{"id":1136850,"date":"2025-04-17T03:02:42","date_gmt":"2025-04-17T10:02:42","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1136850"},"modified":"2025-04-17T03:05:06","modified_gmt":"2025-04-17T10:05:06","slug":"lidong-zhou-neurips-2024","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/lidong-zhou-neurips-2024\/","title":{"rendered":"\u7845\u57fa\u4e16\u754c\u7684\u201c\u7f18\u5206\u201d\u2014\u2014\u7cfb\u7edf\u4e0e\u4eba\u5de5\u667a\u80fd\u643a\u624b\u8fdb\u5316"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/lidongz\/\">\u5468\u793c\u680b<\/a><\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u5728 NeurIPS 2024 \u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9662\u957f\u5468\u793c\u680b\u535a\u58eb\u53d1\u8868\u4e86\u9898\u4e3a\u201c\u7845\u57fa\u4e16\u754c\u7684\u2018\u7f18\u5206\u2019\u2014\u2014\u7cfb\u7edf\u4e0e\u4eba\u5de5\u667a\u80fd\u643a\u624b\u8fdb\u5316\u201d\u7684\u4e3b\u9898\u6f14\u8bb2\u3002\u4ed6\u63d0\u51fa\u4e86\u4e00\u4e2a\u524d\u77bb\u6027\u7684\u89c2\u70b9\uff1a\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7684\u7a81\u7834\uff0c\u4e0d\u4ec5\u4f9d\u8d56\u4e8e\u6a21\u578b\u548c\u7b97\u6cd5\u672c\u8eab\uff0c\u66f4\u6709\u8d56\u4e8e\u4e0e\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u6df1\u5ea6\u878d\u5408\u3002\u56f4\u7ed5\u201c\u6548\u7387\uff08Efficiency\uff09\u3001\u53ef\u4fe1\uff08Trust\uff09\u3001\u878d\u5408\uff08Infusion\uff09\u201d\u4e09\u5927\u5173\u952e\u8bcd\uff0c\u5468\u793c\u680b\u535a\u58eb\u9610\u8ff0\u4e86\u7cfb\u7edf\u4e0e\u4eba\u5de5\u667a\u80fd\u4e4b\u95f4\u5982\u4f55\u5b9e\u73b0\u53cc\u5411\u8d4b\u80fd\u3001\u5171\u540c\u6f14\u8fdb\uff0c\u4ece\u800c\u6253\u7834\u73b0\u6709\u6280\u672f\u74f6\u9888\uff0c\u63a8\u52a8\u8ba1\u7b97\u673a\u79d1\u5b66\u8fc8\u5165\u4ee5\u667a\u80fd\u9a71\u52a8\u7684\u65b0\u7eaa\u5143\u3002\u672c\u6587\u57fa\u4e8e\u8be5\u6f14\u8bb2\u64b0\u5199\uff0c\u5448\u73b0\u4e86\u5468\u793c\u680b\u535a\u58eb\u5bf9\u8fd9\u4e00\u534f\u540c\u8fdb\u5316\u8def\u5f84\u7684\u6df1\u523b\u6d1e\u5bdf\u4e0e\u6218\u7565\u601d\u8003\u3002<\/p>\n\n\n\n<hr 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Near\uff09\u4e2d\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5e7f\u4e3a\u6d41\u4f20\u7684\u7b54\u6848\u3002\u4ed6\u89c2\u5bdf\u5230\uff0c\u8ba1\u7b97\u80fd\u529b\u2014\u2014\u5c24\u5176\u662f\u6bcf\u79d2\u6bcf\u7f8e\u5143\u6240\u80fd\u83b7\u5f97\u7684\u8ba1\u7b97\u91cf\u2014\u2014\u957f\u671f\u4ee5\u6765\u5448\u73b0\u51fa\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ed6\u636e\u6b64\u5927\u80c6\u9884\u6d4b\uff0c\u52302023\u5e74\u524d\u540e\uff0c\u4eba\u5de5\u667a\u80fd\u5c06\u62e5\u6709\u4e0e\u4eba\u7c7b\u5927\u8111\u76f8\u5f53\u7684\u5904\u7406\u80fd\u529b\u3002\u8fd9\u4e00\u9884\u6d4b\u5728\u5f53\u65f6\u542c\u8d77\u6765\u4e5f\u8bb8\u8fc7\u4e8e\u7406\u60f3\uff0c\u4f46\u4eca\u5929\u770b\u6765\uff0c\u5df2\u7ecf\u9010\u6e10\u63a5\u8fd1\u73b0\u5b9e\u3002<\/p>\n\n\n\n<p>Kurzweil 