{"id":1064511,"date":"2021-09-01T02:31:00","date_gmt":"2021-09-01T09:31:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1064511"},"modified":"2024-09-25T00:55:11","modified_gmt":"2024-09-25T07:55:11","slug":"ada-camp-2021-tie-yan-liu","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/ada-camp-2021-tie-yan-liu\/","title":{"rendered":"\u8bb2\u5802 | \u5218\u94c1\u5ca9\uff1a\u79d1\u7814\u5230\u5e95\u600e\u4e48\u505a\uff1f\u4ec0\u4e48\u662f\u9ad8\u8d28\u91cf\u7814\u7a76\uff1f"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u79d1\u7814\uff0c\u987e\u540d\u601d\u4e49\uff0c\u5c31\u662f\u79d1\u5b66\u7814\u7a76\u3002\u5c0f\u5230\u751f\u6d3b\u7528\u54c1\uff0c\u5927\u5230\u5b87\u5b99\u822a\u5929\uff0c\u751f\u6d3b\u4e2d\u5904\u5904\u4e0d\u7f3a\u7531\u79d1\u5b66\u7814\u7a76\u8f6c\u5316\u800c\u6765\u7684\u6210\u679c\u3002\u800c\u5728\u79d1\u5b66\u7814\u7a76\u7684\u80cc\u540e\uff0c\u662f\u4e00\u7fa4\u9ed8\u9ed8\u65e0\u95fb\u3001\u4e13\u5fc3\u5b66\u672f\u7684\u79d1\u5b66\u5bb6\u4eec\u3002\u4ece\u79d1\u7814\u5c0f\u767d\u5230\u79d1\u7814\u5927\u4f6c\u7684\u79d1\u7814\u4e4b\u65c5\uff0c\u8fd9\u80cc\u540e\u7684\u6545\u4e8b\uff0c\u4f60\u4e86\u89e3\u591a\u5c11\uff1f<\/p>\n\n\n\n<p>\u5728 Ada Camp 2021 \u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5218\u94c1\u5ca9\u535a\u58eb\uff0c\u5c31\u201c\u79d1\u5b66\u7814\u7a76\u201c\u8fd9\u4e2a\u8bdd\u9898\u7ed3\u5408\u81ea\u8eab\u79d1\u7814\u4e4b\u8def\uff0c\u4ee5\u53ca\u8fd9\u4e00\u8def\u4ee5\u6765\u7684\u5fc3\u5f97\u4f53\u4f1a\uff0c\u4e3a\u5927\u5bb6\u5206\u4eab\u4e86\u79d1\u5b66\u7814\u7a76\u5230\u5e95\u8be5\u600e\u4e48\u505a\u3001\u60f3\u505a\u597d\u79d1\u7814\u5230\u5e95\u8be5\u5177\u5907\u54ea\u4e9b\u6280\u80fd\u3002\u5e0c\u671b\u5373\u5c06\u8d70\u5411\u6216\u8005\u6b63\u5728\u8fdb\u884c\u79d1\u7814\u7684\u4f60\uff0c\u80fd\u591f\u4ece\u8fd9\u6b21\u8bb2\u5802\u4e2d\u6536\u83b7\u6ee1\u6ee1\uff0c\u4e3a\u81ea\u5df1\u7684\u79d1\u7814\u4e4b\u8def\u589e\u6dfb\u66f4\u591a\u8272\u5f69\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-1.jpg\" alt=\"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5218\u94c1\u5ca9\" class=\"wp-image-1065219\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-1.jpg 1000w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-1-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-1-768x512.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-1-240x160.jpg 240w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\"><em>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5218\u94c1\u5ca9<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u975e\u5e38\u8363\u5e78\u53c2\u52a0\u201c\u672a\u6765\u7531\u59b3 Ada Camp 2021\u201d\u6d3b\u52a8\u3002\u4eca\u5929\uff0c\u6211\u60f3\u7ed3\u5408\u4e00\u4e0b\u81ea\u5df1\u7684\u6c42\u5b66\u548c\u5de5\u4f5c\u7ecf\u5386\uff0c\u6765\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u53bb\u505a\u79d1\u5b66\u7814\u7a76\uff0c\u4ee5\u53ca\u5728\u505a\u79d1\u7814\u4e2d\u53ef\u80fd\u9047\u5230\u7684\u95ee\u9898\u548c\u7591\u60d1\uff0c\u5e0c\u671b\u80fd\u7ed9\u5927\u5bb6\u7684\u79d1\u7814\u751f\u6d3b\u5e26\u6765\u4e00\u5b9a\u7684\u5e2e\u52a9\u548c\u542f\u53d1\u3002<\/p>\n\n\n\n<p>\u6211\u672c\u4eba\u7684\u5b66\u672f\u751f\u6daf\u975e\u5e38\u7b80\u5355\uff0c\u6211\u662f\u4e00\u4e2a\u5178\u578b\u7684\u79d1\u7814\u5de5\u4f5c\u8005\uff0c\u5982\u679c\u7528\u4e24\u4e2a\u6570\u5b57\u6765\u5f62\u5bb9\u7684\u8bdd\uff0c\u5c31\u662f9\u548c18 \u2014\u2014 