{"id":1085598,"date":"2024-09-19T20:35:00","date_gmt":"2024-09-20T03:35:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1085598"},"modified":"2024-11-21T02:00:26","modified_gmt":"2024-11-21T10:00:26","slug":"new-arrival-in-research-15","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-15\/","title":{"rendered":"\u91d1\u878d\u6a21\u578b\u3001LLMs\u7ed3\u6784\u5316\u526a\u679d\u3001\u591a\u6a21\u6001\u5bf9\u9f50\u3001AI\u82af\u7247\u6df1\u5ea6\u5b66\u4e60\u7f16\u8bd1\u5668"},"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>\u672c\u671f\uff0c\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u5fc3\u6311\u9009\u4e864\u7bc7\u8bba\u6587\uff0c\u5185\u5bb9\u6db5\u76d6\u91d1\u878d\u5e02\u573a\u5143\u667a\u80fd\u4f53\u6a21\u578b\u3001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u6784\u5316\u526a\u679d\u3001\u591a\u6a21\u6001\u611f\u77e5\u4e2d\u7684\u6a21\u6001\u5bf9\u9f50\u4ee5\u53ca AI \u82af\u7247\u7684\u6df1\u5ea6\u5b66\u4e60\u7f16\u8bd1\u5668\uff0c\u611f\u5174\u8da3\u7684\u670b\u53cb\u5feb\u6765\u770b\u770b\u5427\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n<p>01. \u901a\u8fc7\u6269\u5c55\u5f0f\u6a21\u6001\uff0c\u5bf9\u9f50\u63a8\u52a8\u591a\u6a21\u6001\u611f\u77e5<\/p>\n\n\n\n<p>02. \u57fa\u4e8e\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53\uff0c\u5b9e\u73b0\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210<\/p>\n\n\n\n<p>03. NutePrune\uff1a\u91c7\u7528\u591a\u4e2a\u6559\u5e08\u6a21\u578b\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9ad8\u6548\u6e10\u8fdb\u5f0f\u526a\u679d<\/p>\n\n\n\n<p>04. T10\uff1a\u5206\u5e03\u5f0f\u5185\u5b58AI\u82af\u7247\u7684\u8ba1\u7b97\u65b0\u6a21\u5f0f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"01-\u901a\u8fc7\u6269\u5c55\u5f0f\u6a21\u6001-\u5bf9\u9f50\u63a8\u52a8\u591a\u6a21\u6001\u611f\u77e5\">01. \u901a\u8fc7\u6269\u5c55\u5f0f\u6a21\u6001\uff0c\u5bf9\u9f50\u63a8\u52a8\u591a\u6a21\u6001\u611f\u77e5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"935\" height=\"331\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-1.png\" alt=\"paper screenshot\" class=\"wp-image-1085613\" style=\"width:574px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-1.png 935w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-1-300x106.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-1-768x272.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-1-240x85.png 240w\" sizes=\"auto, (max-width: 935px) 100vw, 935px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2407.17777v1\">https:\/\/arxiv.org\/abs\/2407.17777v1<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u611f\u77e5\uff08sensing\uff09\u6280\u672f\u5982\u4eca\u5df2\u88ab\u5e7f\u6cdb\u5730\u5e94\u7528\u4e8e\u5404\u79cd\u9886\u57df\u3002\u4eba\u4eec\u63a2\u7d22\u4e86\u8bb8\u591a\u611f\u77e5\u6a21\u6001\uff0c\u5982\u8fd0\u52a8\u4f20\u611f\u5668\uff08IMU\uff09\u3001\u6beb\u7c73\u6ce2\u96f7\u8fbe\u3001\u6fc0\u5149\u96f7\u8fbe\u3001Wi-Fi\u3001\u8d85\u58f0\u7b49\u3002\u6bcf\u4e00\u79cd\u6a21\u6001\u90fd\u4e3a\u611f\u77e5\u4e16\u754c\u63d0\u4f9b\u4e86\u72ec\u7279\u800c\u4e92\u8865\u7684\u89c6\u89d2\uff0c\u56e0\u6b64\u4eba\u4eec\u901a\u5e38\u540c\u65f6\u90e8\u7f72\u591a\u79cd\u6a21\u6001\u611f\u77e5\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u7bc7\u8bba\u6587\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4f7f\u7528\u6a21\u6001\u5bf9\u9f50\u7684\u65b9\u6cd5\u6765\u8fdb\u4e00\u6b65\u63a8\u8fdb\u591a\u6a21\u6001\u611f\u77e5\u3002\u6a21\u6001\u5bf9\u9f50\u662f\u5c06\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u53f7\u6295\u5c04\u5230\u7edf\u4e00\u7684\u7279\u5f81\u7a7a\u95f4\u4e2d\uff0c\u5982\u56fe1\u6240\u793a\u3002\u5bf9\u9f50\u7684\u8fc7\u7a0b\u662f\u5229\u7528\u591a\u79cd\u65b9\u5f0f\u6765\u589e\u5f3a\u591a\u6a21\u6001\u611f\u77e5\uff1a\u9996\u5148\uff0c\u5bf9\u9f50\u662f\u901a\u8fc7\u4e00\u4e2a\u6a21\u6001\u6765\u91cd\u6784\u53e6\u4e00\u79cd\u6a21\u6001\u7684\u7279\u5f81\uff0c\u56e0\u6b64\u6a21\u6001\u95f4\u80fd\u591f\u4e92\u8865\uff1b\u5176\u6b21\uff0c\u7edf\u4e00\u7684\u7279\u5f81\u7a7a\u95f4\u53ef\u4ee5\u8ba9\u591a\u79cd\u6a21\u6001\u878d\u5408\uff08fusion\uff09\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u591a\u79cd\u5bf9\u9f50\u7684\u611f\u77e5\u6a21\u6001\u8fd8\u6709\u6f5c\u529b\u50ac\u751f\u65b0\u7684\u5e94\u7528\uff1a\u5229\u7528\u7edf\u4e00\u7684\u7279\u5f81\u7a7a\u95f4\uff0c\u4e00\u79cd\u611f\u77e5\u6a21\u6001\u7684\u4fe1\u53f7\u53ef\u4ee5\u88ab\u7528\u6765\u68c0\u7d22\u53e6\u4e00\u79cd\u6a21\u6001\u7684\u8868\u8fbe\uff0c\u4f8b\u5982\uff0c\u901a\u8fc7 