{"id":1077165,"date":"2024-02-02T11:56:00","date_gmt":"2024-02-02T19:56:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1077165"},"modified":"2024-09-25T04:26:06","modified_gmt":"2024-09-25T11:26:06","slug":"microsoft-research-forum","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/microsoft-research-forum\/","title":{"rendered":"Microsoft Research Forum\u9996\u671f\u4e0a\u7ebf\uff1a\u63a2\u7d22\u901a\u7528\u578b\u4eba\u5de5\u667a\u80fd\u7684\u524d\u6cbf\u7814\u7a76"},"content":{"rendered":"\n<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u4e0a\u7ebf\u4e86\u9762\u5411\u5168\u7403\u7814\u7a76\u754c\u7684\u5168\u65b0\u7ebf\u4e0a\u7cfb\u5217\u6d3b\u52a8 Microsoft Research Forum\uff0c\u65e8\u5728\u5171\u540c\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u6700\u65b0\u7814\u7a76\u8fdb\u5c55\u3001\u5927\u80c6\u65b0\u9896\u7684\u60f3\u6cd5\u4ee5\u53ca\u5168\u7403\u7814\u7a76\u754c\u5173\u6ce8\u7684\u91cd\u8981\u8bae\u9898\u3002\u6765\u81ea\u5fae\u8f6f\u7814\u7a76\u9662\u5168\u7403\u5404\u5730\u7684\u7814\u7a76\u4eba\u5458\u5c06\u5206\u4eab\u4ed6\u4eec\u7684\u7814\u7a76\u6d1e\u89c1\uff0c\u5e76\u4e0e\u5927\u5bb6\u8fdb\u884c\u5728\u7ebf\u8ba8\u8bba\uff0c\u5e0c\u671b\u78b0\u649e\u51fa\u66f4\u591a\u65b0\u7684\u601d\u60f3\u706b\u82b1\u3002<\/p>\n\n\n\n<p>\u9996\u671f Microsoft Research Forum \u805a\u7126\u4e8e\u201c\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u4e0b\u4e00\u4e2a\u65f6\u4ee3\u201d\uff08The Next Era of AI Research\uff09\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u5feb\u901f\u53d1\u5c55\u4e0d\u65ad\u5728\u5546\u4e1a\u548c\u79d1\u5b66\u9886\u57df\u5f97\u5230\u65b0\u7684\u5e94\u7528\uff0c\u79d1\u7814\u4eba\u5458\u4eec\u4e5f\u5728\u6301\u7eed\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u7814\u7a76\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5728\u9996\u671f Microsoft Research Forum \u4e2d\u5c31\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u6700\u65b0\u7a81\u7834\u3001\u4eba\u5de5\u667a\u80fd\u5728\u91cd\u8981\u79d1\u5b66\u6311\u6218\u4e2d\u7684\u65b0\u5e94\u7528\u3001\u6a21\u578b\u8bc4\u4f30\u548c\u7406\u89e3\u7684\u65b0\u65b9\u6cd5\u4ee5\u53ca\u5176\u4ed6\u5173\u952e\u7814\u7a76\u8bfe\u9898\u65b9\u9762\u8fdb\u884c\u4e86\u4ea4\u6d41\u4e0e\u63a2\u8ba8\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u9996\u671f Microsoft Research Forum \u5404\u4e2a\u73af\u8282\u7684\u7b80\u8981\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<p>\u89c2\u770b\u5404\u73af\u8282\u5b8c\u6574\u89c6\u9891\u56de\u653e\u8bf7\u70b9\u51fb\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/quarterly-brief\/jan-2024-brief\/\">https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/quarterly-brief\/jan-2024-brief\/<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3b\u9898\u6f14\u8bb2-\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u7814\u7a76\">\u4e3b\u9898\u6f14\u8bb2\uff1a\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u7814\u7a76<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720.jpg\" alt=\"Research Forum January 2024 - Peter Lee\" class=\"wp-image-1002807\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Peter-Keynote_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u5168\u7403\u8d44\u6df1\u526f\u603b\u88c1\u3001\u5168\u7403\u7814\u7a76\u4e0e\u521b\u65b0\u5b75\u5316\u8d1f\u8d23\u4eba Peter