\/TAG-Benchmark \u5728\u73b0\u5b9e\u4e16\u754c\u7684\u56fe\u4e2d\uff0c\u8282\u70b9\u4e0e\u6587\u672c\u5c5e\u6027\u662f\u76f8\u4e92\u5173\u8054\u7684\uff0c\u6587\u672c\u5c5e\u6027\u56fe\u5219\u7531\u6b64\u5f62\u6210\u3002\u5176\u5b9e\uff0c\u6587\u672c\u56fe\u666e\u904d\u5b58\u5728\u4e8e\u5404\u79cd\u573a\u666f\uff0c\u4f8b\u5982\u793e\u4ea4\u7f51\u7edc\u4e2d\u6bcf\u4e2a\u7528\u6237\u90fd\u6709\u76f8\u5e94\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u5f15\u6587\u7f51\u7edc\u4e2d\u6bcf\u7bc7\u8bba\u6587\u4e5f\u6709\u5176\u5bf9\u5e94\u7684\u6587\u672c\u5185\u5bb9\u3002\u6587\u672c\u56fe\u4e0a\u5b66\u4e60\u65b9\u6cd5\u7684\u63a2\u7d22\u5df2\u6210\u4e3a\u56fe\u5b66\u4e60\u3001\u4fe1\u606f\u68c0\u7d22\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u591a\u4e2a\u9886\u57df\u7684\u91cd\u70b9\u7814\u7a76\u65b9\u5411\u3002 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