Wi-Fi \u4fe1\u9053\u7684\u72b6\u6001\u4fe1\u606f\uff08CSI\uff09\u83b7\u53d6\u89c6\u89c9\u8868\u793a\uff0c\u4ece\u800c\u5b9e\u73b0 Wi-Fi \u4fe1\u53f7\u6210\u50cf\uff1b\u8de8\u6a21\u6001\u7684\u5bf9\u9f50\u7279\u5f81\u4e5f\u53ef\u4ee5\u81ea\u7136\u5730\u5c06\u611f\u77e5\u80fd\u529b\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8fdb\u884c\u8fde\u63a5\uff0c\u8ba9\u5927\u6a21\u578b\u66f4\u597d\u5730\u4e0e\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"703\" height=\"409\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-2.png\" alt=\"\u5c06\u591a\u79cd\u611f\u77e5\u6a21\u6001\u5bf9\u9f50\u5230\u7edf\u4e00\u7279\u5f81\u7a7a\u95f4\u4e2d\uff0c\u4ee5\u589e\u5f3a\u611f\u77e5\u5e76\u5b9e\u73b0\u65b0\u7684\u611f\u77e5\u5e94\u7528\" class=\"wp-image-1085619\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-2.png 703w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-2-300x175.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-2-480x280.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-2-240x140.png 240w\" sizes=\"auto, (max-width: 703px) 100vw, 703px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u5c06\u591a\u79cd\u611f\u77e5\u6a21\u6001\u5bf9\u9f50\u5230\u7edf\u4e00\u7279\u5f81\u7a7a\u95f4\u4e2d\uff0c\u4ee5\u589e\u5f3a\u611f\u77e5\u5e76\u5b9e\u73b0\u65b0\u7684\u611f\u77e5\u5e94\u7528<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5bf9\u9f50\u591a\u79cd\u611f\u77e5\u6a21\u6001\uff0c,\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 BABEL \u6846\u67b6\uff0c\u5305\u62ec\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3001\u6570\u636e\u51c6\u5907\u4e0e\u5904\u7406\uff0c\u4ee5\u53ca\u8bad\u7ec3\u7b56\u7565\u3002\u4f5c\u4e3a\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u9884\u8bad\u7ec3\u591a\u6a21\u6001\u611f\u77e5\u795e\u7ecf\u7f51\u7edc\uff0cBABEL \u76ee\u524d\u5bf9\u9f50\u4e86\u516d\u79cd\u5e7f\u6cdb\u5e94\u7528\u7684\u611f\u77e5\u6a21\u6001\uff0c\u5305\u62ec Wi-Fi\u3001\u6beb\u7c73\u6ce2\u3001IMU\u3001LiDAR\u3001\u89c6\u89c9\u4e0e\u6df1\u5ea6\u3002BABEL \u7684\u5173\u952e\u601d\u60f3\u662f\u5c06 N \u6a21\u6001\u5bf9\u9f50\u8f6c\u5316\u4e3a\u4e00\u7cfb\u5217\u7684\u4e24\u6a21\u6001\u5bf9\u9f50\u8fc7\u7a0b\uff0c\u4ece\u800c\u514b\u670d\u611f\u77e5\u7814\u7a76\u4e2d\u6570\u636e\u4e25\u91cd\u7f3a\u4e4f\u7684\u95ee\u9898\uff0c\u7279\u522b\u662f\u5b8c\u5168\u914d\u5bf9\u6570\u636e\u7684\u7a00\u7f3a\u3002\u540c\u65f6\uff0cBABEL 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\u4e0d\u4ec5\u6709\u6548\u5730\u878d\u5408\u4e86\u591a\u4e2a\u611f\u77e5\u6a21\u6001\uff08\u51c6\u786e\u6027\u63d0\u5347\u9ad8\u8fbe22%\uff09\uff0c\u800c\u4e14\u8fd8\u63d0\u9ad8\u4e86\u5355\u4e2a\u6a21\u6001\u7684\u6027\u80fd\uff08\u5e73\u5747\u51c6\u786e\u6027\u63d0\u9ad8\u4e8612%\uff09\u3002\u5229\u7528 BABEL\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8ba8\u8bba\u5e76\u521d\u6b65\u5b9e\u73b0\u4e86\u8de8\u611f\u77e5\u6a21\u6001\u68c0\u7d22\uff0c\u4ee5\u53ca\u5c06\u611f\u77e5\u6a21\u6001\u4e0e LLMs \u8fdb\u884c\u6574\u5408\u7b49\u524d\u6cbf\u7814\u7a76\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"02-\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53-\u5b9e\u73b0\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210\">02. \u57fa\u4e8e\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53\uff0c\u5b9e\u73b0\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"645\" height=\"264\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-3.png\" alt=\"paper screenshot\" class=\"wp-image-1085616\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-3.png 645w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-3-300x123.