9\u5e74\u7684\u6e05\u534e\u5b66\u4e60\u4e4b\u65c5\u548c18\u5e74\u7684\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5de5\u4f5c\u4e4b\u8def\u3002\u5728\u8fc7\u53bb\u7684\u8fd927\u5e74\u91cc\uff0c\u6211\u8ddf\u5927\u5bb6\u4e00\u6837\uff0c\u4e5f\u662f\u4ece\u4e00\u4e2a\u61f5\u61c2\u7684\u5b66\u751f\u5f00\u59cb\uff0c\u4e4b\u540e\u5728\u5b66\u672f\u4e4b\u8def\u4e0a\u4e0d\u65ad\u6500\u767b\uff0c\u4e00\u6b65\u4e00\u6b65\u53d6\u5f97\u4e86\u5f88\u591a\u5b66\u672f\u6210\u679c\uff0c\u9010\u6e10\u88ab\u56fd\u9645\u5b66\u672f\u754c\u6240\u8ba4\u53ef\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u8fdb\u884c\u79d1\u5b66\u7814\u7a76\">\u4e3a\u4ec0\u4e48\u6211\u4eec\u8981\u8fdb\u884c\u79d1\u5b66\u7814\u7a76\uff1f<\/h2>\n\n\n\n<p>\u5176\u5b9e\u539f\u56e0\u975e\u5e38\u7b80\u5355\uff0c\u6211\u4eec\u90fd\u77e5\u9053\u79d1\u5b66\u6280\u672f\u662f\u7b2c\u4e00\u751f\u4ea7\u529b\uff0c\u800c\u79d1\u5b66\u7814\u7a76\u5219\u53ef\u4ee5\u63a8\u52a8\u548c\u6539\u53d8\u4eba\u7c7b\u7684\u793e\u4f1a\uff0c\u5851\u9020\u6211\u4eec\u7684\u672a\u6765\u3002\u5927\u5bb6\u53ef\u80fd\u90fd\u975e\u5e38\u719f\u6089\u4eba\u7c7b\u793e\u4f1a\u7ecf\u5386\u76844\u6b21\u5de5\u4e1a\u9769\u547d\uff0c\u4ece\u673a\u68b0\u5316\u3001\u7535\u6c14\u5316\u5230\u73b0\u5728\u7684\u4fe1\u606f\u5316\u3001\u667a\u80fd\u5316\u3002\u6211\u4eec\u7684\u751f\u4ea7\u6548\u7387\u5f97\u5230\u4e86\u6781\u5927\u7684\u63d0\u5347\uff0c\u751f\u6d3b\u8d28\u91cf\u4e5f\u6709\u4e86\u5de8\u5927\u7684\u6539\u5584\u3002\u8fd94\u6b21\u5de5\u4e1a\u9769\u547d\u7684\u80cc\u540e\uff0c\u90fd\u662f\u79d1\u5b66\u6280\u672f\u7684\u98de\u8dc3\u6027\u53d1\u5c55\uff0c\u800c\u8fd9\u4e9b\u6280\u672f\u7684\u53d1\u660e\u90fd\u79bb\u4e0d\u5f00\u5e55\u540e\u7684\u82f1\u96c4\u2014\u2014\u9ed8\u9ed8\u65e0\u95fb\u5730\u4ece\u4e8b\u7740\u79d1\u5b66\u7814\u7a76\u7684\u79d1\u5b66\u5bb6\u4eec\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"787\" height=\"420\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-2.png\" alt=\"\u5386\u53f2\u4e0a\u7684\u79d1\u5b66\u5bb6\u4eec\" class=\"wp-image-1065222\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-2.png 787w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-2-300x160.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-2-768x410.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-2-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-2-240x128.png 240w\" sizes=\"auto, (max-width: 787px) 100vw, 787px\" \/><\/figure>\n\n\n\n<p>\u5982\u679c\u8bf4\u5de5\u4e1a\u9769\u547d\u5851\u9020\u4e86\u6211\u4eec\u7684\u6628\u5929\u3001\u4eca\u5929\uff0c\u751a\u81f3\u662f\u660e\u5929\uff0c\u90a3\u4e48\u81ea\u7136\u79d1\u5b66\u7684\u53d1\u5c55\u5219\u66f4\u51b3\u5b9a\u4e86\u6211\u4eec\u4eba\u7c7b\u957f\u4e45\u7684\u672a\u6765\u3002\u300a\u79d1\u5b66\uff08Science\uff09\u300b\u6742\u5fd7\u5728\u5176125\u5468\u5e74\u7684\u65f6\u5019\u520a\u53d1\u4e86\u4e00\u671f\u4e13\u520a\uff0c\u5217\u4e3e\u4e86\u5173\u4e4e\u5b87\u5b99\u5965\u79d8\u3001\u751f\u547d\u673a\u7406\u4ee5\u53ca\u4eba\u7c7b\u751f\u5b58\u548c\u53ef\u6301\u7eed\u53d1\u5c55\u7684125\u4e2a\u6700\u91cd\u8981\u7684\u73b0\u4ee3\u79d1\u5b66\u95ee\u9898\u3002\u6bcf\u4e00\u4e2a\u95ee\u9898\u90fd\u975e\u5e38\u6df1\u523b\uff0c\u76f4\u51fb\u7075\u9b42\u3002\u6bd4\u5982\uff0c\u5b87\u5b99\u662f\u7531\u4ec0\u4e48\u6784\u6210\u7684\uff1f\u610f\u8bc6\u7684\u751f\u7269\u57fa\u7840\u662f\u4ec0\u4e48\uff1f\u4eba\u7c7b\u4e3a\u4ec0\u4e48\u53ea\u6709\u90a3\u4e48\u5c11\u91cf\u7684\u57fa\u56e0\uff0c\u5374\u6709\u8fd9\u4e48\u4e30\u5bcc\u7684\u5f62\u6001\u548c\u8fd9\u4e48\u9ad8\u7684\u667a\u80fd\uff1f\u662f\u5426\u5b58\u5728\u7740\u5927\u4e00\u7edf\u7684\u7269\u7406\u5b9a\u5f8b\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u8fd9\u4e9b\u95ee\u9898\u975e\u5e38\u8270\u6df1\uff0c\u4f46\u662f\u79d1\u5b66\u5bb6\u4eec\u4e00\u76f4\u90fd\u6ca1\u6709\u505c\u6b62\u63a2\u7d22\u8fd9\u4e9b\u95ee\u9898\u7684\u811a\u6b65\uff0c\u4e5f\u4e0d\u65ad\u5730\u901a\u8fc7\u81ea\u5df1\u7684\u52aa\u529b\u63a8\u8fdb\u7740\u4eba\u7c7b\u8ba4\u8bc6\u79d1\u5b66\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"333\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-3-1024x333.png\" alt=\"\u8bfa\u8d1d\u5c14\u5956\u83b7\u5f97\u8005\" class=\"wp-image-1065225\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-3-1024x333.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-3-300x98.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-3-768x250.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-3-240x78.