Lee<\/em><\/figcaption><\/figure>\n\n\n\n<p>2023\u5e74\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6765\u8bf4\u662f\u975e\u51e1\u7684\u4e00\u5e74\uff0c\u8fd9\u4e00\u5e74\u53d8\u5316\u8fc5\u731b\uff0c\u901a\u7528\u578b\u4eba\u5de5\u667a\u80fd\u7684\u706b\u82b1\u6b63\u5728\u6d8c\u73b0\u3002\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e5f\u5728\u5f71\u54cd\u7740\u7814\u7a76\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5bf9\u4e8e\u9020\u798f\u793e\u4f1a\u7684\u6280\u672f\u521b\u65b0\u800c\u8a00\uff0c\u7814\u7a76\u53d8\u5f97\u524d\u6240\u672a\u6709\u5730\u91cd\u8981\u3002\u867d\u7136\u6211\u4eec\u6709\u5145\u5206\u7684\u7406\u7531\u5bf9\u672a\u6765\u6301\u4e50\u89c2\u6001\u5ea6\uff0c\u4f46\u6211\u4eec\u4e5f\u5fc5\u987b\u6e05\u9192\u5730\u770b\u5230\u98ce\u9669\u548c\u5c40\u9650\u6027\u2014\u2014\u8fd9\u4e5f\u662f\u7814\u7a76\u53ef\u4ee5\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u7684\u53e6\u4e00\u4e2a\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5f00\u653e\u4e0e\u534f\u4f5c\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e3a\u4e86\u63a8\u52a8\u7814\u7a76\u7684\u53d1\u5c55\uff0c\u8fd8\u80fd\u786e\u4fdd\u6280\u672f\u5f00\u53d1\u7684\u5b89\u5168\u6027\u548c\u9053\u5fb7\u4f7f\u7528\u3002\u5fae\u8f6f\u59cb\u7ec8\u81f4\u529b\u4e8e\u6253\u9020\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u5e76\u5c06\u5176\u6df1\u5ea6\u878d\u5165\u4e86\u516c\u53f8\u7684\u6bcf\u4e2a\u5de5\u7a0b\u56e2\u961f\uff0c\u800c\u4e14\u8fd8\u6db5\u76d6\u4e86\u8d22\u52a1\u3001\u5b89\u5168\u548c\u6cd5\u52a1\u7b49\u804c\u80fd\u90e8\u95e8\u3002\u672a\u6765\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u4e0e\u66f4\u5e7f\u6cdb\u7684\u7814\u7a76\u793e\u533a\u7d27\u5bc6\u5408\u4f5c\u3002<\/p>\n\n\n\n<p>\u5728\u533b\u5b66\u548c\u6750\u6599\u79d1\u5b66\u9886\u57df\uff0c\u76ee\u524d\u6b63\u8fce\u6765\u4e00\u4e9b\u6781\u5177\u524d\u666f\u4e14\u5207\u5b9e\u53ef\u884c\u7684\u8fdb\u5c55\u3002\u4f8b\u5982\uff0c<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.msra.cn\/zh-cn\/news\/headlines\/ghddi-msr-ai4s\">\u5fae\u8f6f\u7814\u7a76\u9662\u79d1\u5b66\u667a\u80fd\u4e2d\u5fc3\u6b63\u5728\u4e0e\u5168\u7403\u5065\u5eb7\u836f\u7269\u7814\u53d1\u4e2d\u5fc3\uff08GHDDI\uff09\u5408\u4f5c<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\uff0c\u52a0\u901f\u4f20\u67d3\u75c5\u6cbb\u7597\u65b0\u65b9\u6cd5\u7684\u7814\u53d1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5706\u684c\u8ba8\u8bba-\u4eba\u5de5\u667a\u80fd\u524d\u6cbf\">\u5706\u684c\u8ba8\u8bba\uff1a\u4eba\u5de5\u667a\u80fd\u524d\u6cbf<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720.jpg\" alt=\"Research Forum January 2024 - panel discussion with Ashley Llorens, Sebastien Bubeck, Ahmed Awadallah, and Ece Kamar\" class=\"wp-image-1002804\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Panel-discussion_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u5706\u684c\u8ba8\u8bba\u5609\u5bbe\uff08\u4ece\u5de6\u81f3\u53f3\uff09\uff1a\u5fae\u8f6f\u7814\u7a76\u9662\u526f\u603b\u88c1\u3001\u5fae\u8f6f\u6770\u51fa\u9996\u5e2d\u79d1\u5b66\u5bb6 Ashley Llorens\uff0cMicrosoft GenAI \u526f\u603b\u88c1S\u00e9bastien Bubeck\uff0c\u5fae\u8f6f\u7814\u7a76\u9662 AI Frontiers \u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458 Ahmed Awadallah\uff0c\u5fae\u8f6f\u7814\u7a76\u9662 AI Frontier \u9662\u957f Ece Kamar<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5706\u684c\u8ba8\u8bba\u5609\u5bbe\u63a2\u8ba8\u4e86\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7684\u613f\u666f\u4ee5\u53ca\u9700\u8981\u514b\u670d\u7684\u6311\u6218\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d85\u8d8a\u8bed\u8a00\uff0c\u6784\u5efa\u73b0\u5b9e\u4e16\u754c\u7684\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u3002\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u4ec5\u80fd\u56de\u7b54\u95ee\u9898\uff0c\u5b83\u8fd8\u80fd\u66f4\u597d\u5730\u7406\u89e3\u4eba\u4eec\u7684\u76ee\u6807\u548c\u610f\u56fe\uff0c\u4ece\u800c\u6539\u53d8\u4eba\u4eec\u7684\u751f\u6d3b\u3002<\/li>\n\n\n\n<li>\u9664\u4e86\u5c1d\u8bd5\u8ba9\u4eba\u5de5\u667a\u80fd\u6a