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-3-240x98.png 240w\" sizes=\"auto, (max-width: 645px) 100vw, 645px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2408.12991\">https:\/\/arxiv.org\/abs\/2408.12991<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u751f\u6210\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u5a92\u4f53\u5408\u6210\u548c\u533b\u7597\u5e94\u7528\u7b49\u9886\u57df\u5c55\u73b0\u4e86\u60ca\u4eba\u7684\u80fd\u529b\uff0c\u4f46\u5728\u91d1\u878d\u6570\u636e\u9886\u57df\u7684\u5e94\u7528\u4ecd\u7136\u6709\u9650\u3002\u76ee\u524d\u5927\u591a\u6570\u91d1\u878d\u6295\u8d44\u7814\u7a76\u4f9d\u8d56\u4e8e\u5bf9\u5e02\u573a\u91cf\u4ef7\u6570\u636e\u7684\u56de\u653e\uff0c\u7136\u800c\u8fd9\u79cd\u65b9\u5f0f\u96be\u4ee5\u8003\u8651\u771f\u5b9e\u5e02\u573a\u4e2d\u7684\u53c2\u4e0e\u8005\u535a\u5f08\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8ba2\u5355\u5c42\u7ea7\u7684\u5e02\u573a\u6a21\u62df\u63d0\u4f9b\u4e86\u6700\u7ec6\u7c92\u5ea6\u4e14\u66f4\u5177\u4e92\u52a8\u6027\u548c\u771f\u5b9e\u6027\u7684\u73af\u5883\uff0c\u5bf9\u7814\u7a76\u91d1\u878d\u5e02\u573a\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5df2\u6709\u5de5\u4f5c\u5c1d\u8bd5\u901a\u8fc7\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u65b9\u6cd5\u6a21\u62df\u8ba2\u5355\u5c42\u7ea7\u7684\u91d1\u878d\u5e02\u573a\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u667a\u80fd\u4f53\u548c\u57fa\u4e8e\u5b66\u4e60\u7684\u667a\u80fd\u4f53\uff0c\u76ee\u7684\u662f\u590d\u5236\u771f\u5b9e\u5e02\u573a\u4e2d\u89c2\u5bdf\u5230\u7684\u7279\u5f81\u6027\u4e8b\u5b9e\uff08stylized facts\uff09\uff0c\u5982\u6ce2\u52a8\u805a\u96c6\u3002\u4f46\u73b0\u6709\u65b9\u6cd5\u6a21\u62df\u7684\u771f\u5b9e\u5ea6\u4ecd\u7136\u6709\u9650\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4eec\u4e0d\u5177\u5907\u5bf9\u751f\u6210\u5e02\u573a\u7684\u53ef\u63a7\u6027\uff0c\u800c\u53ef\u63a7\u6027\u5bf9\u4e8e\u53cd\u4e8b\u5b9e\u53d1\u73b0\u7b49\u4e0b\u6e38\u4efb\u52a1\u5341\u5206\u5173\u952e\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210\u95ee\u9898\uff0c\u5e76\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53\u6a21\u578b DiGA \u6765\u89e3\u51b3\u8be5\u95ee\u9898\u3002\u4e3a\u4e86\u5411\u91d1\u878d\u5e02\u573a\u751f\u6210\u5efa\u6a21\u4e2d\u5f15\u5165\u53ef\u63a7\u6027\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u95ee\u9898\u8868\u8ff0\u4e3a\u4e00\u4e2a\u6761\u4ef6\u751f\u6210\u4efb\u52a1\uff0c\u4ee5\u4ef7\u683c\u7684\u5355\u65e5\u53d8\u5316\u7387\u3001\u65e5\u5185\u632f\u5e45\u6216\u65e5\u5185\u6ce2\u52a8\u7387\u4e3a\u751f\u6210\u76ee\u6807\u6784\u5efa\u7279\u5b9a\u573a\u666f\uff08\u5982\u6025\u5267\u4e0b\u8dcc\u6216\u6781\u7aef\u6ce2\u52a8\uff09\u3002\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u5efa\u7acb\u6761\u4ef6\u6269\u6563\u6a21\u578b\u6765\u6355\u6349\u5206\u949f\u7ea7\u522b\u7684\u5e02\u573a\u52a8\u6001\uff0c\u8868\u793a\u4e3a\u5206\u949f\u4ef7\u683c\u53d8\u5316\u7387\u548c\u8ba2\u5355\u5230\u8fbe\u901f\u7387\uff1b\u63a5\u7740\uff0c\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u6709\u91d1\u878d\u5e02\u573a\u5fae\u89c2\u7ed3\u6784\u5148\u9a8c\u7684\u5143\u667a\u80fd\u4f53\u6765\u6839\u636e\u5e02\u573a\u52a8\u6001\u751f\u6210\u8ba2\u5355\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7684 DiGA \u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u8fdb\u884c\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210\uff0c\u4f7f\u751f\u6210\u7684\u91d1\u878d\u5e02\u573a\u8d34\u8fd1\u63a7\u5236\u76ee\u6807\uff0c\u4e14\u7531 DiGA \u6a21\u578b\u751f\u6210\u7684\u91d1\u878d\u5e02\u573a\u5177\u6709\u4f18\u8d8a\u7684\u4fdd\u771f\u5ea6\u3002\u540c\u65f6\uff0cDiGA \u6a21\u578b\u751f\u6210\u7684\u6570\u636e\u53ef\u4ee5\u670d\u52a1\u4e8e\u4e0b\u6e38\u4efb\u52a1\uff08\u5982\u91cf\u5316\u4ea4\u6613\uff09\u3002DiGA \u6a21\u578b\u4e3a\u751f\u6210\u91d1\u878d\u5e02\u573a\u6570\u636e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4e3a\u672a\u6765\u7684\u7814\u7a76\u548c\u5e94\u7528\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u548c\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"410\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4-1024x410.png\" alt=\"\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53\u6a21\u578b\uff08DiGA\uff09\u6846\u67b6\uff0c\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u6a21\u5757\uff1a\u5143\u63a7\u5236\u5668\u548c\u8ba2\u5355\u751f\u6210\u5668\uff0c\u5176\u4e2d\u5143\u63a7\u5236\u5668\u4e3a\u6761\u4ef6\u6269\u6563\u6a21\u578b\uff0c\u8ba2\u5355\u751f\u6210\u5668\u4e3a\u5143\u667a\u80fd\u4f53\u3002\u4ece\u8ba2\u5355\u6d41\u6570\u636e\u4e2d\u6574\u5408\u63a7\u5236\u76ee\u6807\u4ee5\u53ca\u5bf9\u5e94\u7684\u5e02\u573a\u72b6\u6001\u8868\u793a\u6765\u8bad\u7ec3\u5143\u63a7\u5236\u5668\u540e\uff0c\u5143\u63a7\u5236\u5668\u53ef\u5f15\u5bfc\u8ba2\u5355\u751f\u6210\u5668\u8f93\u51fa\u751f\u6210\u7684\u8ba2\u5355\u6d41\u3002\" class=\"wp-image-1085622\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4-1024x410.