{"id":1061739,"date":"2021-12-16T01:39:00","date_gmt":"2021-12-16T09:39:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1061739"},"modified":"2024-09-25T00:57:49","modified_gmt":"2024-09-25T07:57:49","slug":"tao-qin","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/tao-qin\/","title":{"rendered":"\u79e6\u6d9b\uff1a\u4ee5\u72ec\u7acb\u3001\u6df1\u5ea6\u7684\u89c6\u89d2\u770b\u4e16\u754c\uff0c\u505a\u6709\u610f\u4e49\u3001\u521b\u65b0\u7684\u7814\u7a76"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1aNeurIPS 2021\u5927\u4f1a\u521a\u521a\u7ed3\u675f\u3002\u5728\u4eca\u5e74\u7684\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u670922\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u800c\u5176\u4e2d\u76848\u7bc7\u90fd\u6709\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u79e6\u6d9b\u7684\u53c2\u4e0e\u3002\u81ea\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4ee5\u6765\uff0c\u79e6\u6d9b\u5df2\u5728 NeurIPS\u3001ICML\u3001ICLR\u3001IJCAI\u3001AAAI\u3001CVRP \u7b49\u4e1a\u754c\u9876\u7ea7\u671f\u520a\u3001\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86100\u4f59\u7bc7\u8bba\u6587\uff0c\u4ed6\u6240\u5e26\u9886\u7684\u56e2\u961f\u4e5f\u57282018\u5e74\u5c06\u4e2d-\u82f1\u673a\u5668\u7ffb\u8bd1\u63d0\u5347\u81f3\u4eba\u7c7b\u4e13\u4e1a\u6c34\u5e73\uff0c\u57282019\u5e74\u56fd\u9645\u673a\u5668\u7ffb\u8bd1\u5927\u8d5b\u4e0a\u83b7\u5f978\u9879\u51a0\u519b\uff0c\u5e76\u4e14\u8fd8\u5f00\u53d1\u4e86\u8fc4\u4eca\u4e3a\u6b62\u6700\u5f3a\u5927\u7684\u9ebb\u5c06 AI \u7cfb\u7edf Suphx\uff0c\u6240\u7814\u53d1\u7684\u8bed\u97f3\u5408\u6210\u6280\u672f\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5fae\u8f6f Azure \u8ba4\u77e5\u670d\u52a1\u3001Windows \u7b49\u591a\u4e2a\u5fae\u8f6f\u6838\u5fc3\u4ea7\u54c1\u548c\u670d\u52a1\u4e2d\u3002\u5982\u4f55\u6301\u7eed\u4e0d\u65ad\u5730\u4ea7\u51fa\u9ad8\u8d28\u91cf\u7684\u79d1\u7814\u521b\u65b0\u6210\u679c\uff1f\u6216\u8bb8\u4f60\u53ef\u4ee5\u4ece\u79e6\u6d9b\u7684\u79d1\u7814\u7ecf\u5386\u4e2d\u83b7\u5f97\u4e00\u4efd\u201c\u9526\u56ca\u201d\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728 NeurIPS 2021\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u79e6\u6d9b\u535a\u58eb\u53c2\u4e0e\u7684\u8bba\u6587\u67098\u7bc7\u88ab\u6536\u5f55\uff0c\u6210\u4e3a\u672c\u5c4a\u5927\u4f1a\u6536\u5f55\u8bba\u6587\u6570\u6700\u9ad8\u7684\u7814\u7a76\u5458\u4e4b\u4e00\u3002\u5176\u4e2d\u4e00\u7bc7\u8bba\u6587\u91cd\u65b0\u5ba1\u89c6\u4e86\u6df1\u5ea6\u5b66\u4e60\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u7684 Dropout \u7b97\u6cd5\uff0c\u9488\u5bf9\u5176\u8bad\u7ec3\u548c\u6d4b\u8bd5\u9636\u6bb5\u7684\u4e0d\u4e00\u81f4\u6027\u63d0\u51fa\u4e86\u6539\u8fdb\u7b97\u6cd5\u00a0R-Drop\uff1b\u53e6\u4e00\u7bc7\u6448\u5f03\u4e86\u4f20\u7edf\u751f\u6210\u5f0f\u5efa\u6a21\u4e2d\u7531\u4e00\u4e2a\u8fc7\u4e8e\u7b80\u5316\u7684\u8fb9\u7f18\uff08\u5148\u9a8c\uff09\u5206\u5e03\u52a0\u4e00\u4e2a\u6761\u4ef6\u5206\u5e03\u6765\u786e\u5b9a\u4e24\u4e2a\u968f\u673a\u53d8\u91cf\u8054\u5408\u5206\u5e03\u7684\u505a\u6cd5\uff0c\u63d0\u51fa\u4e86\u7531\u4e24\u4e2a\u6761\u4ef6\u5206\u5e03\u6765\u786e\u5b9a\u8054\u5408\u5206\u5e03\u7684\u7406\u8bba\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4f7f\u7528\u56e0\u8fc7\u4e8e\u7b80\u5316\u800c\u4e0e\u5b9e\u9645\u4e0d\u7b26\u7684\u8fb9\u7f18\u5206\u5e03\uff0c\u5e76\u57fa\u4e8e\u6b64\u7406\u8bba\u63d0\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u751f\u6210\u5f0f\u5efa\u6a21\u6a21\u5f0f\u00a0CyGen\u3002R-Drop \u7684\u8bba\u6587\u4f53\u73b0\u4e86\u79d1\u7814\u4eba\u5458\u5bf9\u5df2\u6709\u6280\u672f\u7684\u53cd\u601d\u4e0e\u72ec\u7acb\u601d\u8003\u80fd\u529b\uff0c\u800c CyGen \u7684\u6587\u7ae0\u5219\u66f4\u5177\u539f\u521b\u6027\uff0c\u53cd\u6620\u4e86\u79d1\u7814\u601d\u7ef4\u7684\u6df1\u5ea6\u3002\u79e6\u6d9b\u8bf4\uff0c\u201c\u505a\u7814\u7a76\u65f6\uff0c\u78b0\u5230\u522b\u4eba\u4e60\u4ee5\u4e3a\u5e38\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u9700\u8981\u601d\u8003\u90a3\u6837\u505a\u662f\u5426\u6709\u9053\u7406\uff0c\u662f\u5426\u53ef\u4ee5\u6539\u8fdb\uff0c\u4ece\u800c\u57f9\u517b\u81ea\u5df1\u72ec\u7acb\u601d\u8003\u3001\u6df1\u5ea6\u601d\u8003\u7684\u4e60\u60ef\u3002\u201d<\/p>\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\/07\/tao-qin-1.jpg\" alt=\"a person standing posing for the camera\" class=\"wp-image-1061745\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-1.jpg 1000w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-1-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-1-768x512.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-1-240x160.jpg 240w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\"><em>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u79e6\u6d9b<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u4e0d\u4ec5\u662f\u5728\u4eca\u5e74\u7684 NeurIPS \u5927\u4f1a\u4e0a\u79e6\u6d9b\u548c\u56e2\u961f\u201c\u76c6\u94b5\u6ee1\u76c8\u201d\uff0c\u81ea\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4ee5\u6765\uff0c\u79e6\u6d9b\u5df2\u5728\u9876\u7ea7\u671f\u520a\u3001\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86100\u4f59\u7bc7\u8bba\u6587\u3002\u540c\u65f6\uff0c\u4ed6\u6240\u5e26\u9886\u7684\u56e2\u961f\u8fd1\u5e74\u6765\u4e5f\u5728\u5b66\u672f\u754c\u3001\u4ea7\u4e1a\u754c\u5c61\u83b7\u4f73\u7ee9\uff0c\u4e0d\u5c11\u79d1\u7814\u6210\u679c\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u7a76\u7adf\u662f\u600e\u6837\u7684\u201c\u9b54\u529b\u201d\u53ef\u4ee5\u8ba9\u79e6\u6d9b\u5728\u7814\u7a76\u4e2d\u53e6\u8f9f\u8e4a\u5f84\uff0c\u4e0d\u65ad\u63d0\u51fa\u65b0\u95ee\u9898\uff0c\u5e94\u5bf9\u65b0\u6311\u6218\uff0c\u521b\u9020\u65e0\u9650\u53ef\u80fd\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u662f\u4e0d\u4e8c\u9009\u62e9\">\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u662f\u4e0d\u4e8c\u9009\u62e9<\/h2>\n\n\n\n<p>2008\u5e74\uff0c\u79e6\u6d9b\u6b63\u5f0f\u52a0\u5165\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u4f46\u5728\u6b64\u4e4b\u524d\u4ed6\u5df2\u7ecf\u662f\u8fd9\u91cc\u7684\u4e00\u540d\u201c\u8001\u5458\u5de5\u201d\u4e86\u30022003\u5e74\uff0c\u8fd8\u5728\u8bfb\u7855\u58eb\u7684\u79e6\u6d9b\u6765\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\uff0c\u4e00\u76f4\u5230\u535a\u58eb\u6bd5\u4e1a\u3002\u671f\u95f4\uff0c\u79e6\u6d9b\u8fd8\u66fe\u4f5c\u4e3a\u4f18\u79c0\u5b9e\u4e60\u751f\u53d7\u9080\u5230\u6bd4\u5c14\u00b7\u76d6\u8328\u5bb6\u53c2\u52a0\u6d3b\u52a8\u3002\u201c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u662f\u5f53\u65f6\u56fd\u5185\u6700\u597d\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u673a\u6784\u3002\u4e94\u5e74\u7684\u5b9e\u4e60\u65f6\u95f4\u5df2\u7ecf\u8ba9\u6211\u4f53\u4f1a\u5230\u4e86\u7814\u7a76\u9662\u81ea\u7531\u7684\u7814\u7a76\u73af\u5883\u548c\u5b66\u672f\u6c1b\u56f4\u3002\u201d\u79e6\u6d9b\u8bf4\uff0c\u201c\u8fd9\u91cc\u62e5\u6709\u4f17\u591a\u4f18\u79c0\