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-3.png 1027w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u5176\u4e2d\u5f88\u591a\u7684\u5973\u6027\u79d1\u5b66\u5bb6\u4e5f\u4e3a\u6211\u4eec\u4eba\u7c7b\u7684\u53d1\u5c55\u505a\u51fa\u4e86\u5de8\u5927\u7684\u8d21\u732e\u3002\u6bd4\u5982\uff0c\u5c45\u91cc\u592b\u4eba\u3001\u8fc8\u7279\u7eb3\u3001\u57c3\u5229\u6602\u7b49\u7b49\u3002\u5f53\u7136\u8fd8\u6709\u6211\u4eec\u4e2d\u56fd\u7684\u5c60\u5466\u5466\uff0c\u56e0\u4e3a\u53d1\u73b0\u4e86\u9752\u84bf\u7d20\uff0c\u633d\u6551\u4e86\u5168\u7403\u7279\u522b\u662f\u53d1\u5c55\u4e2d\u56fd\u5bb6\u6570\u767e\u4e07\u4eba\u7684\u751f\u547d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"443\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-4.png\" alt=\"\u4e0d\u540c\u7684\u5973\u6027\u79d1\u5b66\u5bb6\u4eec\" class=\"wp-image-1065228\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-4.png 720w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-4-300x185.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-4-240x148.png 240w\" sizes=\"auto, (max-width: 720px) 100vw, 720px\" \/><\/figure>\n\n\n\n<p>\u53ef\u80fd\u6709\u7684\u540c\u5b66\u4f1a\u8bf4\uff0c\u8fd9\u4e9b\u4f1f\u5927\u7684\u79d1\u5b66\u5bb6\u79bb\u6211\u4eec\u592a\u4f1f\u5927\u3001\u592a\u9065\u8fdc\u4e86\uff0c\u6211\u4eec\u5b9e\u5728\u6ca1\u6709\u52c7\u6c14\u6210\u4e3a\u4ed6\u4eec\u90a3\u6837\u7684\u4eba\u3002\u7684\u786e\uff0c\u60f3\u8981\u5728\u79d1\u5b66\u9886\u57df\u6210\u4e3a\u6709\u8f89\u714c\u6210\u5c31\u7684\u79d1\u5b66\u5bb6\u4e0d\u662f\u4ef6\u5bb9\u6613\u7684\u4e8b\u60c5\uff0c\u4e0d\u4ec5\u9700\u8981\u9760\u52aa\u529b\uff0c\u800c\u4e14\u8fd8\u6709\u4e00\u4e9b\u8fd0\u6c14\u7684\u6210\u5206\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u4eca\u5929\u6211\u60f3\u544a\u8bc9\u5927\u5bb6\uff0c\u8fc8\u8fdb\u79d1\u5b66\u7684\u5927\u95e8\u6ca1\u6709\u90a3\u4e48\u96be\uff0c\u4e5f\u6ca1\u6709\u90a3\u4e48\u9065\u8fdc\u3002\u6211\u76f8\u4fe1\u4e0d\u5c11\u540c\u5b66\u513f\u65f6\u90fd\u6709\u4e00\u4e2a\u6210\u4e3a\u79d1\u5b66\u5bb6\u7684\u68a6\u60f3\u3002\u800c\u4e14\u6211\u4eec\u6bcf\u4e2a\u4eba\u5176\u5b9e\u90fd\u6709\u6210\u4e3a\u79d1\u5b66\u5bb6\u7684\u6f5c\u8d28\uff0c\u56e0\u4e3a\u6211\u4eec\u4ece\u5b69\u63d0\u65f6\u5c31\u5bf9\u5468\u56f4\u7684\u4e00\u5207\u90fd\u5145\u6ee1\u4e86\u597d\u5947\u5fc3\uff0c\u5bf9\u73b0\u5b9e\u548c\u865a\u5e7b\u7684\u4e16\u754c\u90fd\u5145\u6ee1\u4e86\u60f3\u8c61\u529b\u3002\u800c\u8fd9\u4e24\u70b9\u6b63\u662f\u4ece\u4e8b\u79d1\u5b66\u7814\u7a76\u6700\u6700\u91cd\u8981\u7684\u7279\u8d28\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u79d1\u5b66\u5bb6\u8fd8\u9700\u8981\u66f4\u591a\u7684\u7d20\u8d28\uff0c\u6bd4\u5982\uff0c\u89c2\u5bdf\u654f\u9510\uff0c\u5584\u4e8e\u4ece\u7ec6\u8282\u4e2d\u5bfb\u627e\u5230\u86db\u4e1d\u9a6c\u8ff9\uff0c\u53d1\u73b0\u88ab\u522b\u4eba\u5ffd\u7565\u7684\u7ebf\u7d22\uff1b\u5927\u80c6\u5047\u8bf4\uff0c\u9488\u5bf9\u8fd9\u4e9b\u53d1\u73b0\u52c7\u4e8e\u63d0\u51fa\u81ea\u5df1\u7684\u5047\u8bbe\uff0c\u80fd\u591f\u4f9d\u636e\u77e5\u8bc6\u548c\u76f4\u89c9\uff0c\u6307\u51fa\u8fd9\u4e9b\u53d1\u73b0\u80cc\u540e\u53ef\u80fd\u5b58\u5728\u7684\u91cd\u5927\u89c4\u5f8b\uff1b\u5c0f\u5fc3\u6c42\u8bc1\uff0c\u5047\u8bf4\u4eba\u4eba\u90fd\u53ef\u4ee5\u63d0\uff0c\u4f46\u662f\u53ea\u6709\u88ab\u9a8c\u8bc1\u4e86\u7684\u5047\u8bf4\u624d\u662f\u79d1\u5b66\u9053\u7406\uff0c\u8fd9\u4e5f\u662f\u79d1\u5b66\u548c\u8ff7\u4fe1\u7684\u5206\u6c34\u5cad\uff1b\u4e25\u8c28\u52e4\u594b\uff0c\u65e0\u8bba\u662f\u5047\u8bf4\u8fd8\u662f\u6c42\u8bc1\uff0c\u90fd\u8981\u5efa\u7acb\u5728\u5927\u91cf\u7684\u77e5\u8bc6\u79ef\u7d2f\u548c\u4e25\u8c28\u7684\u63a8\u5bfc\u4e4b\u4e0a\uff1b\u7cbe\u786e\u8bda\u5b9e\uff0c\u79d1\u5b66\u662f\u6ca1\u6709\u6377\u5f84\u7684\uff0c\u9020\u5047\u3001\u6284\u88ad\u3001\u6577\u884d\u7684\u884c\u4e3a\u7edd\u5bf9\u4e0d\u4f1a\u9020\u5c31\u771f\u6b63\u7684\u79d1\u5b66\u5bb6\uff1b\u6700\u540e\u5c31\u662f\u957f\u671f\u575a\u6301\uff0c\u79d1\u5b66\u4e4b\u8def\u4e0d\u4f1a\u4e00\u5e06\u98ce\u987a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"407\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-5.png\" alt=\"diagram\" class=\"wp-image-1065231\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-5.png 500w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-5-300x244.