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GPU\u3001\u4e91\u5e73\u53f0\u6216\u7f16\u7a0b\u5de5\u5177\u94fe\u3002\u5bf9\u771f\u6b63\u4ece\u4e8b\u7cfb\u7edf\u7814\u7a76\u7684\u5b66\u8005\u800c\u8a00\uff0c\u7cfb\u7edf\u66f4\u662f\u4e00\u79cd\u201c\u601d\u7ef4\u65b9\u5f0f\u201d\u2014\u2014\u4e00\u79cd\u7ba1\u7406\u590d\u6742\u6027\u3001\u6784\u5efa\u79e9\u5e8f\u7684\u54f2\u5b66\u3002\u6b63\u662f\u8fd9\u79cd\u7cfb\u7edf\u601d\u7ef4\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u5728\u4f17\u591a\u590d\u6742\u7ec4\u4ef6\u548c\u9ad8\u5ea6\u52a8\u6001\u7684\u76f8\u4e92\u4f5c\u7528\u4e2d\u6784\u5efa\u51fa\u53ef\u63a7\u3001\u53ef\u9760\u4e14\u5177\u6269\u5c55\u6027\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u8fc7\u53bb\u51e0\u5341\u5e74\u4e2d\uff0c\u7cfb\u7edf\u7814\u7a76\u79ef\u7d2f\u4e86\u4e30\u5bcc\u7684\u539f\u5219\u4e0e\u673a\u5236\uff0c\u5982\u62bd\u8c61\u5206\u5c42\u3001\u5173\u6ce8\u70b9\u5206\u79bb\u3001\u5bb9\u9519\u8bbe\u8ba1\u4e0e\u8d44\u6e90\u9694\u79bb\u7b49\u3002\u8fd9\u4e9b\u539f\u5219\u5e2e\u52a9\u6211\u4eec\u6784\u5efa\u4e86\u4ece\u64cd\u4f5c\u7cfb\u7edf\u5230\u4e91\u670d\u52a1\u7684\u4e00\u7cfb\u5217\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u4f46\u968f\u7740 AI \u5e26\u6765\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u4e0e\u52a8\u6001\u6027\u4e0d\u65ad\u4e0a\u5347\uff0c\u4f20\u7edf\u7684\u7cfb\u7edf\u8bbe\u8ba1\u65b9\u6cd5\u6b63\u903c\u8fd1\u8fb9\u754c\u3002\u6211\u4eec\u8d8a\u6765\u8d8a\u96be\u4ee5\u4f9d\u8d56\u7ecf\u9a8c\u6cd5\u5219\u9884\u89c1\u7cfb\u7edf\u884c\u4e3a\uff0c\u4e5f\u5f88\u96be\u518d\u4ee5\u7ebf\u6027\u7684\u65b9\u5f0f\u5c06\u7cfb\u7edf\u6269\u5c55\u5230\u4e0b\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u6b63\u5982\u6500\u767b\u9ad8\u5cf0\u4e00\u822c\uff0c\u7cfb\u7edf\u7684\u6269\u5c55\u4e0d\u662f\u7ebf\u6027\u722c\u5761\uff0c\u800c\u662f\u4e00\u6b21\u6b21\u201c\u56de\u5230\u5c71\u811a\u201d\uff0c\u91cd\u65b0\u5efa\u7acb\u5047\u8bbe\u4e0e\u67b6\u6784\u3001\u91cd\u65b0\u89c4\u5212\u8def\u5f84\u4e0e\u5de5\u5177\u3002\u6bcf\u4e00\u6b21\u8de8\u8d8a\u6570\u91cf\u7ea7\u7684\u7cfb\u7edf\u5347\u7ea7\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u4e00\u6b21\u7cfb\u7edf\u7684\u91cd\u65b0\u518d\u9020\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4e5f\u9010\u6e10\u610f\u8bc6\u5230\uff0c\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u662f\u7cfb\u7edf\u7684\u8d1f\u8f7d\u548c\u6311\u6218\uff0c\u66f4\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u201c\u7cfb\u7edf\u4f19\u4f34\u201d\u3002\u9762\u5bf9\u7cfb\u7edf\u6269\u5c55\u8fc7\u7a0b\u4e2d\u7684\u590d\u6742\u6027\u3001\u4e0d\u786e\u5b9a\u6027\u4e0e\u975e\u7ebf\u6027\uff0c\u4eba\u5de5\u667a\u80fd\u6709\u671b\u8f85\u52a9\u89c4\u5212\u3001\u4f18\u5316\u51b3\u7b56\u3001\u81ea\u52a8\u8c03\u53c2\u3001\u7cfb\u7edf\u5b9e\u73b0\u548c\u7ef4\u62a4\uff0c\u751a\u81f3\u53c2\u4e0e\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u4e3a