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b9e\u4e60\u751f\uff0c\u4e0e\u5176\u5355\u6253\u72ec\u6597\uff0c\u7814\u7a76\u9662\u66f4\u9f13\u52b1\u6211\u4eec\u5171\u540c\u5408\u4f5c\u521b\u65b0\u3002\u6240\u4ee5\u6bd5\u4e1a\u540e\uff0c\u6211\u6ca1\u6709\u8003\u8651\u5176\u4ed6\u9009\u62e9\uff0c\u6beb\u4e0d\u72b9\u8c6b\u5730\u52a0\u5165\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3002\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"430\" height=\"336\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-2.png\" alt=\"2007\u5e74\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4f18\u79c0\u5b9e\u4e60\u751f\u5408\u5f71\uff08\u53f3\u4e00\uff1a\u79e6\u6d9b\uff09\" class=\"wp-image-1061748\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-2.png 430w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-2-300x234.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-2-230x180.png 230w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><figcaption class=\"wp-element-caption\"><em>2007\u5e74\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4f18\u79c0\u5b9e\u4e60\u751f\u5408\u5f71\uff08\u53f3\u4e00\uff1a\u79e6\u6d9b\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u4ece\u5b9e\u4e60\u751f\u5230\u6b63\u5f0f\u7684\u7814\u7a76\u5458\uff0c\u79e6\u6d9b\u7684\u7814\u7a76\u65b9\u5411\u53d1\u751f\u4e86\u591a\u6b21\u8f6c\u6362\u3002\u5b9e\u4e60\u521d\u671f\u79e6\u6d9b\u4e3b\u8981\u4ece\u4e8b\u56fe\u50cf\u68c0\u7d22\u65b9\u9762\u7684\u7814\u7a76\uff0c\u5229\u7528 SVM\u3001Boosting \u6216\u51b3\u7b56\u6811\u7b49\u6280\u672f\u5904\u7406\u4eba\u5de5\u8bbe\u8ba1\u7279\u5f81\uff08\u6bd4\u5982\u76f4\u65b9\u56fe\u3001\u7eb9\u7406\u5206\u5e03\u3001SIFT \u7b49\uff09\u30022005\u5e74\uff0c\u5fae\u8f6f\u610f\u8bc6\u5230\u4e86\u4e92\u8054\u7f51\u641c\u7d22\u7684\u53d1\u5c55\u524d\u666f\uff0c\u5f00\u59cb\u5e03\u5c40\u641c\u7d22\u5f15\u64ce\u4e1a\u52a1\u3002\u4e8e\u662f\uff0c\u79e6\u6d9b\u548c\u56e2\u961f\u5f00\u59cb\u96c6\u4e2d\u7cbe\u529b\u4e8e\u4e92\u8054\u7f51\u641c\u7d22\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u5168\u60c5\u6295\u5165\u5f88\u5feb\u5f97\u5230\u4e86\u56de\u62a5\uff0c\u5728\u540c\u5e74\u4fe1\u606f\u68c0\u7d22\u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u5927\u4f1a SIGIR \u6536\u5f55\u768475\u7bc7\u8bba\u6587\u4e2d\uff0c\u670915\u7bc7\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u5360\u6bd420%\u3002\u201c\u6211\u4eec\u6bcf\u4e2a\u4eba\u90fd\u7a7f\u7740\u540c\u6837\u7684T\u6064\uff0c\u5408\u5f71\u65f6\u4e0d\u65ad\u5f15\u6765\u5927\u5bb6\u7684\u5173\u6ce8\u548c\u79f0\u8d5e\uff0c\u2018\u4f60\u4eec\uff08\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff09\u6765\u4e86\u8fd9\u4e48\u591a\u4eba\u5440\u2018\u201d\uff0c\u56de\u5fc6\u8d77\u5f53\u5e74\u53c2\u4f1a\u7684\u573a\u666f\uff0c\u79e6\u6d9b\u4f9d\u65e7\u96be\u63a9\u5174\u594b\u4e4b\u60c5\u3002\u8fd9\u6b21\u7ecf\u5386\u8ba9\u79e6\u6d9b\u500d\u611f\u8363\u8000\uff0c\u4e5f\u8ba9\u4ed6\u611f\u53d7\u5230\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u5168\u7403\u8ba1\u7b97\u673a\u79d1\u7814\u754c\u7684\u5b9e\u529b\u4e0e\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3-1024x768.jpg\" alt=\"a man standing in front of a body of water\" class=\"wp-image-1061751\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3-240x180.