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-5-221x180.png 221w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u7ecf\u5e38\u8bf4\uff0c\u5982\u679c\u4f60\u505a10\u4e2a\u7814\u7a76\u9879\u76ee\uff0c\u67099\u4e2a\u5931\u8d25\u4e861\u4e2a\u6210\u529f\uff0c\u8fd9\u662f\u6b63\u5e38\u89c4\u5f8b\u3002\u4f46\u662f\uff0c\u5982\u679c\u4f609\u4e2a\u751a\u81f310\u4e2a\u90fd\u6210\u529f\uff0c\u90a3\u5c31\u8bf4\u660e\u4f60\u9009\u7684\u7814\u7a76\u9898\u76ee\u592a\u7b80\u5355\u3002\u6240\u4ee5\u6211\u4eec\u5fc5\u987b\u8981\u7406\u89e3\u79d1\u5b66\u7814\u7a76\u80cc\u540e\u7684\u89c4\u5f8b\uff0c\u5b83\u4e0d\u662f\u4e00\u8e74\u800c\u6210\u7684\uff0c\u751a\u81f3\u53ef\u80fd\u9700\u8981\u51e0\u5341\u5e74\u5982\u4e00\u65e5\u7684\u575a\u6301\uff0c\u5e38\u5e38\u4f1a\u5927\u5668\u665a\u6210\u3002<\/p>\n\n\n\n<p>\u6b63\u662f\u56e0\u4e3a\u524d\u9762\u63d0\u5230\u7684\u8fd9\u4e9b\u539f\u56e0\uff0c\u4ece\u4e8b\u79d1\u5b66\u7814\u7a76\u7684\u4eba\u6784\u6210\u4e86\u4e00\u5ea7\u91d1\u5b57\u5854\u3002\u4e2d\u56fd\u62e5\u6709\u535a\u58eb\u5b66\u4f4d\u7684\u4eba\u6570\u4ee5\u767e\u4e07\u8ba1\uff1b\u5728\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u6216\u8005\u671f\u520a\u4e0a\u53d1\u8868\u8fc7\u8bba\u6587\u7684\u4e2d\u56fd\u5b66\u8005\u53ef\u80fd\u53ea\u6709\u51e0\u4e07\u540d\uff1b\u800c\u56fd\u9645\u77e5\u540d\u7684\u4e2d\u56fd\u5b66\u8005\u5219\u66f4\u5c11\uff0c\u53ef\u80fd\u4e5f\u5c31\u51e0\u5343\u4eba\u3002\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u8bb2\uff0c\u201c\u7814\u7a76\u201d\u5176\u5b9e\u662f\u5b58\u5728\u7740\u4e00\u5b9a\u201c\u98ce\u9669\u7cfb\u6570\u201d\u7684\u804c\u4e1a\u3002\u6211\u4eec\u9700\u8981\u4e00\u6b65\u4e00\u6b65\u6500\u767b\u9ad8\u5cf0\uff0c\u624d\u80fd\u591f\u4ece\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\u9010\u6b65\u6210\u957f\u4e3a\u4e00\u4f4d\u56fd\u9645\u77e5\u540d\u7684\u79d1\u5b66\u5bb6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ec0\u4e48\u662f\u9ad8\u8d28\u91cf\u7814\u7a76\">\u4ec0\u4e48\u662f\u9ad8\u8d28\u91cf\u7814\u7a76\uff1f<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u7684\uff0c\u6211\u4eec\u9996\u5148\u8981\u6765\u770b\u4e00\u770b\u4ec0\u4e48\u662f\u597d\u7684\u79d1\u5b66\u7814\u7a76\uff0c\u7136\u540e\u518d\u63a2\u8ba8\u5982\u4f55\u80fd\u591f\u505a\u51fa\u8fd9\u6837\u7684\u79d1\u5b66\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u5f88\u591a\u540c\u5b66\u90fd\u662f\u6765\u81ea\u4e8e\u8ba1\u7b97\u673a\u6216\u8005\u76f8\u5173\u4e13\u4e1a\u7684\uff0c\u6211\u4eec\u5728\u8fd9\u4e2a\u884c\u4e1a\u91cc\u9762\u662f\u975e\u5e38\u5e78\u8fd0\u7684\u3002\u56e0\u4e3a\u8ba1\u7b97\u673a\u79d1\u5b66\u662f\u53d1\u5c55\u6700\u5feb\u7684\u5b66\u79d1\u4e4b\u4e00\uff0c\u5b83\u4e0e\u56fd\u9645\u63a5\u8f68\uff0c\u5f71\u54cd\u9762\u5e7f\uff0c\u5173\u6ce8\u5ea6\u9ad8\uff0c\u5c31\u4e1a\u524d\u666f\u5bbd\u5e7f\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\u597d\u7684\u8ba1\u7b97\u673a\u7814\u7a76\u5230\u5e95\u662f\u4ec0\u4e48\u6837\u5b50\u7684\uff1f\u4e0d\u77e5\u9053\u5927\u5bb6\u6709\u6ca1\u6709\u542c\u8fc7\u8fd9\u6837\u4e00\u79cd\u5bf9\u5b66\u8005\u5c42\u6b21\u7684\u751f\u52a8\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p>\u6240\u8c13\u4e00\u6d41\u5b66\u8005\uff0c\u5c31\u662f\u8981\u53bb\u5f15\u9886\u5b66\u672f\u9886\u57df\u53d1\u5c55\u7684\uff0c\u5176\u53ef\u8d35\u4e4b\u5904\u5728\u4e8e\u80fd\u591f\u6d1e\u5bdf\u8d8b\u52bf\uff0c\u63d0\u51fa\u91cd\u8981\u95ee\u9898\u3002\u4e8c\u6d41\u5b66\u8005\uff0c\u867d\u7136\u6ca1\u6709\u90a3\u4e48\u6df1\u7684\u6d1e\u5bdf\u529b\uff0c\u4f46\u662f\u6709\u975e\u5e38\u597d\u7684\u529f\u5e95