AI \u63d0\u4f9b\u8fd0\u884c\u7684\u571f\u58e4\uff0cAI \u4e5f\u5c06\u5728\u53cd\u54fa\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u53d1\u6325\u8d8a\u6765\u8d8a\u5927\u7684\u4ef7\u503c\u3002\u8fd9\u662f\u4e00\u4e2a\u6df1\u5c42\u6b21\u7684\u5171\u751f\u8fc7\u7a0b\uff0c\u4e5f\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u8d70\u5411\u65b0\u7eaa\u5143\u7684\u524d\u594f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u56f4\u7ed5\u4e09\u4e2a\u6838\u5fc3\u76ee\u6807\u5b9e\u73b0\u534f\u540c\u8fdb\u5316\">\u56f4\u7ed5\u4e09\u4e2a\u6838\u5fc3\u76ee\u6807\u5b9e\u73b0\u534f\u540c\u8fdb\u5316<\/h2>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u4e0e\u8ba1\u7b97\u673a\u7cfb\u7edf\u5982\u4f55\u4ece\u201c\u76f8\u4e92\u4f9d\u8d56\u201d\u8d70\u5411\u201c\u534f\u540c\u8fdb\u5316\u201d\uff1f\u8fd9\u4e00\u95ee\u9898\u7684\u7b54\u6848\u6b63\u9010\u6e10\u6e05\u6670\uff1a\u6211\u4eec\u5fc5\u987b\u8df3\u51fa\u4ee5\u5f80\u5355\u70b9\u7a81\u7834\u7684\u601d\u7ef4\u65b9\u5f0f\uff0c\u8f6c\u5411\u7cfb\u7edf\u6027\u3001\u7ed3\u6784\u5316\u7684\u534f\u540c\u521b\u65b0\u8def\u5f84\u3002<\/p>\n\n\n\n<p>\u56f4\u7ed5\u201c\u6548\u7387\uff08Efficiency\uff09\u3001\u53ef\u4fe1\uff08Trust\uff09\u3001\u878d\u5408\uff08Infusion\uff09\u201d\u4e09\u4e2a\u6838\u5fc3\u76ee\u6807\uff0c\u6211\u4eec\u770b\u5230\u4e86\u4e00\u6761\u53ef\u884c\u7684\u8fdb\u5316\u8def\u7ebf\u3002\u8fd9\u4e09\u4e2a\u7ef4\u5ea6\u5e76\u975e\u5b64\u7acb\u5b58\u5728\uff0c\u800c\u662f\u5171\u540c\u6784\u6210\u4e86\u4eba\u5de5\u667a\u80fd\u4e0e\u7cfb\u7edf\u4e4b\u95f4\u76f8\u4e92\u589e\u5f3a\u3001\u87ba\u65cb\u4e0a\u5347\u7684\u57fa\u7840\u7ed3\u6784\u3002\u5b83\u4eec\u4ee3\u8868\u7740\u6211\u4eec\u4ece\u7b97\u6cd5\u4e0e\u6a21\u578b\u51fa\u53d1\uff0c\u9010\u5c42\u6df1\u5165\u8f6f\u4ef6\u3001\u7cfb\u7edf\u4e0e\u786c\u4ef6\uff0c\u6700\u7ec8\u5b9e\u73b0\u4ece\u8bbe\u8ba1\u7406\u5ff5\u5230\u5de5\u7a0b\u5b9e\u8df5\u7684\u6574\u4f53\u8dc3\u5347\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u4ec5\u662f\u4e00\u573a\u6280\u672f\u7684\u6574\u5408\uff0c\u66f4\u662f\u4e00\u6b21\u8303\u5f0f\u7684\u91cd\u5851\uff1a\u7cfb\u7edf\u4e0d\u518d\u53ea\u662f AI \u7684\u201c\u627f\u8f7d\u5e73\u53f0\u201d\uff0c\u800c\u662f AI \u81ea\u8eab\u6f14\u8fdb\u673a\u5236\u7684\u4e00\u90e8\u5206\uff1bAI \u4e5f\u4e0d\u518d\u53ea\u662f\u8fd0\u884c\u4e8e\u7cfb\u7edf\u4e4b\u4e0a\u7684\u5e94\u7528\uff0c\u800c\u662f\u6210\u4e3a\u63a8\u52a8\u7cfb\u7edf\u6301\u7eed\u6f14\u5316\u7684\u5185\u5728\u5f15\u64ce\u3002\u4ee5\u4e0b\u5c06\u4ece\u6548\u7387\u3001\u53ef\u4fe1\u548c\u878d\u5408\u4e09\u4e2a\u89d2\u5ea6\u5c55\u5f00\uff0c\u5177\u4f53\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u4e0e\u8ba1\u7b97\u673a\u7cfb\u7edf\u5982\u4f55\u5728\u6280\u672f\u8def\u5f84\u4e0a\u8fc8\u51fa\u534f\u540c\u8fdb\u5316\u7684\u5b9e\u8d28\u6027\u6b65\u4f10\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00-\u6548\u7387\"><strong>\u4e00\u3001\u6548\u7387<\/strong><\/h3>\n\n\n\n<p>\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u8fd1\u5e74\u6765\u53d6\u5f97\u4e86\u98de\u8dc3\u5f0f\u8fdb\u5c55\uff0c\u4f46\u5176\u80fd\u6548\u4e0e\u7075\u6d3b\u6027\u4ecd\u8fdc\u4e0d\u53ca\u4eba\u7c7b\u5927\u8111\u3002\u6211\u4eec\u5e0c\u671b\u7f29\u5c0f\u4e24\u8005\u4e4b\u95f4\u7684\u6570\u91cf\u7ea7\u5dee\u8ddd\uff0c\u8ba9\u4eba\u5de5\u667a\u80fd\u65e2\u53ef\u4ee5\u5728\u4e91\u7aef\u9ad8\u6548\u8fd0\u884c\uff0c\u4e5f\u80fd\u5e7f\u6cdb\u90e8\u7f72\u5728\u7ec8\u7aef\u8bbe\u5907\u4e2d\uff0c\u5b9e\u73b0\u201c\u968f\u5904\u53ef\u7528\u201d\u7684\u667a\u80fd\u4f53\u9a8c\u3002\u8981\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u79bb\u4e0d\u5f00\u6a21\u578b\u67b6\u6784\u3001\u7cfb\u7edf\u8f6f\u4ef6\u4e0e\u786c\u4ef6\u8bbe\u8ba1\u7684\u534f\u540c\u7a81\u7834\u3002\u5bf9\u4e8e\u7cfb\u7edf\u7814\u7a76\u8005\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u6253\u7834\u4f20\u7edf\u5206\u5c42\u8bbe\u8ba1\u7684\u5c40\u9650\uff0c\u63a8\u52a8\u66f4\u6df1\u5165\u7684\u8de8\u5c42\u534f\u4f5c\u3002\u8fd9\u79cd\u8de8\u5c42\u7684\u7cfb\u7edf\u6027\u601d\u7ef4\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u6548\u7387\u7684\u6301\u7eed\u8dc3\u5347\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u5728\u6a21\u578b\u67b6\u6784\u65b9\u9762\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd1\u5e74\u6765\u805a\u7126\u4e8e\u6781\u4f4e\u7cbe\u5ea6\u8868\u793a\u7684\u63a2\u7d22\uff0c\u5e76\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u57fa\u4e8e\u4e09\u5143\u8868\u793a\uff08-1\uff0c0\uff0c1\uff09\u7684&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwMTA3MzM4Nw==&mid=2649498640&idx=1&sn=a860101ceee6bc3a777f465bdd1586da&scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\">BitNet \u67b6\u6784<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u3002\u8be5\u67b6\u6784\u652f\u6301 1-bit \u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u8bad\u7ec3\u4e0e\u63a8\u7406\uff0c\u4e14\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\uff0c\u5176\u6548\u7387\u4f18\u52bf\u6108\u52a0\u663e\u8457\uff0c\u6027\u80fd\u53ef\u4e0e\u540c\u89c4\u6a21\u7684\u5168\u7cbe\u5ea6\u6a21\u578b\u5ab2\u7f8e\u3002<\/p>\n\n\n\n<p>\u4f46\u53ea\u6709\u6a21\u578b\u4e0a\u7684\u521b\u65b0\u8fdc\u8fdc\u4e0d\u591f\u3002\u5982\u679c\u65b0\u67b6\u6784\u4ecd\u8fd0\u884c\u5728\u4f20\u7edf\u7684\u8f6f\u786c\u4ef6\u5806\u6808\u4e0a\uff0c\u90a3\u4e48\u5176\u6548\u7387\u4f18\u52bf\u5c06\u5927\u6253\u6298\u6263\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u56e2\u961f<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/low-bit-quantization\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f15\u5165\u4e86\u57fa\u4e8e\u67e5\u627e\u8868\uff08Lookup