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4-300x120.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4-768x308.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4-1536x615.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4-240x96.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-4.png 1932w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53\u6a21\u578b\uff08DiGA\uff09\u6846\u67b6\uff0c\u5305\u62ec\u4e24\u4e2a\u5173\u952e\u6a21\u5757\uff1a\u5143\u63a7\u5236\u5668\u548c\u8ba2\u5355\u751f\u6210\u5668\uff0c\u5176\u4e2d\u5143\u63a7\u5236\u5668\u4e3a\u6761\u4ef6\u6269\u6563\u6a21\u578b\uff0c\u8ba2\u5355\u751f\u6210\u5668\u4e3a\u5143\u667a\u80fd\u4f53\u3002\u4ece\u8ba2\u5355\u6d41\u6570\u636e\u4e2d\u6574\u5408\u63a7\u5236\u76ee\u6807\u4ee5\u53ca\u5bf9\u5e94\u7684\u5e02\u573a\u72b6\u6001\u8868\u793a\u6765\u8bad\u7ec3\u5143\u63a7\u5236\u5668\u540e\uff0c\u5143\u63a7\u5236\u5668\u53ef\u5f15\u5bfc\u8ba2\u5355\u751f\u6210\u5668\u8f93\u51fa\u751f\u6210\u7684\u8ba2\u5355\u6d41\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"03-nuteprune-\u91c7\u7528\u591a\u4e2a\u6559\u5e08\u6a21\u578b\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9ad8\u6548\u6e10\u8fdb\u5f0f\u526a\u679d\">03. NutePrune\uff1a\u91c7\u7528\u591a\u4e2a\u6559\u5e08\u6a21\u578b\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9ad8\u6548\u6e10\u8fdb\u5f0f\u526a\u679d<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"557\" height=\"150\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-5.png\" alt=\"paper screenshot\" class=\"wp-image-1085637\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-5.png 557w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-5-300x81.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-5-240x65.png 240w\" sizes=\"auto, (max-width: 557px) 100vw, 557px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2402.09773\">https:\/\/arxiv.org\/abs\/2402.09773<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8bed\u8a00\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u5e9e\u5927\u7684\u5c3a\u5bf8\u5e26\u6765\u4e86\u90e8\u7f72\u548c\u63a8\u7406\u7684\u6311\u6218\u3002\u7ed3\u6784\u5316\u526a\u679d\u662f\u4e00\u79cd\u6709\u6548\u7684\u538b\u7f29\u65b9\u6cd5\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u8981\u4e48\u6027\u80fd\u4e0b\u964d\uff0c\u8981\u4e48\u9700\u8981\u5927\u91cf\u540e\u8bad\u7ec3\u8d44\u6e90\u3002\u90a3\u5982\u4f55\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u5c06\u6a21\u578b\u526a\u679d\u5230\u66f4\u9ad8\u7684\u7a00\u758f\u5ea6\uff0c\u5e76\u51cf\u5c11\u8bad\u7ec3\u6570\u636e\u7684\u9700\u6c42\uff1f<\/p>\n\n\n\n<p>\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u6e05\u534e\u5927\u5b66\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u7ed3\u6784\u5316\u526a\u679d\u65b9\u6cd5 NutePrune\uff0c\u5176\u5229\u7528\u591a\u79cd\u4e0d\u540c\u7a00\u758f\u5ea6\u7684\u6559\u5e08\u6a21\u578b\u9010\u6b65\u6307\u5bfc\u5b66\u751f\u6a21\u578b\u5b66\u4e60\uff0c\u4ece\u800c\u7f29\u5c0f\u6559\u5e08\u548c\u5b66\u751f\u4e4b\u95f4\u7684\u80fd\u529b\u5dee\u8ddd\uff0c\u63d0\u9ad8\u526a\u679d\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"456\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-6-1024x456.png\" alt=\"NutePrune \u7684\u6574\u4f53\u8bbe\u8ba1\" class=\"wp-image-1085625\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-6-1024x456.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-6-300x134.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-6-768x342.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-6-240x107.