\u548c\u77e5\u8bc6\u6280\u80fd\uff0c\u53ef\u4ee5\u628a\u522b\u4eba\u63d0\u51fa\u7684\u95ee\u9898\u89e3\u5f97\u5f88\u597d\uff0c\u8fd9\u5bf9\u4e8e\u5b66\u672f\u7814\u7a76\u4e5f\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u63a8\u52a8\u529b\u3002\u800c\u4e09\u6d41\u5b66\u8005\uff0c\u901a\u5e38\u662f\u8ddf\u968f\u6f6e\u6d41\u3001\u5c0f\u6b65\u6162\u8dd1\u3002\u867d\u7136\u4ed6\u4eec\u7684\u5de5\u4f5c\u53ef\u80fd\u6ca1\u6709\u90a3\u4e48\u5927\u7684\u521b\u65b0\u6027\uff0c\u4e5f\u6ca1\u6709\u89e3\u51b3\u91cd\u5927\u7684\u79d1\u5b66\u95ee\u9898\uff0c\u4f46\u662f\u4ed6\u4eec\u4e5f\u6709\u5f88\u5927\u7684\u4ef7\u503c\uff0c\u56e0\u4e3a\u4ed6\u4eec\u8bd5\u4e86\u5f88\u591a\u9519\uff0c\u5bf9\u5b66\u672f\u754c\u4e5f\u505a\u51fa\u4e86\u4e00\u5b9a\u7684\u8d21\u732e\u3002\u65e0\u8bba\u662f\u54ea\u79cd\u5b66\u8005\uff0c\u6211\u60f3\u5927\u5bb6\u5185\u5fc3\u91cc\u90fd\u5e0c\u671b\u80fd\u591f\u505a\u51fa\u9ad8\u8d28\u91cf\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u5230\u5e95\u4ec0\u4e48\u662f\u9ad8\u8d28\u91cf\u7684\u7814\u7a76\u5462\uff1f\u6211\u8ba4\u4e3a\u9ad8\u8d28\u91cf\u7684\u7814\u7a76\u53ef\u4ee5\u6709\u5f88\u591a\u79cd\u4e0d\u540c\u7684\u7c7b\u578b\uff0c\u5b83\u65e2\u53ef\u4ee5\u662f\u63d0\u51fa\u5168\u65b0\u7684\u91cd\u8981\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u662f\u9996\u6b21\u89e3\u51b3\u4e00\u4e2a\u516c\u8ba4\u7684\u96be\u9898\u3002\u8fd9\u91cc\u4e3e\u51e0\u4e2a\u6211\u81ea\u5df1\u7684\u4f8b\u5b50\uff0c\u8ba9\u5927\u5bb6\u6709\u4e2a\u5f62\u8c61\u7684\u8ba4\u8bc6\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u4f8b\u5b50\uff0c\u53d1\u751f\u5728\u5927\u7ea615\u5e74\u524d\uff0c\u90a3\u4e2a\u65f6\u5019\u641c\u7d22\u5f15\u64ce\u521a\u521a\u5174\u8d77\uff0c\u50cf Google\u3001\u767e\u5ea6\u8fd9\u4e9b\u516c\u53f8\u90fd\u8fd8\u662f\u65b0\u5174\u516c\u53f8\u3002\u5728\u90a3\u4e2a\u5e74\u4ee3\uff0c\u641c\u7d22\u5f15\u64ce\u80cc\u540e\u7684\u6280\u672f\u5176\u5b9e\u662f\u6bd4\u8f83\u843d\u540e\u7684\uff0c\u5f88\u591a\u4eba\u90fd\u662f\u9760\u62cd\u8111\u888b\uff0c\u60f3\u51fa\u4e00\u4e9b\u7ecf\u9a8c\u7684\u3001\u542f\u53d1\u5f0f\u7684\u516c\u5f0f\u3002\u9488\u5bf9\u8fd9\u6837\u7684\u60c5\u51b5\uff0c\u5305\u62ec\u6211\u5728\u5185\u7684\u4e00\u4e9b\u5b66\u8005\u5171\u540c\u63d0\u51fa\u4e86\u4e00\u4e2a\u79d1\u5b66\u95ee\u9898\uff1a\u6211\u4eec\u80fd\u5426\u7528\u8ba1\u7b97\u673a\u81ea\u52a8\u5b66\u4e60\u4e00\u4e2a\u6027\u80fd\u4f18\u5f02\u7684\u6392\u5e8f\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u9760\u4eba\u4e3a\u7528\u542f\u53d1\u5f0f\u53bb\u5b9a\u4e49\u6392\u5e8f\u516c\u5f0f\u5462\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u95ee\u9898\u540e\u6765\u5c31\u5f15\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u5b66\u672f\u5206\u652f\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a Learning to Rank\uff08\u6392\u5e8f\u5b66\u4e60\uff09\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u5c31\u662f\u5229\u7528\u673a\u5668\u5b66\u4e60\u7684\u6280\u672f\uff0c\u4f9d\u636e\u4eba\u4e3a\u6807\u6ce8\u7684\u6b63\u786e\u7b54\u6848\uff0c\u6216\u8005\u7528\u6237\u5728\u7ebf\u4e0e\u641c\u7d22\u5f15\u64ce\u4ea4\u4e92\u7684\u70b9\u51fb\u6570\u636e\uff0c\u5b66\u5230\u9488\u5bf9\u7279\u5b9a\u7684\u67e5\u8be2\u8bcd\uff0c\u5bf9\u7f51\u9875\u76f8\u5173\u6027\u8fdb\u884c\u6392\u5e8f\u7684\u4e00\u4e2a\u6700\u4f18\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"370\" height=\"357\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-6.png\" alt=\"diagram\" class=\"wp-image-1065234\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-6.png 370w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-6-300x289.