Tables, LUT\uff09\u7684\u6267\u884c\u673a\u5236<\/a>\uff0c\u5728\u4e0d\u66f4\u6539\u73b0\u6709\u786c\u4ef6\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u4e86\u8ba1\u7b97\u6548\u7387\u7684\u5927\u5e45\u63d0\u5347\uff0c\u5e76\u663e\u8457\u964d\u4f4e\u4e86\u80fd\u8017\uff0c\u4f7f\u5f97\u8bf8\u5982 BitNet \u8fd9\u6837\u7684\u8d85\u9ad8\u6548\u6a21\u578b\u80fd\u591f\u5728\u666e\u901a\u7684\u4e2a\u4eba\u7535\u8111\u4e43\u81f3\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5de5\u4f5c\u80cc\u540e\uff0c\u79bb\u4e0d\u5f00\u7cfb\u7edf\u7814\u7a76\u56e2\u961f\u4e0e AI \u56e2\u961f\u7684\u5bc6\u5207\u534f\u4f5c\u2014\u2014\u4ece\u67b6\u6784\u8bbe\u8ba1\u521d\u671f\u5c31\u5f15\u5165\u7cfb\u7edf\u53cd\u9988\uff0c\u4fc3\u4f7f\u6a21\u578b\u8bbe\u8ba1\u4e0e\u7cfb\u7edf\u5b9e\u73b0\u534f\u540c\u6f14\u8fdb\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u8d2f\u7a7f\u7b97\u6cd5\u3001\u8f6f\u4ef6\u4e0e\u786c\u4ef6\u7684\u9ad8\u6548\u8def\u5f84\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u5f53\u524d\u4e3b\u6d41\u7684 AI \u6a21\u578b\u591a\u4e3a GPU \u67b6\u6784\u4f18\u5316\u800c\u8bbe\u8ba1\uff0c\u4f46\u8981\u5b9e\u73b0\u6548\u7387\u6781\u9650\uff0c\u8fd8\u9700\u6253\u7834\u6a21\u578b\u67b6\u6784\u4e0e\u786c\u4ef6\u5e73\u53f0\u95f4\u7684\u5f3a\u7ed1\u5b9a\u3002\u8fd9\u5c31\u9700\u8981\u65b0\u7684\u62bd\u8c61\u4e0e\u4e2d\u95f4\u8868\u793a\u5f62\u5f0f\uff0c\u4ee5\u5b9e\u73b0\u6a21\u578b\u4e0e\u786c\u4ef6\u7684\u89e3\u8026\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u8bbe\u8ba1\u548c\u786c\u4ef6\u5f00\u53d1\u63d0\u4f9b\u66f4\u5927\u7684\u81ea\u7531\u5ea6\u3002\u8fd9\u540c\u6837\u79bb\u4e0d\u5f00\u7cfb\u7edf\u7814\u7a76\u8005\u4e0e AI \u7814\u7a76\u8005\u4e4b\u95f4\u957f\u671f\u3001\u6df1\u5165\u7684\u534f\u540c\u5408\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" 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Computing Base, TCB\uff09\uff0c\u5e76\u901a\u8fc7\u5f15\u5165\u9a8c\u8bc1\u5668\uff08verifier\uff09\u6765\u68c0\u67e5\u7cfb\u7edf\u7684\u5173\u952e\u5c5e\u6027\u662f\u5426\u7b26\u5408\u9884\u671f\uff0c\u4ece\u800c\u9a8c\u8bc1\u5176\u53ef\u4fe1\u6027\u3002\u8fd9\u79cd\u201c\u4fe1\u4efb\u4f46\u9a8c\u8bc1\u201d\uff08trust but