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-6.png 1157w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aNutePrune \u7684\u6574\u4f53\u8bbe\u8ba1<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0cNutePrune \u5c06\u526a\u679d\u8fc7\u7a0b\u89c6\u4e3a\u4e00\u4e2a\u4f18\u5316\u95ee\u9898\uff0c\u5b66\u4e60\u63a9\u7801\u6765\u526a\u679d\u5b50\u6a21\u5757\uff0c\u5e76\u501f\u52a9 LoRA \u66f4\u65b0\u6a21\u578b\u53c2\u6570\u3002\u5176\u53ea\u52a0\u8f7d\u4e00\u4e2a\u5b8c\u6574\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u6dfb\u52a0\u4e0d\u540c\u7684\u63a9\u7801\u548c LoRA \u6a21\u5757\u6765\u5207\u6362\u6559\u5e08\u548c\u5b66\u751f\u6a21\u5f0f\uff0c\u4ece\u800c\u907f\u514d\u52a0\u8f7d\u591a\u4e2a\u6559\u5e08\u6a21\u578b\u6240\u5e26\u6765\u7684\u5185\u5b58\u6d88\u8017\u3002\u540c\u65f6\uff0cNutePrune \u8fd8\u91c7\u7528\u4e86\u6e10\u8fdb\u5f0f\u77e5\u8bc6\u84b8\u998f\uff08PKD\uff09\u65b9\u6cd5\uff0c\u6536\u96c6\u548c\u6574\u5408\u591a\u4e2a\u6559\u5e08\u6a21\u578b\uff0c\u9010\u6b65\u5f15\u5bfc\u5b66\u751f\u6a21\u578b\u5b66\u4e60\uff0c\u7f29\u5c0f\u80fd\u529b\u5dee\u8ddd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"598\" height=\"487\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-7.png\" alt=\"NutePrune \u7684\u4f18\u52bf\u3002\u5de6\u56fe\u4e2d\u91c7\u7528\u7684\u6e10\u8fdb\u5f0f\u84b8\u998f\u901a\u8fc7\u4ece\u7b80\u5355\u5230\u56f0\u96be\u7684\u6559\u5e08\u6a21\u578b\u5f15\u5bfc\u5b66\u751f\uff0c\u4ee5\u907f\u514d\u56e0\u5927\u5bb9\u91cf\u5dee\u8ddd\u5bf9\u5b66\u4e60\u7684\u635f\u5bb3\u3002\u4f46\u8fd9\u79cd\u65b9\u6cd5\u9700\u8981\u52a0\u8f7d\u5927\u91cf\u6559\u5e08\u6a21\u578b\uff0c\u6210\u672c\u9ad8\u6602\u3002\u53f3\u56fe\u5219\u662f NutePrune\uff0c\u5176\u5229\u7528\u4e0d\u540c\u7a00\u758f\u5ea6\u7684\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u6e10\u8fdb\u5f0f\u84b8\u998f\uff0c\u5e76\u51e0\u4e4e\u4e0d\u589e\u52a0\u989d\u5916\u6210\u672c\u3002\" class=\"wp-image-1085628\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-7.png 598w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-7-300x244.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-7-221x180.png 221w\" sizes=\"auto, (max-width: 598px) 100vw, 598px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1aNutePrune \u7684\u4f18\u52bf\u3002\u5de6\u56fe\u4e2d\u91c7\u7528\u7684\u6e10\u8fdb\u5f0f\u84b8\u998f\u901a\u8fc7\u4ece\u7b80\u5355\u5230\u56f0\u96be\u7684\u6559\u5e08\u6a21\u578b\u5f15\u5bfc\u5b66\u751f\uff0c\u4ee5\u907f\u514d\u56e0\u5927\u5bb9\u91cf\u5dee\u8ddd\u5bf9\u5b66\u4e60\u7684\u635f\u5bb3\u3002\u4f46\u8fd9\u79cd\u65b9\u6cd5\u9700\u8981\u52a0\u8f7d\u5927\u91cf\u6559\u5e08\u6a21\u578b\uff0c\u6210\u672c\u9ad8\u6602\u3002\u53f3\u56fe\u5219\u662f NutePrune\uff0c\u5176\u5229\u7528\u4e0d\u540c\u7a00\u758f\u5ea6\u7684\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u6e10\u8fdb\u5f0f\u84b8\u998f\uff0c\u5e76\u51e0\u4e4e\u4e0d\u589e\u52a0\u989d\u5916\u6210\u672c\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u591a\u4e2a\u6a21\u578b\u7684\u5b9e\u9a8c\u4e2d\uff0cNutePrune \u90fd\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd\u3002\u5728 LLaMA-7B \u7684\u96f6\u6837\u672c\u5b9e\u9a8c\u4e2d\uff0cNutePrune \u572820%\u7a00\u758f\u5ea6\u4e0b\u4fdd\u7559\u4e86\u539f\u59cb\u6a21\u578b97.17%\u7684\u6027\u80fd\uff0c\u572825%\u7a00\u758f\u5ea6\u4e0b\u4fdd\u7559\u4e8695.07%\u7684\u6027\u80fd\u3002\u4e0e\u5176\u4ed6\u526a\u679d\u65b9\u6cd5\u76f8\u6bd4\uff0cNutePrune \u5728\u4fdd\u6301\u6027\u80fd\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u7a00\u758f\u5ea6\uff0c\u5e76\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u5ef6\u8fdf\u3002NutePrune \u901a\u8fc7\u9ad8\u6548\u7684\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5\uff0c\u6709\u6548\u5730\u5b9e\u73b0\u4e86 LLMs \u7684\u7ed3\u6784\u5316\u526a\u679d\uff0c\u4e3a\u8d44\u6e90\u53d7\u9650\u573a\u666f\u4e0b\u7684\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u548c\u5e94\u7528\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"04-t10-\u5206\u5e03\u5f0f\u5185\u5b58ai\u82af\u7247\u7684\u8ba1\u7b97\u65b0\u6a21\u5f0f\">04. T10\uff1a\u5206\u5e03\u5f0f\u5185\u5b58AI\u82af\u7247\u7684\u8ba1\u7b97\u65b0\u6a21\u5f0f<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"389\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8-1024x389.png\" alt=\"paper screenshot\" class=\"wp-image-1085631\" style=\"width:550px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8-1024x389.