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-6-187x180.png 187w\" sizes=\"auto, (max-width: 370px) 100vw, 370px\" \/><\/figure>\n\n\n\n<p>\u5728\u6211\u4eec\u7684\u5021\u5bfc\u4e0b\uff0c\u5f88\u591a\u5b66\u8005\u90fd\u52a0\u5165\u4e86\u6211\u4eec\uff0c\u4e00\u8d77\u5728\u8fd9\u4e9b\u65b9\u9762\u505a\u4e86\u5927\u91cf\u7684\u7814\u7a76\u3002\u800c\u6240\u6709\u8fd9\u4e9b\u5b66\u8005\u7684\u5171\u540c\u52aa\u529b\u4e5f\u6210\u5c31\u4e86\u4eca\u5929\u4e3b\u6d41\u7684\u5546\u4e1a\u641c\u7d22\u5f15\u64ce\uff0c\u5b83\u4eec\u80cc\u540e\u7684\u6280\u672f\u51e0\u4e4e\u65e0\u4e00\u4e0d\u662f\u6392\u5e8f\u5b66\u4e60\uff0c\u800c\u6392\u5e8f\u5b66\u4e60\u5c31\u662f\u5178\u578b\u7684\u201c\u63d0\u51fa\u91cd\u8981\u95ee\u9898\u201d\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u4f8b\u5b50\uff0c\u53d1\u751f\u5728\u5927\u6982\u4e94\u516d\u5e74\u524d\uff0c\u90a3\u65f6\u5019\u4eba\u5de5\u667a\u80fd\u7684\u6280\u672f\u6709\u7740\u7a81\u98de\u731b\u8fdb\u7684\u53d1\u5c55\uff0c\u89e3\u51b3\u4e86\u5f88\u591a\u5b9e\u9645\u7684\u95ee\u9898\u3002\u4e0d\u8fc7\uff0c\u90a3\u65f6\u4e3b\u6d41\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u9700\u8981\u5927\u91cf\u4eba\u4e3a\u6807\u6ce8\u7684\u6837\u672c\u3002\u4ee5\u673a\u5668\u7ffb\u8bd1\u4e3a\u4f8b\uff0c\u901a\u5e38\u9700\u8981\u4e0a\u5343\u4e07\u7684\u53cc\u8bed\u8bed\u5bf9\u6765\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u624d\u80fd\u8bad\u7ec3\u51fa\u4e00\u4e2a\u6027\u80fd\u4f18\u826f\u7684\u673a\u5668\u7ffb\u8bd1\u6a21\u578b\u3002\u7136\u800c\uff0c\u4e0d\u662f\u6240\u6709\u7684\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u90fd\u80fd\u591f\u83b7\u5f97\u8fd9\u6837\u4e30\u5bcc\u7684\u6570\u636e\u3002\u6bd4\u5982\uff0c\u5f88\u591a\u5c0f\u8bed\u79cd\u5168\u4e16\u754c\u53ef\u80fd\u4f1a\u8bb2\u8fd9\u4e2a\u8bed\u8a00\u7684\u4eba\u90fd\u6ca1\u6709\u51e0\u4e2a\uff0c\u66f4\u4e0d\u8981\u8bf4\u627e\u5230\u4eba\u6765\u6807\u6ce8\u5927\u91cf\u7684\u53cc\u8bed\u6570\u636e\u4e86\u3002\u5728\u8fd9\u4e2a\u80cc\u666f\u4e0b\uff0c\u6211\u4eec\u5c31\u63d0\u51fa\u4e86\u4e00\u4e2a\u79d1\u5b66\u95ee\u9898\uff1a\u662f\u5426\u53ef\u4ee5\u5229\u7528\u673a\u5668\u7ffb\u8bd1\u8fd9\u7c7b\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u7684\u67d0\u79cd\u7ed3\u6784\u7279\u70b9\uff0c\u5728\u4e0d\u9700\u8981\u5927\u91cf\u6807\u6ce8\u6837\u672c\uff0c\u751a\u81f3\u4e0d\u9700\u8981\u4efb\u4f55\u6807\u6ce8\u6837\u672c\u7684\u524d\u63d0\u4e0b\uff0c\u5c31\u80fd\u591f\u5b66\u5230\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff1f<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u95ee\u9898\u7684\u63d0\u51fa\u5e76\u4e0d\u662f\u5929\u65b9\u591c\u8c2d\u3002\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u7c7b\u4f3c\u673a\u5668\u7ffb\u8bd1\u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\uff0c\u5176\u5b9e\u662f\u4e00\u4e2a\u53cc\u5411\u7684\u4ea4\u4e92\u4efb\u52a1\uff0c\u6bd4\u5982\u4e2d\u82f1\u7ffb\u8bd1\u7684\u53cd\u5411\u4efb\u52a1\u662f\u82f1\u4e2d\u7ffb\u8bd1\uff0c\u8bed\u97f3\u8bc6\u522b\u7684\u53cd\u5411\u4efb\u52a1\u662f\u8bed\u97f3\u5408\u6210\u3002\u4e00\u65e6\u6211\u4eec\u6709\u4e86\u53cc\u5411\u7684\u4ea4\u4e92\u5c31\u53ef\u4ee5\u5f62\u6210\u4e00\u4e2a\u95ed\u73af\u7684\u4fe1\u606f\u6d41\uff0c\u800c\u8fd9\u79cd\u95ed\u73af\u5c31\u53ef\u80fd\u4f7f\u5f97\u6211\u4eec\u4e0d\u9700\u8981\u4efb\u4f55\u4eba\u4e3a\u6807\u6ce8\uff0c\u5c31\u80fd\u83b7\u5f97\u9a71\u52a8\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u7684\u4fe1\u53f7\uff0c\u6211\u4eec\u79f0\u8fd9\u4e2a\u6280\u672f\u8303\u5f0f\u4e3a\u5bf9\u5076\u5b66\u4e60\u3002\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u5bf9\u5076\u5b66\u4e60\u7684\u6280\u672f\uff0c\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u5408\u6210\u7b49\u591a\u4e2a\u9886\u57df\u8fbe\u5230\u4e86\u4e16\u754c\u4e0a\u5f53\u65f6\u6700\u597d\u7684\u6548\u679c\uff0c\u8d85\u8d8a\u4e86\u4eba\u7c7b\u4e13\u5bb6\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5728\u65b0\u51a0\u75ab\u60c5\u8086\u8650\u5168\u7403\u7684\u65f6\u5019\uff0c\u6211\u4eec\u5229\u7528\u65b0\u578b\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u7cbe\u786e\u9884\u6d4b\u4e86\u75c5\u6bd2\u6297\u539f\u5230\u4eba\u7c7b\u514d\u75ab\u7ec6\u80de\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\u3002\u57fa\u4e8e\u8fd9\u4e2a\u6838\u5fc3\u6280\u672f\uff0c\u6211\u4eec\u548c\u5408\u4f5c\u4f19\u4f34\u4e00\u8d77\u5b8c\u6210\u4e86\u9996\u4e2a\u7531 