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-3.jpg 1034w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>2005\u5e74\uff0c\u79e6\u6d9b\u53c2\u52a0 SIGIR \u5927\u4f1a<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u4e92\u8054\u7f51\u641c\u7d22\u5de5\u4f5c\u7684\u6301\u7eed\u8fdb\u6b65\uff0c\u4ee5\u53ca\u4e0e\u4ea7\u54c1\u56e2\u961f\u7684\u6df1\u5165\u5408\u4f5c\uff0c\u8ba9\u79e6\u6d9b\u53c8\u5c06\u76ee\u5149\u5bf9\u51c6\u4e86\u4e92\u8054\u7f51\u5e7f\u544a\u7684\u7814\u7a76\u3002\u4e0d\u540c\u4e8e\u4e92\u8054\u7f51\u641c\u7d22\u4e2d\u53ea\u5bf9\u7f51\u9875\u8fdb\u884c\u6b63\u5e38\u6392\u5e8f\uff0c\u4e92\u8054\u7f51\u5e7f\u544a\u5219\u9700\u8981\u5c06\u4f18\u8d28\u7684\u5e7f\u544a\u548c\u7528\u6237\u7684\u67e5\u8be2\u8bcd\u6309\u76f8\u5173\u5ea6\u6392\u5e8f\uff0c\u4ee5\u63d0\u5347\u7528\u6237\u7684\u4f53\u9a8c\u3002\u4e8e\u662f\u79e6\u6d9b\u548c\u540c\u4e8b\u4eec\u5f00\u59cb\u7740\u624b\u4e8e\u5e7f\u544a\u70b9\u51fb\u7387\u9884\u6d4b\u7684\u76f8\u5173\u7814\u7a76\uff0c\u5e76\u62d3\u5c55\u5230\u5e7f\u544a\u62cd\u5356\u673a\u5236\u7684\u8bbe\u8ba1\u548c\u6539\u8fdb\uff0c\u4ee5\u5b9e\u73b0\u5fc5\u5e94\uff08Bing\uff09\u5e7f\u544a\u4e1a\u52a1\u7684\u4f18\u5316\u3002\u5176\u5b9e\u65e0\u8bba\u662f\u56fe\u6587\u68c0\u7d22\u3001\u4e92\u8054\u7f51\u641c\u7d22\uff0c\u8fd8\u662f\u5e7f\u544a\u6392\u5e8f\uff0c\u90fd\u662f\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u5e94\u7528\uff0c\u8fd9\u4e9b\u79ef\u7d2f\u4e5f\u8ba9\u79e6\u6d9b\u53ca\u56e2\u961f\u770b\u5230\u4e86\u6df1\u5ea6\u5b66\u4e60\u3001\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7b49\u6280\u672f\u7684\u6f5c\u529b\uff0c\u4e3a\u540e\u6765\u79e6\u6d9b\u56e2\u961f\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u97f3\u5408\u6210\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u9886\u57df\u7684\u7a81\u7834\u6027\u521b\u65b0\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u521b\u65b0\u5bf9\u5076\u5b66\u4e60-\u5e26\u6765\u66f4\u591a\u53ef\u80fd\u6027\">\u521b\u65b0\u5bf9\u5076\u5b66\u4e60\uff0c\u5e26\u6765\u66f4\u591a\u53ef\u80fd\u6027<\/h2>\n\n\n\n<p>\u968f\u7740\u5bf9\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u6df1\u5165\u7814\u7a76\uff0c\u79e6\u6d9b\u56e2\u961f\u53d1\u73b0\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u8f93\u5165\u8f93\u51fa\u4e92\u4e3a\u5bf9\u5076\uff0c\u6bd4\u5982\u673a\u5668\u7ffb\u8bd1\u4e2d\u7684\u4e2d\u7ffb\u82f1\u4efb\u52a1\u548c\u82f1\u7ffb\u4e2d\u4efb\u52a1\uff0c\u8bed\u97f3\u5904\u7406\u4e2d\u7684\u8bed\u97f3\u5408\u6210\u4efb\u52a1\uff08\u4ece\u6587\u672c\u5230\u8bed\u97f3\uff09\u548c\u8bed\u97f3\u8bc6\u522b\u4efb\u52a1\uff08\u4ece\u8bed\u97f3\u5230\u6587\u672c\uff09\uff0c\u56fe\u6587\u5904\u7406\u4e2d\u7684\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\u4efb\u52a1\uff08\u4ece\u56fe\u50cf\u751f\u6210\u6587\u672c\uff09\u548c\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002\u5229\u7528\u8fd9\u79cd\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e4b\u95f4\u8f93\u5165\u8f93\u51fa\u7684\u5bf9\u5076\u5c5e\u6027\u53ef\u4ee5\u5bf9\u65e0\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u5b66\u4e60\uff0c\u63d0\u5347\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7279\u522b\u662f\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u7531\u79e6\u6d9b\u56e2\u961f2016\u5e74\u63d0\u51fa\uff0c\u4eca\u5929\u5df2\u4e3a\u4e1a\u754c\u6240\u719f\u77e5\u7684\u673a\u5668\u5b66\u4e60\u65b0\u8303\u5f0f\u2014\u2014\u5bf9\u5076\u5b66\u4e60\u3002\u5bf9\u5076\u5b66\u4e60\u601d\u60f3\u6700\u5173\u952e\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u539f\u59cb\u4efb\u52a1\u6a21\