21\u4eff\u4eba\u7c7b\u7684\u601d\u7ef4\u4e4b\u5916\uff0c\u4eba\u5de5\u667a\u80fd\u662f\u5426\u80fd\u591f\u9610\u660e\u4eba\u7c7b\u601d\u7ef4\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u5e76\u63ed\u793a\u63a8\u7406\u7684\u57fa\u7840\uff1f<\/li>\n\n\n\n<li>\u7f29\u5c0f\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6709\u52a9\u4e8e\u964d\u4f4e\u6210\u672c\u5e76\u63d0\u9ad8\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u90a3\u4e48\u5982\u4f55\u5c06\u95ee\u9898\u8fdb\u884c\u62c6\u89e3\u5e76\u52a0\u4ee5\u89e3\u51b3\uff1f\u5982\u4f55\u964d\u4f4e\u5927\u6570\u636e\u3001\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u548c\u5927\u89c4\u6a21\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\uff1f<\/li>\n\n\n\n<li>\u6211\u4eec\u662f\u5426\u80fd\u591f\u521b\u5efa\u826f\u6027\u7684\u53cd\u9988\u5faa\u73af\uff0c\u8ba9\u4eba\u5de5\u667a\u80fd\u4ece\u4f7f\u7528\u8005\u8eab\u4e0a\u5b66\u4e60\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u5730\u4ece\u9759\u6001\u4fe1\u606f\u5e93\u4e2d\u63d0\u4f9b\u7b54\u6848\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u6b64\u5916\uff0c\u5609\u5bbe\u4eec\u8fd8\u8ba8\u8bba\u4e86\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\u3002\u8fc7\u53bb\u4e09\u5230\u4e94\u5e74\u7684\u65f6\u95f4\u7ebf\u73b0\u5728\u88ab\u538b\u7f29\u5230\u4ec5\u9700\u77ed\u77ed\u51e0\u5468\u3002\u5728\u8fd9\u6837\u7684\u73af\u5883\u4e0b\uff0c\u5408\u4f5c\u5bf9\u4e8e\u628a\u60f3\u6cd5\u5feb\u901f\u843d\u5730\u5e76\u6269\u5927\u8de8\u7ec4\u7ec7\u7684\u5b9e\u9a8c\u89c4\u6a21\u6765\u8bf4\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u95ea\u7535\u6f14\u8bb2\">\u95ea\u7535\u6f14\u8bb2<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4f7f\u7528\u5c42\u9009\u62e9\u6027\u79e9\u964d-laser-\u6539\u8fdb\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u63a8\u7406\">\u4f7f\u7528\u5c42\u9009\u62e9\u6027\u79e9\u964d LASER \u6539\u8fdb\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u63a8\u7406<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720.jpg\" alt=\"Research Forum January 2024 - Dipendra Misra\" class=\"wp-image-1002795\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Dipendra-Lightning1_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u7ebd\u7ea6\u7814\u7a76\u9662\u548c AI Frontiers \u9ad8\u7ea7\u7814\u7a76\u5458 Dipendra Misra<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5f7b\u5e95\u6539\u53d8\u4e86\u673a\u5668\u5b66\u4e60\u3002\u968f\u7740 LLMs \u6280\u672f\u7684\u53d1\u5c55\uff0c\u7814\u7a76\u4eba\u5458\u5c1d\u8bd5\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5e72\u9884\uff0c\u5e76\u89c2\u5bdf\u5e72\u9884\u4f1a\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002\u8be5\u6f14\u8bb2\u4ecb\u7ecd\u4e86\u4e00\u79cd\u65b0\u7684\u5e72\u9884\u65b9\u6cd5 LASER\uff0c\u53ef\u4ee5\u63d0\u9ad8 LLMs \u7684\u51c6\u786e\u6027\uff0c\u540c\u65f6\u51cf\u5c11\u5176\u5185\u5b58\u5360\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u7840\u6a21\u578b\u7684\u8bc4\u4f30\u548c\u7406\u89e3\">\u57fa\u7840\u6a21\u578b\u7684\u8bc4\u4f30\u548c\u7406\u89e3<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720.jpg\" alt=\"Research Forum January 2024 - Besmira Nushi\" class=\"wp-image-1002792\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Besmira-Lightning2_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u7814\u7a76\u9662 AI Frontiers \u9996\u5e2d\u7814\u7a76\u5458 Besmira