FDA \u6279\u51c6\u7684\u57fa\u4e8e\u4eba\u7c7b\u514d\u75ab\u7ec6\u80de\u7684\u65e9\u671f\u65b0\u51a0\u75be\u75c5\u7684\u68c0\u6d4b\u7cfb\u7edf\uff0c\u5176\u5b89\u5168\u6027\u3001\u51c6\u786e\u6027\u3001\u53ca\u65f6\u6027\u4e0e\u5e38\u7528\u7684\u6838\u9178\u68c0\u6d4b\u548c\u6297\u4f53\u68c0\u6d4b\u76f8\u6bd4\u90fd\u6709\u660e\u663e\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u524d\u9762\u63d0\u5230\u7684\u51e0\u79cd\u9ad8\u8d28\u91cf\u7814\u7a76\u4ee5\u5916\uff0c\u5982\u679c\u4f60\u901a\u8fc7\u81ea\u5df1\u7684\u4e0d\u61c8\u52aa\u529b\uff0c\u663e\u8457\u5730\u8d85\u8d8a\u4e86\u524d\u4eba\u7684\u5de5\u4f5c\uff0c\u6bd4\u5982\u6bd4\u524d\u4eba\u5de5\u4f5c\u7684\u7cbe\u5ea6\u66f4\u9ad8\uff0c\u6bd4\u524d\u4eba\u5de5\u4f5c\u7684\u901f\u5ea6\u66f4\u5feb\uff0c\u6216\u8005\u662f\u5728\u67d0\u4e9b\u5c42\u9762\u4e0a\u6bd4\u524d\u4eba\u7684\u5de5\u4f5c\u5177\u6709\u4e86\u66f4\u6df1\u7684\u6d1e\u5bdf\uff0c\u90a3\u4e48\u606d\u559c\u4f60\uff0c\u4f60\u7684\u7814\u7a76\u4e5f\u662f\u4e00\u4efd\u8d28\u91cf\u975e\u5e38\u9ad8\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u53d7\u65f6\u95f4\u6240\u9650\uff0c\u8fd9\u91cc\u6211\u5c31\u4e3e\u51e0\u4e2a\u901f\u5ea6\u663e\u8457\u8d85\u8d8a\u524d\u4eba\u5de5\u4f5c\u7684\u4f8b\u5b50\u4f9b\u5927\u5bb6\u53c2\u8003\u3002\u8fc7\u53bb\u8fd9\u51e0\u5e74\u91cc\uff0c\u574a\u95f4\u6d41\u4f20\u7740\u4e00\u79cd\u65b9\u6cd5\u8bba\uff0c\u5c31\u662f\u6240\u8c13\u7684\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\u3002\u4e5f\u5c31\u662f\u4f7f\u7528\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u53bb\u8bad\u7ec3\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u6a21\u578b\uff0c\u7528\u4ee5\u89e3\u51b3\u73b0\u5b9e\u4e2d\u4eba\u7c7b\u53ef\u80fd\u53ea\u9700\u8981\u7528\u975e\u5e38\u5c0f\u7684\u52aa\u529b\u5c31\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u3002\u8fd9\u79cd\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\u7684\u8303\u5f0f\uff0c\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bb2\uff0c\u6709\u5b83\u7684\u79d1\u5b66\u4ef7\u503c\u3002\u4f46\u662f\u5b83\u7684\u5b9e\u7528\u6027\u662f\u503c\u5f97\u8d28\u7591\u7684\uff0c\u56e0\u4e3a\u6211\u4eec\u4e0d\u53ef\u80fd\u4e3a\u4e86\u7ffb\u8bd1\u4e00\u53e5\u8bdd\uff0c\u4f7f\u7528\u51e0\u767e\u7f8e\u91d1\u3001\u51e0\u5343\u7f8e\u91d1\u7684\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u5fc3\u6000\u5bf9\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\u7684\u8d28\u7591\uff0c\u6211\u4eec\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4ece\u4e8b\u4e86\u4e00\u7cfb\u5217\u201c\u56db\u4e24\u62e8\u5343\u65a4\u201d\u7684\u7814\u7a76\uff0c\u6bd4\u59822015\u5e74\u6211\u4eec\u7684\u56e2\u961f\u53d1\u660e\u4e86 LightLDA\uff0c\u8fd9\u662f\u5f53\u65f6\u4e16\u754c\u4e0a\u901f\u5ea6\u6700\u5feb\u3001\u6548\u7387\u6700\u9ad8\u7684\u4e3b\u9898\u6a21\u578b\u3002\u6240\u8c13\u4e3b\u9898\u6a21\u578b\uff0c\u5c31\u662f\u4ece\u6587\u672c\u6570\u636e\u4e2d\u81ea\u52a8\u5206\u6790\u4e3b\u9898\u7684\u4e00\u79cd\u7b97\u6cd5\u3002\u6211\u4eec\u901a\u8fc7\u4e00\u9879\u65b0\u6280\u672f\u628a\u6bcf\u4e2a\u6587\u672c\u7b26\u53f7\u7684\u91c7\u6837\u590d\u6742\u5ea6\u964d\u5230\u4e86O(1)\uff0c\u4e5f\u5c31\u662f\u548c\u60f3\u8981\u5b66\u51fa\u7684\u4e3b\u9898\u7684\u6570\u76ee\u65e0\u5173\u3002\u5728 LightLDA \u51fa\u73b0\u4e4b\u524d\uff0c\u5168\u7403\u6700\u5927\u89c4\u6a21\u7684\u4e3b\u9898\u6a21\u578b\u7528\u4e861\u4e07\u4e2a CPU \u6838\uff0c\u6316\u6398\u51fa\u4e86\u5927\u7ea610\u4e07\u4e2a\u4e3b\u9898\u3002\u800c\u6211\u4eec\u7684 LightLDA \u53ea\u9700\u8981300\u591a\u4e2a CPU \u6838\u5c31\u53ef\u4ee5\u6316\u6398\u51fa\u4e00\u767e\u4e07\u4e2a\u4e3b\u9898\uff0c\u5e76\u4e14\u53ef\u4ee5\u5904\u7406\u7684\u6587\u672c\u6570\u636e\u7684\u5927\u5c0f\u4e5f\u6bd4\u524d\u4eba\u7684\u5927\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u4e4b\u540e\uff0c\u6211\u4eec\u8fd8\u9646\u7eed\u63d0\u51fa\u4e86 