verify\uff09\u539f\u5219\u540c\u6837\u53ef\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\uff0c\u4ee5\u5e94\u5bf9\u5176\u56fa\u6709\u7684\u968f\u673a\u6027\u548c\u521b\u9020\u6027\uff08\u5373\u201c\u5e7b\u89c9\u201d\uff09\u6240\u5e26\u6765\u7684\u6311\u6218\u3002\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u72ec\u7acb\u4e8e\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e4b\u5916\u7684\u53ef\u4fe1\u8ba1\u7b97\u57fa\uff0c\u5e76\u5728\u5176\u4e2d\u90e8\u7f72\u9a8c\u8bc1\u5668\uff0c\u7136\u540e\u5bf9\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u5185\u5bb9\u8fdb\u884c\u9a8c\u8bc1\uff0c\u786e\u4fdd\u53ea\u6709\u53ef\u9a8c\u8bc1\u7684\u6b63\u786e\u8f93\u51fa\u624d\u80fd\u88ab\u63a5\u53d7\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u7684\u53e6\u4e00\u5927\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u63d0\u4f9b\u5373\u65f6\u3001\u76f4\u63a5\u3001\u51c6\u786e\u4e14\u53ef\u590d\u73b0\u7684\u53cd\u9988\u3002\u8fd9\u79cd\u53cd\u9988\u4e0d\u4ec5\u5b8c\u5168\u7b26\u5408\u9884\u671f\uff0c\u800c\u4e14\u5728\u76f8\u540c\u8f93\u5165\u6761\u4ef6\u4e0b\u59cb\u7ec8\u80fd\u591f\u4ea7\u751f\u76f8\u540c\u7684\u7ed3\u679c\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u5f80\u5f80\u96be\u4ee5\u63d0\u4f9b\u8fd9\u79cd\u786e\u5b9a\u6027\u53cd\u9988\u3002\u4eba\u5de5\u667a\u80fd\u7684\u8bb8\u591a\u4efb\u52a1\u4ecd\u4f9d\u8d56\u4eba\u7c7b\u76d1\u7763\uff08\u5982\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u4eba\u7c7b\u53cd\u9988\uff0cRLHF\uff09\uff0c\u6216\u8005\u9700\u8981\u7b49\u5f85\u6a21\u62df\u7ed3\u679c\uff0c\u800c\u8fd9\u4e9b\u7ed3\u679c\u53ef\u80fd\u4e0d\u591f\u51c6\u786e\uff1b\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8fd8\u9700\u8981\u5efa\u6a21\u7269\u7406\u4e16\u754c\uff0c\u751a\u81f3\u4f9d\u8d56\u4e8e\u7cfb\u7edf\u5916\u7684\u751f\u7269\u6216\u5316\u5b66\u53d8\u5316\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u5f62\u5f0f\u65b9\u6cd5\uff08formal 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\u7684\u9a8c\u8bc1\u5668\uff0c\u7528\u4e8e\u81ea\u52a8\u68c0\u67e5\u4ee3\u7801\u7684\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ea\u9700\u5728\u4ee3\u7801\u4e2d\u6dfb\u52a0\u5f62\u5f0f\u9a8c\u8bc1\u7ec4\u4ef6\uff0c\u770b\u8d77\u6765\u5c31\u50cf\u662f\u5bf9\u7f16\u7a0b\u8bed\u8a00\u7684\u4e00\u79cd\u6269\u5c55\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7814\u7a76\u8ba9\u6211\u4eec\u770b\u5230\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u4ee3\u7801\uff0c\u8fd8\u80fd\u8fdb\u4e00\u6b65\u751f\u6210\u53ef\u4ee5\u88ab\u9a8c\u8bc1\u4e3a\u6b63\u786e\u7684\u4ee3\u7801\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u6210\u4e3a\u6211\u4eec\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u3002\u7136\u800c\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\u3002\u7814\u7a76\u5458\u4eec\u624b\u52a8\u521b\u5efa\u4e86150\u4e2a\u4efb\u52a1\u4f5c\u4e3a\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6700\u521d\u57fa\u4e8e GPT-4 \u7684\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5373\u4fbf\u5728\u5404\u79cd\u4f18\u5316\u7684\u63d0\u793a\u4e0b\uff0cGPT-4 \u4e5f\u53ea\u80fd\u6210\u529f\u5904\u7406\u4e0d\u523030%\u7684\u4efb\u52a1\u3002\u4f46\u4ece\u79ef\u6781\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u6211\u4eec\u5df2\u7ecf\u8fc8\u51fa\u4e86\u7b2c\u4e00\u6b65\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5229\u7528\u9a8c\u8bc1\u7cfb\u7edf\u7684\u53cd\u9988\u673a\u5236\uff0c\u4f7f\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u5b66\u4e60\u5982\u4f55\u751f\u6210\u53ef\u8bc1\u660e\u5176\u6b63\u786e\u6027\u7684\u4ee3\u7801\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5c1d\u8bd5\u4e0d\u540c\u7b56\u7565\u65b9\u9762\u5177\u6709\u5929\u7136\u7684\u4f18\u52bf\uff0c\u901a\u8fc7\u4e0d\u65ad\u5730\u63a5\u53d7\u6b63\u786e\u6216\u9519\u8bef\u6848\u4f8b\u7684\u53cd\u9988\uff0c\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u9010\u6b65\u638c\u63e1\u5982\u4f55\u7f16\u5199\u7b26\u5408\u5f62\u5f0f\u9a8c\u8bc1\u8981\u6c42\u7684\u4ee3\u7801\u3002\u7ecf\u8fc7\u6301\u7eed\u7684\u8fed\u4ee3\u548c\u53cd\u9988\u5faa\u73af\uff0c\u5728\u540c\u4e00\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4eba\u5de5\u667a\u80fd\u7684\u6210\u529f\u7387\u4e0d\u65ad\u63d0\u5347\uff0c\u5df2\u8fbe\u523090%\u4ee5\u4e0a\u3002\u4f46\u8fd9\u53ea\u662f\u4e00\u4e2a\u9636\u6bb5\u6027\u7684\u91cc\u7a0b\u7891\uff0c\u4e0d\u8868\u793a\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u62e5\u6709\u4ea7\u751f\u53ef\u9a8c\u8bc1\u4ee3\u7801\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"704\" height=\"440\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-1.png\" alt=\"diagram\" class=\"wp-image-1136854\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-1.png 704w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-1-300x188.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-1-240x150.png 240w\" sizes=\"auto, (max-width: 704px) 100vw, 704px\" \/><\/figure>\n\n\n\n<p>\u6700\u7ec8\uff0c\u6211\u4eec\u5e0c\u671b\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u638c\u63e1\u5f62\u5f0f\u65b9\u6cd5\u7684\u4e25\u8c28\u601d\u7ef4\u6a21\u5f0f\uff0c\u5e76\u63d0\u9ad8\u5176\u6574\u4f53\u63a8\u7406\u80fd\u529b\u3002\u6211\u4eec\u76f8\u4fe1\uff0c\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u5728\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u53ef\u4fe1\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u4e3a\u4eba\u5de5\u667a\u80fd\u4e0e\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u8fdb\u4e00\u6b65\u878d\u5408\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e09-\u878d\u5408-infusion\">\u4e09\u3001\u878d\u5408\uff08Infusion\uff09<\/h3>\n\n\n\n<p>\u901a\u8fc7\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u6df1\u5ea6\u878d\u5165\uff0c\u6253\u9020\u66f4\u5f3a\u5927\u3001\u9ad8\u6548\u4e14\u53ef