Nushi<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u6a21\u578b\u8bc4\u4f30\u548c\u7406\u89e3\u662f\u4eba\u5de5\u667a\u80fd\u521b\u65b0\u7684\u6307\u5357\u3002\u4f46\u6a21\u578b\u8bc4\u4f30\u975e\u5e38\u56f0\u96be\uff0c\u65b0\u7684\u751f\u6210\u4efb\u52a1\u7ed9\u8bc4\u4f30\u548c\u7406\u89e3\u5e26\u6765\u4e86\u65b0\u7684\u6311\u6218\u3002\u672c\u6b21\u6f14\u8bb2\u63a2\u8ba8\u4e86\u7814\u7a76\u5458\u4eec\u5728\u8bc4\u6d4b\u3001\u7406\u89e3\u548c\u52a0\u901f\u6a21\u578b\u6539\u8fdb\u65b9\u9762\u6240\u505a\u7684\u5de5\u4f5c\uff0c\u8be5\u5de5\u4f5c\u6709\u52a9\u4e8e\u63a8\u52a8\u79d1\u5b66\u754c\u7406\u89e3\u548c\u7814\u7a76\u65b0\u7684\u667a\u80fd\u5f62\u5f0f\u548c\u6c34\u5e73\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e0e\u7ed3\u6784\u751f\u7269\u5b66\u7684\u7ed3\u5408-\u5e73\u8861\u5206\u5e03\u9884\u6d4b\">\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e0e\u7ed3\u6784\u751f\u7269\u5b66\u7684\u7ed3\u5408\uff1a\u5e73\u8861\u5206\u5e03\u9884\u6d4b<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720.jpg\" alt=\"Research Forum January 2024 - Shuxin Zheng\" class=\"wp-image-1002816\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Shuxin-Lightning4_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u7814\u7a76\u9662\u79d1\u5b66\u667a\u80fd\u4e2d\u5fc3\u9996\u5e2d\u7814\u7a76\u5458\u90d1\u4e66\u65b0<\/em><\/figcaption><\/figure>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.msra.cn\/zh-cn\/news\/features\/distributional-graphormer\">\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6 Distributional Graphormer (DIG)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;\u53ef\u7528\u4e8e\u89e3\u51b3\u5206\u5b50\u79d1\u5b66\u4e2d\u7684\u4e00\u4e2a\u57fa\u7840\u6311\u6218\u2014\u2014\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u86cb\u767d\u8d28\u7ed3\u6784\u3002DIG \u4f7f\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6765\u89e3\u51b3\u9884\u6d4b\u5e73\u8861\u6001\u4e0b\u5206\u5b50\u7ed3\u6784\u7684\u5206\u5e03\uff0c\u4e3a\u5206\u5b50\u79d1\u5b66\u7814\u7a76\u5e26\u6765\u4e86\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u53ef\u80fd\u3002\u901a\u8fc7\u4e86\u89e3\u5206\u5b50\u7684\u4e0d\u540c\u72b6\u6001\u548c\u884c\u4e3a\uff0c\u79d1\u5b66\u5bb6\u53ef\u4ee5\u5728\u5f00\u53d1\u65b0\u836f\u3001\u521b\u9020\u5148\u8fdb\u6750\u6599\u548c\u7406\u89e3\u751f\u7269\u8fc7\u7a0b\u65b9\u9762\u53d6\u5f97\u7a81\u7834\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5229\u7528-ai-\u589e\u5f3a\u4eba\u7c7b\u8ba4\u77e5\u548c\u51b3\u7b56\u80fd\u529b\">\u5229\u7528 AI \u589e\u5f3a\u4eba\u7c7b\u8ba4\u77e5\u548c\u51b3\u7b56\u80fd\u529b<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720.jpg\" alt=\"Research Forum January 2024 - Jake Hofman\" class=\"wp-image-1002801\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Jake-Lightning3_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u7ebd\u7ea6\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458 Jake Hofman<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3001\u63d0\u9ad8\u751f\u4ea7\u529b\uff0c\u5e76\u4ee5\u53ef\u6301\u7eed\u7684\u65b9\u5f0f\u63d0\u5347\u81ea\u5df1\uff1f\u6709\u4e9b\u6280\u672f\u53ef\u4ee5\u63d0\u4f9b\u77ed\u671f\u5e2e\u52a9\uff0c\u5374\u65e0\u6cd5\u63d0\u4f9b\u6301\u4e45\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f8b\u5982\uff0c\u4f9d\u9760\u62fc\u5199\u68c0\u67e5\u5668\u53ef\u80fd\u65e0\u6cd5\u771f\u6b63\u63d0\u9ad8\u4e00\u4e2a\u4eba\u6b63\u786e\u62fc\u5199\u7684\u80fd\u529b\u3002\u672c\u6b21\u6f14\u8bb2\u63a2\u8ba8\u4e86\u8bbe\u8ba1\u548c\u4f7f\u7528\u8f85\u52a9\u51b3\u7b56\u7684 AI \u5de5\u5177\u65f6\u7684\u4e0d\u540c\u9009\u62e9\uff0c\u5e76\u5f3a\u8c03\u4e86\u4e3a\u5b9e\u73b0\u5229\u76ca\u6700\u5927\u5316\u548c\u98ce\u9669\u6700\u5c0f\u5316\uff0c\u4e25\u683c\u8bc4\u4f30\u548c\u5b9e\u9a8c\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"kahani-\u901a\u8fc7\u6587\u5316\u4e0a\u7ec6\u817b\u7684\u56fe\u50cf\u8fdb\u884c\u89c6\u89c9\u53d9\u4e8b\">Kahani\uff1a\u901a\u8fc7\u6587\u5316\u4e0a\u7ec6\u817b\u7684\u56fe\u50cf\u8fdb\u884c\u89c6\u89c9\u53d9\u4e8b<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720.jpg\" alt=\"Research