u578b\uff0c\u5b83\u7684\u5bf9\u5076\u4efb\u52a1\u6a21\u578b\u53ef\u4ee5\u7ed9\u5176\u63d0\u4f9b\u53cd\u9988\uff1b\u540c\u6837\u7684\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5bf9\u5076\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u5176\u539f\u59cb\u4efb\u52a1\u6a21\u578b\u4e5f\u53ef\u4ee5\u7ed9\u8be5\u5bf9\u5076\u4efb\u52a1\u7684\u6a21\u578b\u63d0\u4f9b\u53cd\u9988\uff0c\u4ece\u800c\u8fd9\u4e24\u4e2a\u4e92\u4e3a\u5bf9\u5076\u7684\u4efb\u52a1\u53ef\u4ee5\u76f8\u4e92\u63d0\u4f9b\u53cd\u9988\uff0c\u76f8\u4e92\u5b66\u4e60\uff0c\u5171\u540c\u63d0\u9ad8\u3002<\/p>\n\n\n\n<p>\u6700\u521d\uff0c\u5bf9\u5076\u5b66\u4e60\u53ea\u4e3a\u89e3\u51b3\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\uff0c\u540e\u6765\u9010\u6e10\u5e94\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\uff0c\u5305\u62ec\u673a\u5668\u95ee\u7b54\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u5408\u6210\uff0c\u751a\u81f3\u662f\u56fe\u50cf\u98ce\u683c\u7684\u8f6c\u6362\uff0c\u6bd4\u5982\u5c06\u56fe\u50cf\u4ece\u68b5\u9ad8\u98ce\u683c\u8f6c\u6362\u6210\u5176\u4ed6\u753b\u5bb6\u7684\u98ce\u683c\uff0c\u5c06\u5c71\u6c34\u753b\u8f6c\u53d8\u4e3a\u6cb9\u753b\uff0c\u7b49\u7b49\u3002\u5bf9\u5076\u5b66\u4e60\u8fd8\u53ef\u4ee5\u7528\u4e8e\u667a\u80fd\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff0c\u540c\u65f6\u63d0\u9ad8\u4ee3\u7801\u6ce8\u91ca\u4e0e\u4ee3\u7801\u751f\u6210\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5f97\u76ca\u4e8e\u5bf9\u5076\u5b66\u4e60\uff0c\u79e6\u6d9b\u56e2\u961f\u52a9\u529b\u5fae\u8f6f\u673a\u5668\u7ffb\u8bd1\u57282018\u5e74\u4e2d-\u82f1\u673a\u5668\u7ffb\u8bd1\u4e2d\u8fbe\u5230\u4e86\u5ab2\u7f8e\u4eba\u7c7b\u4e13\u4e1a\u7ffb\u8bd1\u7684\u6c34\u5e73\uff0c\u5e76\u57282019\u5e74\u7684\u673a\u5668\u7ffb\u8bd1\u6bd4\u8d5b\u4e2d\u83b7\u5f97\u4e868\u9879\u673a\u5668\u7ffb\u8bd1\u51a0\u519b\u30022020\u5e74\uff0c\u79e6\u6d9b\u548c\u540c\u4e8b\u4eec\u8fd8\u5c06\u5bf9\u5076\u5b66\u4e60\u7f16\u5199\u6210\u4e66\uff0c\u8ba9\u66f4\u591a\u4eba\u4e86\u89e3\u548c\u4f7f\u7528\u8fd9\u4e00\u6280\u672f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"193\" height=\"300\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-4.png\" alt=\"\u300aDual Learning\uff08\u5bf9\u5076\u5b66\u4e60\uff09\u300b\" class=\"wp-image-1061754\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-4.png 193w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-4-116x180.png 116w\" sizes=\"auto, (max-width: 193px) 100vw, 193px\" \/><figcaption class=\"wp-element-caption\"><em>\u300aDual Learning\uff08\u5bf9\u5076\u5b66\u4e60\uff09\u300b<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5bf9\u5076\u5b66\u4e60\u4ece\u6280\u672f\u4e0a\u8bb2\u5e76\u4e0d\u662f\u7279\u522b\u56f0\u96be\uff0c\u800c\u5728\u4e8e\u6362\u4e2a\u89d2\u5ea6\u770b\u95ee\u9898\uff0c\u628a\u5177\u6709\u5bf9\u5076\u5c5e\u6027\u7684\u4e24\u4e2a\u4efb\u52a1\u653e\u5728\u4e00\u8d77\u8054\u5408\u5b66\u4e60\uff0c\u5229\u7528\u4e24\u4e2a\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u5f62\u6210\u53cd\u9988\u95ed\u73af\uff0c\u8fd9\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u5355\u4efb\u52a1\u5b66\u4e60\u8303\u5f0f\uff0c\u4e5f\u4e0d\u540c\u4e8e\u8fd1\u5e74\u6765\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u3002\u79e6\u6d9b\u603b\u7ed3\u5230\uff0c\u201c\u66f4\u91cd\u8981\u7684\u662f\u521b\u65b0\u6027\u601d\u7ef4\uff0c\u80fd\u5426\u4ece\u4e00\u4e2a\u5168\u65b0\u7684\u89c6\u89d2\u770b\u95ee\u9898