\u9760\u7684\u65b0\u4e00\u4ee3\u7cfb\u7edf\uff0c\u662f\u6211\u4eec\u5bf9\u672a\u6765\u7cfb\u7edf\u6f14\u8fdb\u7684\u6838\u5fc3\u613f\u666f\u4e4b\u4e00\u3002\u4eba\u5de5\u667a\u80fd\u4e0e\u7cfb\u7edf\u7684\u878d\u5408\u5c06\u50ac\u751f\u51fa\u4e00\u79cd\u5168\u65b0\u7684\u7cfb\u7edf\u8bbe\u8ba1\u8303\u5f0f\uff1a\u4eba\u5de5\u667a\u80fd\u64c5\u957f\u4ece\u590d\u6742\u6570\u636e\u4e2d\u53d1\u73b0\u89c4\u5f8b\u3001\u63d0\u51fa\u521b\u89c1\u6027\u5efa\u8bae\uff1b\u800c\u7cfb\u7edf\u5177\u5907\u5c06\u8fd9\u4e9b\u5efa\u8bae\u9a8c\u8bc1\u3001\u7f16\u8bd1\u3001\u53cd\u9988\u5e76\u6700\u7ec8\u843d\u5730\u7684\u80fd\u529b\u3002\u6b63\u662f\u5728\u8fd9\u79cd\u53cd\u9988\u95ed\u73af\u4e2d\uff0c\u7cfb\u7edf\u4e0e\u4eba\u5de5\u667a\u80fd\u5f97\u4ee5\u5b9e\u73b0\u53cc\u5411\u8d4b\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"737\" height=\"429\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-2.png\" alt=\"diagram\" class=\"wp-image-1136853\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-2.png 737w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-2-300x175.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-2-480x280.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-2-240x140.png 240w\" sizes=\"auto, (max-width: 737px) 100vw, 737px\" 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OptiFlow \u9879\u76ee\u4e3a\u4f8b\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u5957\u53ef\u5b66\u4e60\u7684\u901a\u4fe1\u8c03\u5ea6\u62bd\u8c61\uff0c\u4eba\u5de5\u667a\u80fd\u6839\u636e\u7cfb\u7edf\u53cd\u9988\u4e0d\u65ad\u63d0\u51fa\u65b0\u7684\u8c03\u5ea6\u65b9\u6848\uff0c\u7cfb\u7edf\u5219\u8d1f\u8d23\u9a8c\u8bc1\u3001\u7f16\u8bd1\u5e76\u53cd\u9988\u6267\u884c\u6548\u7387\uff0c\u9a71\u52a8 AI \u8fed\u4ee3\u4f18\u5316\u3002\u8be5\u7cfb\u7edf\u5df2\u5728\u5fae\u8f6f Azure \u4e91\u4e0a\u6210\u529f\u90e8\u7f72\uff0c\u81ea\u52a8\u751f\u6210\u7684\u8c03\u5ea6\u7b56\u7565\u5b8c\u5168\u53ef\u4ee5\u8fbe\u5230\u6216\u4f18\u4e8e\u4eba\u5de5\u8bbe\u8ba1\uff0c\u5e76\u5c06\u5de5\u4f5c\u6548\u7387\u63d0\u5347\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"784\" height=\"430\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-3.png\" alt=\"diagram\" class=\"wp-image-1136852\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-3.png 784w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-3-300x165.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-3-768x421.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/04\/lidong-zhou-neurips-2024-3-240x132.png 240w\" sizes=\"auto, (max-width: 784px) 100vw, 784px\" \/><\/figure>\n\n\n\n<p>\u540c\u6837\u7684\u878d\u5408\u65b9\u6cd5\u4e5f\u53ef\u4ee5\u88ab\u5e94\u7528\u4e8e\u62e5\u585e\u63a7\u5236\u9886\u57df\u3002\u5728\u8bf8\u5982 WebRTC 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