Forum January 2024 - Sameer Segal\" class=\"wp-image-1002813\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Sameer-Lightning5_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u5370\u5ea6\u7814\u7a76\u9662\u9996\u5e2d\u7814\u53d1\u5de5\u7a0b\u5e08 Sameer Segal<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u56fe\u50cf\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u4ece\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e2d\u751f\u6210\u89c6\u89c9\u4e0a\u4ee4\u4eba\u60ca\u53f9\u7684\u56fe\u50cf\uff0c\u7136\u800c\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u6587\u5316\u610f\u8bc6\uff0c\u611f\u53d7\u4e0d\u5230\u6587\u5316\u4e0a\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u4f9d\u8d56\u4e8e\u6a21\u5f0f\u5316\u7684\u77e5\u8bc6\uff0c\u65e0\u6cd5\u7406\u89e3\u5f53\u5730\u8bed\u8a00\u3002\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u9700\u8981\u5927\u91cf\u7684\u4fee\u590d\u5de5\u4f5c\uff0c\u4f8b\u5982\u5bf9\u6a21\u578b\u8fdb\u884c\u4fee\u6539\u6216\u8005\u5927\u91cf\u5fae\u8c03\u3002\u56fe\u50cf\u751f\u6210\u4e5f\u53ef\u80fd\u9700\u8981\u590d\u6742\u7684\u63d0\u793a\u8bcd\uff0c\u8fd9\u90fd\u8d85\u51fa\u4e86\u8bb8\u591a\u5916\u884c\u4eba\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u672c\u6b21\u6f14\u8bb2\u4ecb\u7ecd\u4e86\u5fae\u8f6f\u7814\u7a76\u9662\u7684 Kahani \u9879\u76ee\uff0c\u8be5\u9879\u76ee\u81f4\u529b\u4e8e\u5f00\u53d1\u4e00\u4e2a\u89c6\u89c9\u53d9\u4e8b\u539f\u578b\uff0c\u5141\u8bb8\u4eba\u4eec\u7528\u5f53\u5730\u8bed\u8a00\u8fdb\u884c\u63cf\u8ff0\uff0c\u5373\u53ef\u521b\u5efa\u89c6\u89c9\u4e0a\u60ca\u8273\u548c\u6587\u5316\u4e0a\u7ec6\u817b\u7684\u56fe\u50cf\u3002Kahani \u5229\u7528\u4e86\u6700\u5148\u8fdb\u7684\u6280\u672f\uff08\u5982\u4fee\u590d\uff09\u4ee5\u53ca Segment Anything\u3001GPT-4V(ision) \u7b49\u6a21\u578b\u4e3a\u5019\u9009\u56fe\u50cf\u751f\u6210\u53cd\u9988\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u66f4\u591a\u9879\u76ee\u4ecb\u7ecd\">\u66f4\u591a\u9879\u76ee\u4ecb\u7ecd<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720.jpg\" alt=\"Research Forum January 2024 - Ashley Llorens\" class=\"wp-image-1002714\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720.jpg 1280w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-300x169.jpg 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-1024x576.jpg 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-768x432.jpg 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-1066x600.jpg 1066w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-655x368.jpg 655w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-343x193.jpg 343w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-240x135.jpg 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-640x360.jpg 640w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/01\/RF-2024Jan_Ashley_Close_1280x720-960x540.jpg 960w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><figcaption class=\"wp-element-caption\"><em>\u6f14\u8bb2\u4eba\uff1a\u5fae\u8f6f\u7814\u7a76\u9662\u526f\u603b\u88c1\u3001\u5fae\u8f6f\u6770\u51fa\u9996\u5e2d\u79d1\u5b66\u5bb6 Ashley Llorens<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u7684\u52a0\u901f\u53d1\u5c55\u51f8\u663e\u4e86\u8de8\u5b66\u79d1\u3001\u8de8\u7ec4\u7ec7\u548c\u8de8\u5730\u57df\u53c2\u4e0e\u7684\u91cd\u8981\u6027\u3002\u672c\u73af\u8282\u4ecb\u7ecd\u4e86\u5fae\u8f6f\u7814\u7a76\u9662 AI & Society Fellows \u9879\u76ee\u7684\u9996\u6279\u7814\u7a76\u5458\uff0c\u8be5\u9879\u76ee\u65e8\u5728\u4fc3\u8fdb\u6df1\u5165\u7684\u8de8\u5b66\u79d1\u5408\u4f5c\uff0c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u5bf9\u4eba\u7c7b\u548c\u793e\u4f1a\u7684\u4ef7\u503c\u3002\u6b64\u5916\uff0c\u672c\u73af\u8282\u8fd8\u4ecb\u7ecd\u4e86\u52a0\u901f\u57fa\u7840\u6a21\u578b\u7814\u7a76\uff08AFMR\uff09\u9879\u76ee\uff0c\u8be5\u9879\u76ee\u901a\u8fc7\u8d44\u52a9\uff0c\u8ba9\u5b66\u672f\u7814\u7a76\u56e2\u961f\u53ef\u4ee5\u8bbf\u95ee\u4f7f\u7528\u5fae\u8f6f Azure \u4e0a\u6258\u7ba1\u7684\u5148\u8fdb\u7684\u6a21\u578b\u3002\u622a\u6b62\u76ee\u524d\uff0cAFMR \u9879\u76ee\u6b63\u5728\u652f\u6301\u5168\u740380\u4e2a\u7814\u7a76\u673a\u6784\u7684\u8fd1200\u4e2a\u9879\u76ee\uff0c\u5305\u62ec\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u521b\u65b0\u548c\u8bc4\u4f30\u3001\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u3001\u5065\u5eb7\u3001\u7528\u4e8e\u79d1\u5b66\u53d1\u73b0\u7684\u4eba\u5de5\u667a\u80fd\u7b49\u65b9\u9762\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u6b22\u8fce\u6ce8\u518c Microsoft Research Forum\uff0c\u5171\u540c\u63a2\u8ba8\u62d3\u5c55\u79d1\u6280\u8fb9\u754c\u7684\u524d\u6cbf\u7814\u7a76\u3002<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/register.researchforum.microsoft.com\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/register.researchforum.microsoft.com<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u4e0a\u7ebf\u4e86\u9762\u5411\u5168\u7403\u7814\u7a76\u754c\u7684\u5168\u65b0\u7ebf\u4e0a\u7cfb\u5217\u6d3b\u52a8 Microsoft Research Forum\uff0c\u65e8\u5728\u5171\u540c\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u6700\u65b0\u7814\u7a76\u8fdb\u5c55\u3001\u5927\u80c6\u65b0\u9896\u7684\u60f3\u6cd5\u4ee5\u53ca\u5168\u7403\u7814\u7a76\u754c\u5173\u6ce8\u7684\u91cd\u8981\u8bae\u9898\u3002\u6765\u81ea\u5fae\u8f6f\u7814\u7a76\u9662\u5168\u7403\u5404\u5730\u7684\u7814\u7a76\u4eba\u5458\u5c06\u5206\u4eab\u4ed6\u4eec\u7684\u7814\u7a76\u6d1e\u89c1\uff0c\u5e76\u4e0e\u5927\u5bb6\u8fdb\u884c\u5728\u7ebf\u8ba8\u8bba\uff0c\u5e0c\u671b\u78b0\u649e\u51fa\u66f4\u591a\u65b0\u7684\u601d\u60f3\u706b\u82b1\u3002 \u9996\u671f Microsoft Research Forum \u805a\u7126\u4e8e\u201c\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u4e0b\u4e00\u4e2a\u65f6\u4ee3\u201d\uff08The Next Era of AI Research\uff09\u3002\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7684\u5feb\u901f\u53d1\u5c55\u4e0d\u65ad\u5728\u5546\u4e1a\u548c\u79d1\u5b66\u9886\u57df\u5f97\u5230\u65b0\u7684\u5e94\u7528\uff0c\u79d1\u7814\u4eba\u5458\u4eec\u4e5f\u5728\u6301\u7eed\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u7840\u7814\u7a76\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5728\u9996\u671f Microsoft Research Forum \u4e2d\u5c31\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u6700\u65b0\u7a81\u7834\u3001\u4eba\u5de5\u667a\u80fd\u5728\u91cd\u8981\u79d1\u5b66\u6311\u6218\u4e2d\u7684\u65b0\u5e94\u7528\u3001\u6a21\u578b\u8bc4\u4f30\u548c\u7406\u89e3\u7684\u65b0\u65b9\u6cd5\u4ee5\u53ca\u5176\u4ed6\u5173\u952e\u7814\u7a76\u8bfe\u9898\u65b9\u9762\u8fdb\u884c\u4e86\u4ea4\u6d41\u4e0e\u63a2\u8ba8\u3002 \u4e0b\u9762\u662f\u9996\u671f Microsoft Research Forum \u5404\u4e2a\u73af\u8282\u7684\u7b80\u8981\u4ecb\u7ecd\u3002 \u89c2\u770b\u5404\u73af\u8282\u5b8c\u6574\u89c6\u9891\u56de\u653e\u8bf7\u70b9\u51fb\u94fe\u63a5\uff1a https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/quarterly-brief\/jan-2024-brief\/ 