\uff0c\u505a\u5230\u8fd9\u4e00\u70b9\u5c31\u4e0d\u96be\u53d1\u73b0\u4e00\u7247\u65b0\u7684\u5929\u5730\u3002\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u505a\u6709\u610f\u4e49\u7684\u7814\u7a76-\u5c0f\u8bed\u79cd\u673a\u5668\u7ffb\u8bd1\">\u505a\u6709\u610f\u4e49\u7684\u7814\u7a76\uff1a\u5c0f\u8bed\u79cd\u673a\u5668\u7ffb\u8bd1<\/h2>\n\n\n\n<p>\u8ba9\u79e6\u6d9b\u62e5\u6709\u6210\u5c31\u611f\u7684\u7814\u7a76\u9879\u76ee\u4e0d\u5c11\uff0c\u4f46\u5176\u4e2d\u6709\u4e00\u9879\u5de5\u4f5c\u610f\u4e49\u5c24\u4e3a\u7279\u6b8a\u2014\u2014\u4f4e\u8d44\u6e90\u673a\u5668\u7ffb\u8bd1\u3002\u5c31\u5728\u524d\u4e0d\u4e45\uff0c\u5fae\u8f6f\u7ffb\u8bd1\u7a81\u7834\u4e86\u767e\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u5927\u5173\u3002\u201c\u8981\u7a81\u7834100\u79cd\u8bed\u8a00\u7684\u5951\u673a\u548c\u7075\u611f\u6765\u6e90\u4e8e\u5965\u8fd0\u4f1a\uff0c\u201d\u79e6\u6d9b\u4ecb\u7ecd\u9053\uff0c\u201c\u6211\u4eec\u53d1\u73b02020\u5e74\u4e1c\u4eac\u5965\u8fd0\u4f1a\u7684\u5b98\u65b9\u7f51\u7ad9\u4e0a\u53ea\u63d0\u4f9b\u4e867\u79cd\u8bed\u8a00\u652f\u6301\uff0c\u800c\u53c2\u8d5b\u7684\u56fd\u5bb6\u5374\u6709200\u591a\u4e2a\u3002\u82e5\u8981\u5728\u8bed\u8a00\u7ffb\u8bd1\u65b9\u9762\u66f4\u52a0\u5145\u5206\u5730\u4f53\u73b0\u5965\u6797\u5339\u514b\u7684\u5171\u8d62\u7cbe\u795e\uff0c\u8fd8\u9700\u8981\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u52a9\u529b\u3002\u201d\u867d\u7136\u673a\u5668\u7ffb\u8bd1\u7684\u6c34\u5e73\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fdb\u5c55\u5728\u4e0d\u65ad\u63d0\u9ad8\uff0c\u4f46\u7eb5\u89c2\u5e02\u9762\u4e0a\u7684\u7ffb\u8bd1\u6280\u672f\u548c\u4ea7\u54c1\uff0c\u5927\u591a\u4e13\u6ce8\u4e8e\u8bad\u7ec3\u8d44\u6e90\u66f4\u52a0\u4e30\u5bcc\u5927\u8bed\u79cd\uff0c\u800c\u5ffd\u7565\u4e86\u4f4e\u8d44\u6e90\u7684\u5c0f\u8bed\u79cd\u3002\u4f46\u4e8b\u5b9e\u662f\uff0c\u4f7f\u7528\u5c0f\u8bed\u79cd\u7684\u56fd\u5bb6\u548c\u4eba\u7fa4\u5c5e\u4e8e\u7ecf\u6d4e\u6b20\u53d1\u8fbe\u884c\u5217\u7684\u5360\u6bd4\u66f4\u5927\uff0c\u4ed6\u4eec\u66f4\u9700\u8981\u83b7\u53d6\u65b0\u4fe1\u606f\u3001\u65b0\u77e5\u8bc6\u3001\u65b0\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u201c\u6211\u4eec\u7684\u76ee\u6807\u662f\u2018\u4e00\u4e2a\u4e5f\u4e0d\u80fd\u5c11\u2019\uff0c\u5e0c\u671b\u6240\u6709\u5965\u8fd0\u53c2\u8d5b\u56fd\u7684\u8fd0\u52a8\u5458\u548c\u53d7\u4f17\u4e0d\u4ec5\u53ef\u4ee5\u5728\u673a\u5668\u7ffb\u8bd1\u6280\u672f\u7684\u5e2e\u52a9\u4e0b\u66f4\u597d\u5730\u53c2\u52a0\u548c\u89c2\u770b\u5965\u8fd0\u4f1a\uff0c\u8fd8\u53ef\u4ee5\u4e86\u89e3\u5230\u4e16\u754c\u4e0a\u66f4\u591a\u7684\u524d\u6cbf\u4fe1\u606f\u3002\u8fd9\u4e2a\u9879\u76ee\u53ef\u80fd\u5e76\u4e0d\u80fd\u5e26\u6765\u5de8\u5927\u7684\u5546\u4e1a\u4ef7\u503c\uff0c\u6211\u4eec\u4e5f\u4e0d\u662f\u4e3a\u4e86\u53d1\u8868\u8bba\u6587\uff0c\u6211\u4eec\u66f4\u5e0c\u671b\u7684\u662f\u6211\u4eec\u7684\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u5c0f\u8bed\u79cd\u4f7f\u7528\u8005\u6253\u5f00\u89c6\u91ce\uff0c\u6253\u7834\u4eba\u7c7b\u8bed\u8a00\u4ea4\u6d41\u7684\u969c\u788d\uff0c\u8fd9\u7c7b\u7814\u7a76\u975e\u5e38\u6709\u610f\u4e49\u3002\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-1024x576.jpg\" alt=\"a boy\" class=\"wp-image-1061757\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-5.jpg 