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8-300x114.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8-768x292.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8-1536x584.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8-240x91.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-8.png 1565w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2408.04808\">https:\/\/arxiv.org\/abs\/2408.04808<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5feb\u901f\u589e\u957f\u7684\u6a21\u578b\u5927\u5c0f\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u4e5f\u8d8a\u6765\u8d8a\u9ad8\u3002\u4e3a\u6b64\uff0cAI \u82af\u7247\u7684\u6838\u5fc3\u67b6\u6784\u5728\u8fc7\u53bb\u51e0\u5e74\u5185\u53d1\u751f\u4e86\u663e\u8457\u53d8\u5316\uff0c\u4ee5\u6ee1\u8db3\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u5bf9\u7b97\u529b\u7684\u5de8\u5927\u9700\u6c42\u3002\u4f20\u7edf\u7684\u82af\u7247\u8bbe\u8ba1\u901a\u5e38\u662f\u5171\u4eab\u5185\u5b58\u67b6\u6784\uff08shared memory architecture\uff09\uff0c\u5373\u6240\u6709\u6838\u5fc3\u901a\u8fc7\u8bbf\u95ee\u7edf\u4e00\u7684\u5168\u5c40\u5185\u5b58\u6765\u83b7\u53d6\u6570\u636e\u3002\u7136\u800c\uff0c\u8ba1\u7b97\u89c4\u6a21\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u4f7f\u5f97\u5168\u5c40\u5185\u5b58\u7684\u5927\u5c0f\u548c\u5e26\u5bbd\u7684\u589e\u957f\u9010\u6e10\u65e0\u6cd5\u8ddf\u4e0a\u8ba1\u7b97\u6027\u80fd\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u74f6\u9888\uff0c\u65b0\u7684\u82af\u7247\u67b6\u6784\u91c7\u7528\u4e86\u6838\u5fc3\u95f4\u4e92\u8fde\u7684\u5206\u5e03\u5f0f\u5185\u5b58\u67b6\u6784\uff08distributed memory architecture\uff09\uff0c\u5373\uff1a\u5404\u4e2a\u6838\u5fc3\u4ec5\u76f4\u63a5\u8bbf\u95ee\u672c\u5730\u5185\u5b58\uff0c\u5e76\u901a\u8fc7\u6838\u5fc3\u95f4\u7684\u4e92\u8054\u8bbf\u95ee\u5176\u4ed6\u6838\u5fc3\u7684\u6570\u636e\uff0c\u4f8b\u5982 Graphcore IPU\u3001Groq\u3001Cerebras \u4ee5\u53ca H100 \u7684 distributed shared memory \u7b49\u3002\u8fd9\u79cd\u6280\u672f\u8fdb\u6b65\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6027\u80fd\uff0c\u8fd8\u4e3a\u5e76\u884c\u8ba1\u7b97\u5e26\u6765\u4e86\u5168\u65b0\u7684\u53ef\u80fd\u6027\u3002&nbsp;<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8fd9\u79cd\u65b0\u67b6\u6784\u4e5f\u5e26\u6765\u4e86\u65b0\u6311\u6218\u3002\u7531\u4e8e\u5f53\u524d\u6df1\u5ea6\u5b66\u4e60\u8f6f\u4ef6\u6808\u7f3a\u4e4f\u5bf9\u8fd9\u79cd\u5206\u5e03\u5f0f\u5185\u5b58\u67b6\u6784\u7684\u6709\u6548\u652f\u6301\uff0c\u7528\u6237\u5f88\u96be\u5145\u5206\u5229\u7528\u65b0\u7684\u82af\u7247\u7684\u4f18\u52bf\u3002\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u5384\u5df4\u7eb3-\u9999\u69df\u5206\u6821\uff08UIUC\uff09Jian Huang \u8001\u5e08\u7684\u56e2\u961f\u5408\u4f5c\u8bbe\u8ba1\u4e86 T10\u3002\u8fd9\u662f\u9996\u4e2a\u9488\u5bf9\u5206\u5e03\u5f0f\u5185\u5b58\u67b6\u6784 AI \u82af\u7247\u7684\u6df1\u5ea6\u5b66\u4e60\u7f16\u8bd1\u5668\uff0c\u5145\u5206\u5229\u7528\u4e86\u6838\u5fc3\u95f4\u901a\u4fe1\u5e26\u5bbd\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0cT10 \u901a\u8fc7\u5f15\u5165\u5206\u5e03\u5f0f\u5f20\u91cf\u62bd\u8c61\uff08rTensor\uff09\uff0c\u5c06\u6df1\u5ea6\u5b66\u4e60\u8ba1\u7b97\u5212\u5206\u4e3a\u5b50\u64cd\u4f5c\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230\u5404\u4e2a\u6838\u5fc3\uff0c\u91c7\u7528\u201cCompute-Shift\u201d\u7684\u6267\u884c\u6a21\u5f0f\uff0c\u4f7f\u5f97\u5404\u6838\u5fc3\u80fd\u591f\u6309\u7167\u53ef\u9884\u6d4b\u7684\u6a21\u5f0f\u8fdb\u884c\u6570\u636e\u4ea4\u6362\u3002T10 \u5728\u82af\u7247\u4e0a\u7684\u5185\u5b58\u6d88\u8017\u4e0e\u6838\u5fc3\u95f4\u901a\u4fe1\u5f00\u9500\u4e4b\u95f4\u8fdb\u884c\u4e86\u5168\u5c40\u4f18\u5316\u8c03\u5ea6\uff0c\u4ece\u5e9e\u5927\u7684\u4f18\u5316\u7a7a\u95f4\u4e2d\u9009\u62e9\u6700\u4f73\u6267\u884c\u8ba1\u5212\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u4e0d\u5fc5\u8981\u7684\u6838\u5fc3\u95f4\u901a\u4fe1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"138\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9-1024x138.png\" alt=\"Compute-Shift \u793a\u4f8b\uff1a\u5c06\u77e9\u9635\u4e58\u6cd5\uff08MatMul\uff09\u8fd0\u7b97\u6620\u5c04\u5230\u4e24\u4e2a\u8ba1\u7b97\u6838\u4e0a\u6267\u884c\uff0c(b)\u548c(c)\u5747\u4e3a\u53ef\u884c\u7684 Compute-Shift \u6267\u884c\u8ba1\u5212\uff0c\u4f46\u662f\u4e24\u8005\u5728\u5185\u5b58\u5360\u7528\u548c\u901a\u4fe1\u5f00\u9500\u65b9\u9762\u4e0d\u540c\uff0cT10 \u4f1a\u901a\u8fc7\u5168\u5c40\u4f18\u5316\u8c03\u5ea6\u9009\u53d6\u6700\u4f73\u6267\u884c\u8ba1\u5212\" class=\"wp-image-1085634\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9-1024x138.