LightGBM\uff0c\u6bd4\u4e4b\u524d\u6700\u5feb\u7684\u68af\u5ea6\u63d0\u5347\u51b3\u7b56\u6811\u7684\u7b97\u6cd5\u5feb\u4e86\u5c06\u8fd110\u500d\uff0cFastSpeech \u6bd4\u4e4b\u524d\u6700\u5feb\u7684\u795e\u7ecf\u8bed\u97f3\u5408\u6210\u6a21\u578b\u5feb\u4e86300\u500d\uff0c\u4ee5\u53ca FastBERT \u6bd4\u77e5\u540d\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b BERT \u5feb\u4e86\u5927\u698210\u500d\uff0c\u800c\u4e14\u6240\u6709\u8fd9\u4e9b\u6a21\u578b\u7684\u7cbe\u5ea6\u90fd\u51e0\u4e4e\u6ca1\u6709\u635f\u5931\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"420\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-7-1024x420.png\" alt=\"diagram\" class=\"wp-image-1065237\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-7-1024x420.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-7-300x123.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-7-768x315.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-7-240x98.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/ada-camp-2021-tie-yan-liu-7.png 1032w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e9b\u7814\u7a76\uff0c\u6211\u4eec\u628a\u4e4b\u524d\u6700\u597d\u7684\u7b97\u6cd5\u7684\u901f\u5ea6\u63d0\u9ad8\u4e86\u4e00\u4e2a\u5230\u51e0\u4e2a\u6570\u91cf\u7ea7\uff0c\u5e2e\u52a9\u4eba\u4eec\u8282\u7701\u4e86\u5927\u91cf\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u4ece\u800c\u5927\u5927\u63d0\u5347\u4e86\u8fd9\u4e9b\u6280\u672f\u7684\u5b9e\u7528\u4ef7\u503c\u3002\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u8bb2\uff0c\u5b83\u4eec\u4e5f\u662f\u9ad8\u8d28\u91cf\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5982\u4f55\u80fd\u591f\u52c7\u6500\u79d1\u7814\u9ad8\u5cf0\">\u5982\u4f55\u80fd\u591f\u52c7\u6500\u79d1\u7814\u9ad8\u5cf0\uff1f<\/h2>\n\n\n\n<p>\u521a\u521a\u6211\u7528\u4e86\u4e00\u4e9b\u5178\u578b\u7684\u4f8b\u5b50\u7ed9\u5927\u5bb6\u5c55\u793a\u4e86\u4ec0\u4e48\u662f\u9ad8\u8d28\u91cf\u7684\u7814\u7a76\uff0c\u90a3\u4e48\u5982\u4f55\u624d\u80fd\u505a\u51fa\u8fd9\u6837\u7684\u7814\u7a76\u5462\uff1f\u4eca\u5929\u6211\u60f3\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e9b\u79d1\u5b66\u7814\u7a76\u7684\u539f\u5219\u548c\u601d\u60f3\u3002\u6211\u89c9\u5f97\u8fd9\u4e9b\u53ef\u80fd\u5bf9\u4e8e\u5f15\u5bfc\u5927\u5bb6\u8d70\u4e0a\u79d1\u7814\u9053\u8def\uff0c\u771f\u6b63\u6709\u52c7\u6c14\u53bb\u6500\u767b\u5b66\u672f\u9ad8\u5cf0\uff0c\u4f1a\u5f88\u6709\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p>\u5728\u53bb\u5e74\u8bfa\u8d1d\u5c14\u5956\u5b98\u65b9\u5e73\u53f0\u53d1\u5e03\u7684\u4e00\u4e2a\u89c6\u9891*\u4e2d\uff0c\u51e0\u4f4d\u8bfa\u8d1d\u5c14\u5956\u83b7\u5f97\u8005\u4e0e\u5e74\u8f7b\u5b66\u8005\u5206\u4eab\u4e86\u51e0\u4e2a\u91cd\u8981\u7684\u505a\u7814\u7a76\u7684\u539f\u5219\uff0c\u5305\u62ec\uff1aWork Hard\uff08\u52aa\u529b\uff09\uff0cLearning by doing\uff08\u8fb9\u505a\u8fb9\u5b66\uff09\uff0c\u4ee5\u53ca do something you 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\u5728 Ada Camp 2021 \u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5218\u94c1\u5ca9\u535a\u58eb\uff0c\u5c31\u201c\u79d1\u5b66\u7814\u7a76\u201c\u8fd9\u4e2a\u8bdd\u9898\u7ed3\u5408\u81ea\u8eab\u79d1\u7814\u4e4b\u8def\uff0c\u4ee5\u53ca\u8fd9\u4e00\u8def\u4ee5\u6765\u7684\u5fc3\u5f97\u4f53\u4f1a\uff0c\u4e3a\u5927\u5bb6\u5206\u4eab\u4e86\u79d1\u5b66\u7814\u7a76\u5230\u5e95\u8be5\u600e\u4e48\u505a\u3001\u60f3\u505a\u597d\u79d1\u7814\u5230\u5e95\u8be5\u5177\u5907\u54ea\u4e9b\u6280\u80fd\u3002\u5e0c\u671b\u5373\u5c06\u8d70\u5411\u6216\u8005\u6b63\u5728\u8fdb\u884c\u79d1\u7814\u7684\u4f60\uff0c\u80fd\u591f\u4ece\u8fd9\u6b21\u8bb2\u5802\u4e2d\u6536\u83b7\u6ee1\u6ee1\uff0c\u4e3a\u81ea\u5df1\u7684\u79d1\u7814\u4e4b\u8def\u589e\u6dfb\u66f4\u591a\u8272\u5f69\uff01 \u975e\u5e38\u8363\u5e78\u53c2\u52a0\u201c\u672a\u6765\u7531\u59b3 Ada Camp 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