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5c06\u60f3\u6cd5\u4ed8\u8bf8\u4e8e\u884c\u52a8\u540e\uff0c\u79e6\u6d9b\u548c\u7814\u7a76\u9662\u4ee5\u53ca\u4ea7\u54c1\u90e8\u95e8\u7684\u540c\u4e8b\u4eec\u4e00\u8d77\u5229\u7528\u5bf9\u5076\u5b66\u4e60\u3001\u9884\u8bad\u7ec3\u7b49\u6280\u672f\uff0c\u514b\u670d\u4e86\u5c0f\u8bed\u79cd\u4f7f\u7528\u8303\u56f4\u5c0f\u3001\u5b66\u4e60\u8bed\u6599\u5c11\u7684\u56f0\u96be\uff0c\u5728\u8fd1\u671f\u4e3a\u5fae\u8f6f\u7ffb\u8bd1\u53c8\u6dfb\u52a0\u4e8614\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u7ffb\u8bd1\uff0c\u5305\u62ec\u7f8e\u5c3c\u4e9a\u8bed\u3001\u963f\u585e\u62dc\u7586\u8bed\u3001\u85cf\u8bed\u3001\u9ad8\u68c9\u8bed\u3001\u8482\u683c\u91cc\u5c3c\u4e9a\u8bed\u3001\u963f\u59c6\u54c8\u62c9\u5947\u8bed\u3001\u8001\u631d\u8bed\u3001\u7f05\u7538\u8bed\u3001\u5c3c\u6cca\u5c14\u8bed\u3001\u571f\u5e93\u66fc\u8bed\u3001\u8499\u53e4\u8bed\uff08\u897f\u91cc\u5c14\u6587\u5b57\uff09\u3001\u8499\u53e4\u8bed\uff08\u4f20\u7edf\u6587\u5b57\uff09\u3001\u7ef4\u543e\u5c14\u8bed\u548c\u4e4c\u5179\u522b\u514b\u8bed\uff08\u62c9\u4e01\u6587\u5b57\uff09\u3002\u76ee\u524d\u5fae\u8f6f\u7ffb\u8bd1\u5df2\u652f\u6301103\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u7684\u7ffb\u8bd1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u8bed\u97f3\u5408\u6210\u5b9e\u73b0-\u79d2\u6740\">\u8bed\u97f3\u5408\u6210\u5b9e\u73b0\u201c\u79d2\u6740\u201d<\/h2>\n\n\n\n<p>\u9664\u4e86\u5c06\u673a\u5668\u5b66\u4e60\u7684\u5f3a\u5927\u4f18\u52bf\u5e94\u7528\u5728\u8bed\u8a00\u7ffb\u8bd1\u65b9\u9762\uff0c\u79e6\u6d9b\u548c\u56e2\u961f\u8fd8\u79ef\u6781\u63a2\u7d22\u673a\u5668\u5b66\u4e60\u5728\u8bed\u97f3\u5408\u6210\u4e0a\u7684\u66f4\u591a\u53ef\u80fd\u6027\u3002\u5c3d\u7ba1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8fd1\u5e74\u6765\u5df2\u88ab\u5b66\u672f\u754c\u6240\u8ba4\u53ef\uff0c\u5e94\u7528\u5728\u8bed\u97f3\u5408\u6210\u65b9\u9762\u4e5f\u6709\u4e0d\u9519\u7684\u6548\u679c\uff0c\u4f46\u79e6\u6d9b\u548c\u540c\u4e8b\u4eec\u53d1\u73b0\u6a21\u578b\u7684\u8fd0\u884c\u975e\u5e38\u6162\uff0c\u5373\u4f7f\u4f7f\u7528 V100\u8fd9\u79cd\u57282019\u5e74\u6027\u80fd\u6700\u4f73\u7684 GPU \u4e5f\u8fbe\u4e0d\u5230\u5b9e\u65f6\u7684\u6548\u679c\u2014\u2014\u4e00\u53e55\u79d2\u949f\u7684\u8bdd\uff0c\u673a\u5668\u5374\u65e0\u6cd5\u57285\u79d2\u5185\u5408\u6210\u8bed\u97f3\u3002\u800c\u901a\u8fc7\u4e0d\u65ad\u589e\u52a0 GPU \u6765\u5b8c\u6210\u4efb\u52a1\uff0c\u5176\u6210\u672c\u662f\u65e0\u6cd5\u627f\u62c5\u7684\uff0c\u56e0\u6b64\u7528\u6237\u4e5f\u65e0\u6cd5\u53d7\u76ca\u4e8e\u6700\u65b0\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u3002\u4e3a\u6b64\uff0c\u79e6\u6d9b\u56e2\u961f\u548c\u6d59\u6c5f\u5927\u5b66\u8054\u5408\u63a8\u51fa\u4e86\u00a0FastSpeech\u00a0\u7b97\u6cd5\uff0c\u5c06\u6885\u5c14\u8c31\u7684\u751f\u6210\u901f\u5ea6\u63d0\u9ad8\u4e86\u8fd1270\u500d\uff0c\u8ba9\u7aef\u5230\u7aef\u5e73\u5747\u5408\u6210\u4e00\u67615\u79d2\u949f\u8bed\u97f3\u7684\u65f6\u95f4\u8fbe\u52300.18\u79d2\uff0c\u5355 GPU \u4e0a\u7684\u8bed\u97f3\u5408\u6210\u901f\u5ea6\u8fbe\u5230\u4e86\u5b9e\u65f6\u8bed\u97f3\u901f\u5ea6\u768430\u500d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1013\" height=\"517\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-6.png\" alt=\"FastSpeech \u7f51\u7edc\u67b6\u6784\" class=\"wp-image-1061760\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-6.png 1013w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-6-300x153.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-6-768x392.