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9-300x41.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9-768x104.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9-240x32.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9-1280x174.png 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/09\/new-arrival-in-research-14-9.png 1287w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aCompute-Shift \u793a\u4f8b\uff1a\u5c06\u77e9\u9635\u4e58\u6cd5\uff08MatMul\uff09\u8fd0\u7b97\u6620\u5c04\u5230\u4e24\u4e2a\u8ba1\u7b97\u6838\u4e0a\u6267\u884c\uff0c(b)\u548c(c)\u5747\u4e3a\u53ef\u884c\u7684 Compute-Shift \u6267\u884c\u8ba1\u5212\uff0c\u4f46\u662f\u4e24\u8005\u5728\u5185\u5b58\u5360\u7528\u548c\u901a\u4fe1\u5f00\u9500\u65b9\u9762\u4e0d\u540c\uff0cT10 \u4f1a\u901a\u8fc7\u5168\u5c40\u4f18\u5316\u8c03\u5ea6\u9009\u53d6\u6700\u4f73\u6267\u884c\u8ba1\u5212<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cT10 \u901a\u8fc7\u65b0\u7684\u8ba1\u7b97\u6a21\u5f0f\uff0c\u5728\u771f\u5b9e\u7684\u5206\u5e03\u5f0f\u5185\u5b58\u67b6\u6784\u82af\u7247 Graphcore IPU \u4e0a\uff0c\u76f8\u6bd4\u4e8e\u73b0\u6709\u6df1\u5ea6\u5b66\u4e60\u7f16\u8bd1\u5668\u548c\u8ba1\u7b97\u5e93\uff0c\u53d6\u5f97\u4e86\u6700\u9ad83.3\u500d\u7684\u52a0\u901f\uff0c\u5e76\u53ef\u4ee5\u652f\u6301\u66f4\u5927\u7684\u6a21\u578b\u89c4\u6a21\u6216\u8005\u6570\u636e\u89c4\u6a21\u3002\u8be5\u8bba\u6587\u5df2\u88ab SOSP 2024 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\u672c\u671f\uff0c\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u5fc3\u6311\u9009\u4e864\u7bc7\u8bba\u6587\uff0c\u5185\u5bb9\u6db5\u76d6\u91d1\u878d\u5e02\u573a\u5143\u667a\u80fd\u4f53\u6a21\u578b\u3001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u6784\u5316\u526a\u679d\u3001\u591a\u6a21\u6001\u611f\u77e5\u4e2d\u7684\u6a21\u6001\u5bf9\u9f50\u4ee5\u53ca AI \u82af\u7247\u7684\u6df1\u5ea6\u5b66\u4e60\u7f16\u8bd1\u5668\uff0c\u611f\u5174\u8da3\u7684\u670b\u53cb\u5feb\u6765\u770b\u770b\u5427\uff01 \u672c\u671f\u5185\u5bb9\u901f\u89c8 01. \u901a\u8fc7\u6269\u5c55\u5f0f\u6a21\u6001\uff0c\u5bf9\u9f50\u63a8\u52a8\u591a\u6a21\u6001\u611f\u77e5 02. \u57fa\u4e8e\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u5143\u667a\u80fd\u4f53\uff0c\u5b9e\u73b0\u53ef\u63a7\u91d1\u878d\u5e02\u573a\u751f\u6210 03. NutePrune\uff1a\u91c7\u7528\u591a\u4e2a\u6559\u5e08\u6a21\u578b\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u9ad8\u6548\u6e10\u8fdb\u5f0f\u526a\u679d 04. T10\uff1a\u5206\u5e03\u5f0f\u5185\u5b58AI\u82af\u7247\u7684\u8ba1\u7b97\u65b0\u6a21\u5f0f \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2407.17777v1 (opens in new tab) \u611f\u77e5\uff08sensing\uff09\u6280\u672f\u5982\u4eca\u5df2\u88ab\u5e7f\u6cdb\u5730\u5e94\u7528\u4e8e\u5404\u79cd\u9886\u57df\u3002\u4eba\u4eec\u63a2\u7d22\u4e86\u8bb8\u591a\u611f\u77e5\u6a21\u6001\uff0c\u5982\u8fd0\u52a8\u4f20\u611f\u5668\uff08IMU\uff09\u3001\u6beb\u7c73\u6ce2\u96f7\u8fbe\u3001\u6fc0\u5149\u96f7\u8fbe\u3001Wi-Fi\u3001\u8d85\u58f0\u7b49\u3002\u6bcf\u4e00\u79cd\u6a21\u6001\u90fd\u4e3a\u611f\u77e5\u4e16\u754c\u63d0\u4f9b\u4e86\u72ec\u7279\u800c\u4e92\u8865\u7684\u89c6\u89d2\uff0c\u56e0\u6b64\u4eba\u4eec\u901a\u5e38\u540c\u65f6\u90e8\u7f72\u591a\u79cd\u6a21\u6001\u611f\u77e5\u3002 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Wi-Fi \u4fe1\u9053\u7684\u72b6\u6001\u4fe1\u606f\uff08CSI\uff09\u83b7\u53d6\u89c6\u89c9\u8868\u793a\uff0c\u4ece\u800c\u5b9e\u73b0 Wi-Fi \u4fe1\u53f7\u6210\u50cf\uff1b\u8de8\u6a21\u6001\u7684\u5bf9\u9f50\u7279\u5f81\u4e5f\u53ef\u4ee5\u81ea\u7136\u5730\u5c06\u611f\u77e5\u80fd\u529b\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8fdb\u884c\u8fde\u63a5\uff0c\u8ba9\u5927\u6a21\u578b\u66f4\u597d\u5730\u4e0e\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u3002 \u4e3a\u4e86\u5bf9\u9f50\u591a\u79cd\u611f\u77e5\u6a21\u6001\uff0c,\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 BABEL \u6846\u67b6\uff0c\u5305\u62ec\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3001\u6570\u636e\u51c6\u5907\u4e0e\u5904\u7406\uff0c\u4ee5\u53ca\u8bad\u7ec3\u7b56\u7565\u3002\u4f5c\u4e3a\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u9884\u8bad\u7ec3\u591a\u6a21\u6001\u611f\u77e5\u795e\u7ecf\u7f51\u7edc\uff0cBABEL \u76ee\u524d\u5bf9\u9f50\u4e86\u516d\u79cd\u5e7f\u6cdb\u5e94\u7528\u7684\u611f\u77e5\u6a21\u6001\uff0c\u5305\u62ec Wi-Fi\u3001\u6beb\u7c73\u6ce2\u3001IMU\u3001LiDAR\u3001\u89c6\u89c9\u4e0e\u6df1\u5ea6\u3002BABEL \u7684\u5173\u952e\u601d\u60f3\u662f\u5c06 N \u6a21\u6001\u5bf9\u9f50\u8f6c\u5316\u4e3a\u4e00\u7cfb\u5217\u7684\u4e24\u6a21\u6001\u5bf9\u9f50\u8fc7\u7a0b\uff0c\u4ece\u800c\u514b\u670d\u611f\u77e5\u7814\u7a76\u4e2d\u6570\u636e\u4e25\u91cd\u7f3a\u4e4f\u7684\u95ee\u9898\uff0c\u7279\u522b\u662f\u5b8c\u5168\u914d\u5bf9\u6570\u636e\u7684\u7a00\u7f3a\u3002\u540c\u65f6\uff0cBABEL \u4e2d\u4e5f\u63d0\u51fa\u4e86\u878d\u5408\u5f02\u6784\u7684\u9884\u8bad\u7ec3\u5355\u6a21\u6001\u89e3\u7801\u5668\uff0c\u6765\u8fdb\u4e00\u6b65\u51cf\u5c11\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u9700\u6c42\uff0c\u4ee5\u53ca\u4f7f\u7528\u81ea\u9002\u5e94\u8bad\u7ec3\u7b56\u7565\u6765\u5e73\u8861\u65b0\u52a0\u5165\u7684\u6a21\u6001\u4e0e\u4e4b\u524d\u5bf9\u9f50\u7684\u6a21\u6001\u95f4\u7684\u8d21\u732e\u3002 \u8bc4\u4f30\u663e\u793a\uff0c\u4e0e\u591a\u79cd\u591a\u6a21\u6001\u611f\u77e5\u6846\u67b6\u3001\u5355\u6a21\u6001\u611f\u77e5\u7f51\u7edc\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u76f8\u6bd4\uff0cBABEL \u57288\u4e2a\u4eba\u7c7b\u6d3b\u52a8\u8bc6\u522b\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u51fa\u8272\u3002BABEL \u4e0d\u4ec5\u6709\u6548\u5730\u878d\u5408\u4e86\u591a\u4e2a\u611f\u77e5\u6a21\u6001\uff08\u51c6\u786e\u6027\u63d0\u5347\u9ad8\u8fbe22%\uff09\uff0c\u800c\u4e14\u8fd8\u63d0\u9ad8\u4e86\u5355\u4e2a\u6a21\u6001\u7684\u6027\u80fd\uff08\u5e73\u5747\u51c6\u786e\u6027\u63d0\u9ad8\u4e8612%\uff09\u3002\u5229\u7528 BABEL\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8ba8\u8bba\u5e76\u521d\u6b65\u5b9e\u73b0\u4e86\u8de8\u611f\u77e5\u6a21\u6001\u68c0\u7d22\uff0c\u4ee5\u53ca\u5c06\u611f\u77e5\u6a21\u6001\u4e0e LLMs \u8fdb\u884c\u6574\u5408\u7b49\u524d\u6cbf\u7814\u7a76\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.12991 (opens in new tab) \u751f\u6210\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u5a92\u4f53\u5408\u6210\u548c\u533b\u7597\u5e94\u7528\u7b49\u9886\u57df\u5c55\u73b0\u4e86\u60ca\u4eba\u7684\u80fd\u529b\uff0c\u4f46\u5728\u91d1\u878d\u6570\u636e\u9886\u57df\u7684\u5e94\u7528\u4ecd\u7136\u6709\u9650\u3002\u76ee\u524d\u5927\u591a\u6570\u91d1\u878d\u6295\u8d44\u7814\u7a76\u4f9d\u8d56\u4e8e\u5bf9\u5e02\u573a\u91cf\u4ef7\u6570\u636e\u7684\u56de\u653e\uff0c\u7136\u800c\u8fd9\u79cd\u65b9\u5f0f\u96be\u4ee5\u8003\u8651\u771f\u5b9e\u5e02\u573a\u4e2d\u7684\u53c2\u4e0e\u8005\u535a\u5f08\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8ba2\u5355\u5c42\u7ea7\u7684\u5e02\u573a\u6a21\u62df\u63d0\u4f9b\u4e86\u6700\u7ec6\u7c92\u5ea6\u4e14\u66f4\u5177\u4e92\u52a8\u6027\u548c\u771f\u5b9e\u6027\u7684\u73af\u5883\uff0c\u5bf9\u7814\u7a76\u91d1\u878d\u5e02\u573a\u81f3\u5173\u91cd\u8981\u3002 \u5df2\u6709\u5de5\u4f5c\u5c1d\u8bd5\u901a\u8fc7\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u65b9\u6cd5\u6a21\u62df\u8ba2\u5355\u5c42\u7ea7\u7684\u91d1\u878d\u5e02\u573a\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u667a\u80fd\u4f53\u548c\u57fa\u4e8e\u5b66\u4e60\u7684\u667a\u80fd\u4f53\uff0c\u76ee\u7684\u662f\u590d\u5236\u771f\u5b9e\u5e02\u573a\u4e2d\u89c2\u5bdf\u5230\u7684\u7279\u5f81\u6027\u4e8b\u5b9e\uff08stylized facts\uff09\uff0c\u5982\u6ce2\u52a8\u805a\u96c6\u3002\u4f46\u73b0\u6709\u65b9\u6cd5\u6a21\u62df\u7684\u771f\u5b9e\u5ea6\u4ecd\u7136\u6709\u9650\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4eec\u4e0d\u5177\u5907\u5bf9\u751f\u6210\u5e02\u573a\u7684\u53ef\u63a7\u6027\uff0c\u800c\u53ef\u63a7\u6027\u5bf9\u4e8e\u53cd\u4e8b\u5b9e\u53d1\u73b0\u7b49\u4e0b\u6e38\u4efb\u52a1\u5341\u5206\u5173\u952e\u3002 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