2023\u5e74\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6765\u8bf4\u662f\u975e\u51e1\u7684\u4e00\u5e74\uff0c\u8fd9\u4e00\u5e74\u53d8\u5316\u8fc5\u731b\uff0c\u901a\u7528\u578b\u4eba\u5de5\u667a\u80fd\u7684\u706b\u82b1\u6b63\u5728\u6d8c\u73b0\u3002\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e5f\u5728\u5f71\u54cd\u7740\u7814\u7a76\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u5bf9\u4e8e\u9020\u798f\u793e\u4f1a\u7684\u6280\u672f\u521b\u65b0\u800c\u8a00\uff0c\u7814\u7a76\u53d8\u5f97\u524d\u6240\u672a\u6709\u5730\u91cd\u8981\u3002\u867d\u7136\u6211\u4eec\u6709\u5145\u5206\u7684\u7406\u7531\u5bf9\u672a\u6765\u6301\u4e50\u89c2\u6001\u5ea6\uff0c\u4f46\u6211\u4eec\u4e5f\u5fc5\u987b\u6e05\u9192\u5730\u770b\u5230\u98ce\u9669\u548c\u5c40\u9650\u6027\u2014\u2014\u8fd9\u4e5f\u662f\u7814\u7a76\u53ef\u4ee5\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u7684\u53e6\u4e00\u4e2a\u65b9\u5411\u3002 \u56e0\u6b64\uff0c\u5f00\u653e\u4e0e\u534f\u4f5c\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e3a\u4e86\u63a8\u52a8\u7814\u7a76\u7684\u53d1\u5c55\uff0c\u8fd8\u80fd\u786e\u4fdd\u6280\u672f\u5f00\u53d1\u7684\u5b89\u5168\u6027\u548c\u9053\u5fb7\u4f7f\u7528\u3002\u5fae\u8f6f\u59cb\u7ec8\u81f4\u529b\u4e8e\u6253\u9020\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u5e76\u5c06\u5176\u6df1\u5ea6\u878d\u5165\u4e86\u516c\u53f8\u7684\u6bcf\u4e2a\u5de5\u7a0b\u56e2\u961f\uff0c\u800c\u4e14\u8fd8\u6db5\u76d6\u4e86\u8d22\u52a1\u3001\u5b89\u5168\u548c\u6cd5\u52a1\u7b49\u804c\u80fd\u90e8\u95e8\u3002\u672a\u6765\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u4e0e\u66f4\u5e7f\u6cdb\u7684\u7814\u7a76\u793e\u533a\u7d27\u5bc6\u5408\u4f5c\u3002 \u5728\u533b\u5b66\u548c\u6750\u6599\u79d1\u5b66\u9886\u57df\uff0c\u76ee\u524d\u6b63\u8fce\u6765\u4e00\u4e9b\u6781\u5177\u524d\u666f\u4e14\u5207\u5b9e\u53ef\u884c\u7684\u8fdb\u5c55\u3002\u4f8b\u5982\uff0c\u5fae\u8f6f\u7814\u7a76\u9662\u79d1\u5b66\u667a\u80fd\u4e2d\u5fc3\u6b63\u5728\u4e0e\u5168\u7403\u5065\u5eb7\u836f\u7269\u7814\u53d1\u4e2d\u5fc3\uff08GHDDI\uff09\u5408\u4f5c (opens in new tab)\uff0c\u52a0\u901f\u4f20\u67d3\u75c5\u6cbb\u7597\u65b0\u65b9\u6cd5\u7684\u7814\u53d1\u3002 \u5706\u684c\u8ba8\u8bba\u5609\u5bbe\u63a2\u8ba8\u4e86\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7684\u613f\u666f\u4ee5\u53ca\u9700\u8981\u514b\u670d\u7684\u6311\u6218\uff1a \u6b64\u5916\uff0c\u5609\u5bbe\u4eec\u8fd8\u8ba8\u8bba\u4e86\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\u3002\u8fc7\u53bb\u4e09\u5230\u4e94\u5e74\u7684\u65f6\u95f4\u7ebf\u73b0\u5728\u88ab\u538b\u7f29\u5230\u4ec5\u9700\u77ed\u77ed\u51e0\u5468\u3002\u5728\u8fd9\u6837\u7684\u73af\u5883\u4e0b\uff0c\u5408\u4f5c\u5bf9\u4e8e\u628a\u60f3\u6cd5\u5feb\u901f\u843d\u5730\u5e76\u6269\u5927\u8de8\u7ec4\u7ec7\u7684\u5b9e\u9a8c\u89c4\u6a21\u6765\u8bf4\u5c24\u4e3a\u91cd\u8981\u3002 \u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5f7b\u5e95\u6539\u53d8\u4e86\u673a\u5668\u5b66\u4e60\u3002\u968f\u7740 LLMs \u6280\u672f\u7684\u53d1\u5c55\uff0c\u7814\u7a76\u4eba\u5458\u5c1d\u8bd5\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5e72\u9884\uff0c\u5e76\u89c2\u5bdf\u5e72\u9884\u4f1a\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002\u8be5\u6f14\u8bb2\u4ecb\u7ecd\u4e86\u4e00\u79cd\u65b0\u7684\u5e72\u9884\u65b9\u6cd5 LASER\uff0c\u53ef\u4ee5\u63d0\u9ad8 LLMs \u7684\u51c6\u786e\u6027\uff0c\u540c\u65f6\u51cf\u5c11\u5176\u5185\u5b58\u5360\u7528\u3002 \u6a21\u578b\u8bc4\u4f30\u548c\u7406\u89e3\u662f\u4eba\u5de5\u667a\u80fd\u521b\u65b0\u7684\u6307\u5357\u3002\u4f46\u6a21\u578b\u8bc4\u4f30\u975e\u5e38\u56f0\u96be\uff0c\u65b0\u7684\u751f\u6210\u4efb\u52a1\u7ed9\u8bc4\u4f30\u548c\u7406\u89e3\u5e26\u6765\u4e86\u65b0\u7684\u6311\u6218\u3002\u672c\u6b21\u6f14\u8bb2\u63a2\u8ba8\u4e86\u7814\u7a76\u5458\u4eec\u5728\u8bc4\u6d4b\u3001\u7406\u89e3\u548c\u52a0\u901f\u6a21\u578b\u6539\u8fdb\u65b9\u9762\u6240\u505a\u7684\u5de5\u4f5c\uff0c\u8be5\u5de5\u4f5c\u6709\u52a9\u4e8e\u63a8\u52a8\u79d1\u5b66\u754c\u7406\u89e3\u548c\u7814\u7a76\u65b0\u7684\u667a\u80fd\u5f62\u5f0f\u548c\u6c34\u5e73\u3002 \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6 Distributional Graphormer (DIG) (opens in new tab)&nbsp;\u53ef\u7528\u4e8e\u89e3\u51b3\u5206\u5b50\u79d1\u5b66\u4e2d\u7684\u4e00\u4e2a\u57fa\u7840\u6311\u6218\u2014\u2014\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u86cb\u767d\u8d28\u7ed3\u6784\u3002DIG \u4f7f\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6765\u89e3\u51b3\u9884\u6d4b\u5e73\u8861\u6001\u4e0b\u5206\u5b50\u7ed3\u6784\u7684\u5206\u5e03\uff0c\u4e3a\u5206\u5b50\u79d1\u5b66\u7814\u7a76\u5e26\u6765\u4e86\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u53ef\u80fd\u3002\u901a\u8fc7\u4e86\u89e3\u5206\u5b50\u7684\u4e0d\u540c\u72b6\u6001\u548c\u884c\u4e3a\uff0c\u79d1\u5b66\u5bb6\u53ef\u4ee5\u5728\u5f00\u53d1\u65b0\u836f\u3001\u521b\u9020\u5148\u8fdb\u6750\u6599\u548c\u7406\u89e3\u751f\u7269\u8fc7\u7a0b\u65b9\u9762\u53d6\u5f97\u7a81\u7834\u3002 \u4eba\u5de5\u667a\u80fd\u5982\u4f55\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3001\u63d0\u9ad8\u751f\u4ea7\u529b\uff0c\u5e76\u4ee5\u53ef\u6301\u7eed\u7684\u65b9\u5f0f\u63d0\u5347\u81ea\u5df1\uff1f\u6709\u4e9b\u6280\u672f\u53ef\u4ee5\u63d0\u4f9b\u77ed\u671f\u5e2e\u52a9\uff0c\u5374\u65e0\u6cd5\u63d0\u4f9b\u6301\u4e45\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f8b\u5982\uff0c\u4f9d\u9760\u62fc\u5199\u68c0\u67e5\u5668\u53ef\u80fd\u65e0\u6cd5\u771f\u6b63\u63d0\u9ad8\u4e00\u4e2a\u4eba\u6b63\u786e\u62fc\u5199\u7684\u80fd\u529b\u3002\u672c\u6b21\u6f14\u8bb2\u63a2\u8ba8\u4e86\u8bbe\u8ba1\u548c\u4f7f\u7528\u8f85\u52a9\u51b3\u7b56\u7684 AI \u5de5\u5177\u65f6\u7684\u4e0d\u540c\u9009\u62e9\uff0c\u5e76\u5f3a\u8c03\u4e86\u4e3a\u5b9e\u73b0\u5229\u76ca\u6700\u5927\u5316\u548c\u98ce\u9669\u6700\u5c0f\u5316\uff0c\u4e25\u683c\u8bc4\u4f30\u548c\u5b9e\u9a8c\u7684\u91cd\u8981\u6027\u3002 \u56fe\u50cf\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u4ece\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e2d\u751f\u6210\u89c6\u89c9\u4e0a\u4ee4\u4eba\u60ca\u53f9\u7684\u56fe\u50cf\uff0c\u7136\u800c\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u6587\u5316\u610f\u8bc6\uff0c\u611f\u53d7\u4e0d\u5230\u6587\u5316\u4e0a\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u8fd9\u4e9b\u6a21\u578b\u53ef\u80fd\u4f9d\u8d56\u4e8e\u6a21\u5f0f\u5316\u7684\u77e5\u8bc6\uff0c\u65e0\u6cd5\u7406\u89e3\u5f53\u5730\u8bed\u8a00\u3002\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u9700\u8981\u5927\u91cf\u7684\u4fee\u590d\u5de5\u4f5c\uff0c\u4f8b\u5982\u5bf9\u6a21\u578b\u8fdb\u884c\u4fee\u6539\u6216\u8005\u5927\u91cf\u5fae\u8c03\u3002\u56fe\u50cf\u751f\u6210\u4e5f\u53ef\u80fd\u9700\u8981\u590d\u6742\u7684\u63d0\u793a\u8bcd\uff0c\u8fd9\u90fd\u8d85\u51fa\u4e86\u8bb8\u591a\u5916\u884c\u4eba\u7684\u80fd\u529b\u3002 \u672c\u6b21\u6f14\u8bb2\u4ecb\u7ecd\u4e86\u5fae\u8f6f\u7814\u7a76\u9662\u7684 [&hellip;]<\/p>\n","protected":false},"author":42735,"featured_media":1077375,"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":0,"footnotes":""},"research-area":[],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1077165","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1077165","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/users\/42735"}],"version-history":[{"count":2,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1077165\/revisions"}],"predecessor-version":[{"id":1077378,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1077165\/revisions\/1077378"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/media\/1077375"}],"wp:attachment":[{"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1077165"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1077165"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1077165"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1077165"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}