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-6-240x122.png 240w\" sizes=\"auto, (max-width: 1013px) 100vw, 1013px\" \/><figcaption class=\"wp-element-caption\"><em>FastSpeech \u7f51\u7edc\u67b6\u6784<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u5982\u4eca\uff0cFastSpeech \u7b97\u6cd5\u5df2\u7ecf\u5728\u5fae\u8f6f\u7684\u4ea7\u54c1\u4e2d\u5927\u8303\u56f4\u5e94\u7528\uff0c\u5305\u62ec Teams\u3001Skype\u3001Windows\u3001Azure \u4e2d\u7684\u6240\u6709\u8bed\u97f3\u5408\u6210\u670d\u52a1\uff0c\u73b0\u5728\u5fae\u8f6f\u7684\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u670d\u52a1\u5df2\u652f\u6301\u8d85\u8fc7110\u79cd\u8bed\u8a00\u548c270\u591a\u79cd\u8bed\u97f3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5728\u5f00\u653e-\u5305\u5bb9-\u591a\u5143\u7684\u7814\u7a76\u73af\u5883\u4e2d\u6210\u957f\">\u5728\u5f00\u653e\u3001\u5305\u5bb9\u3001\u591a\u5143\u7684\u7814\u7a76\u73af\u5883\u4e2d\u6210\u957f<\/h2>\n\n\n\n<p>\u4ece2003\u5e74\u7684\u5b9e\u4e60\u751f\uff0c\u52302008\u5e74\u7684\u6b63\u5f0f\u7814\u7a76\u5458\uff0c\u518d\u5230\u4eca\u5929\u7684\u9996\u5e2d\u7814\u7a76\u5458\uff0c\u89d2\u8272\u7684\u53d8\u5316\u8ba9\u79e6\u6d9b\u611f\u53d7\u8d23\u4efb\u7684\u4e0d\u540c\u3002\u201c\u5728\u5b9e\u4e60\u671f\u95f4\uff0c\u6211\u4e3b\u8981\u96c6\u4e2d\u7cbe\u529b\u4e8e\u505a\u5b9e\u9a8c\u3001\u5199\u8bba\u6587\uff1b\u800c\u6210\u4e3a\u6b63\u5f0f\u7684\u7814\u7a76\u5458\u540e\uff0c\u6211\u601d\u8003\u7684\u66f4\u591a\u7684\u662f\u7814\u7a76\u7684\u4ef7\u503c\u548c\u610f\u4e49\uff0c\u5982\u4f55\u4e0e\u540c\u4e8b\u4eec\u4e00\u8d77\u5b8c\u6210\u2018\u9876\u5929\u7acb\u5730\u2019\u7684\u7814\u7a76\u3002\u201d\u79e6\u6d9b\u89e3\u91ca\u9053\uff0c\u9876\u5929\u5c31\u662f\u8981\u505a\u6700\u524d\u6cbf\u7684\u7814\u7a76\uff0c\u4f8b\u5982\u7814\u7a76\u9662\u8fd1\u5e74\u6765\u9f13\u52b1\u7684 AI+\u79d1\u5b66\u7684\u4ea4\u53c9\u7814\u7a76\u65b9\u5411\uff1b\u7acb\u5730\u5219\u662f\u8981\u505a\u6709\u7528\u7684\u7814\u7a76\uff0c\u5e0c\u671b\u6211\u4eec\u7684\u6280\u672f\u80fd\u591f\u901a\u8fc7\u6539\u8fdb\u5fae\u8f6f\u7684\u4ea7\u54c1\uff0c\u9020\u798f\u6240\u6709\u7528\u6237\u3002<\/p>\n\n\n\n<p>\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5de5\u4f5c\u768418\u5e74\u8ba9\u79e6\u6d9b\u6108\u53d1\u611f\u53d7\u5230\u4e86\u5f00\u653e\u3001\u534f\u4f5c\u3001\u591a\u5143\u3001\u5305\u5bb9\u6587\u5316\u5bf9\u521b\u65b0\u578b\u7814\u7a76\u7684\u4fc3\u8fdb\u4f5c\u7528\u3002\u4e3a\u4e86\u63a8\u52a8\u8de8\u9886\u57df\u4ea4\u6d41\u548c\u4ea4\u53c9\u5b66\u79d1\u7684\u7814\u7a76\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f15\u5165\u4e86\u5404\u9886\u57df\u7684\u4f18\u79c0\u4eba\u624d\uff0c\u540c\u65f6\u8fd8\u4f1a\u4e0d\u5b9a\u671f\u5730\u7ec4\u7ec7\u4ea4\u6d41\u5206\u4eab\u6d3b\u52a8\u3002\u79e6\u6d9b\u8d1f\u8d23\u7ec4\u7ec7\u7684\u201c\u5927\u5e08\u8bba\u575b\u201d\u4f1a\u9080\u8bf7\u516c\u53f8\u5185\u5916\u90e8\u4e13\u5bb6\u5206\u4eab\u8de8\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u6d1e\u5bdf\u3002\u201c\u5728\u4e0e\u4e0d\u540c\u4e13\u4e1a\u80cc\u666f\u7684\u540c\u4e8b\u5408\u4f5c\u7814\u7a76\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4f1a\u6709\u4e0d\u8ba4\u540c\u3001\u8d28\u7591\u5bf9\u65b9\u7684\u65f6\u523b\uff0c\u4f46\u662f\u5f88\u591a\u65b0\u7684\u601d\u60f3\u6b63\u662f\u5728\u78b0\u649e\u4e2d\u4ea7\u751f\u7684\uff1b\u5bf9\u4e8e\u4e00\u81f4\u8ba4\u540c\u7684\u60f3\u6cd5\uff0c\u6211\u4eec\u4f1a\u5171\u540c\u8ba9\u60f3\u6cd5\u843d\u5730\uff1b\u5bf9\u4e8e\u65b0\u7684\u89c2\u70b9\uff0c\u4e5f\u4f1a\u5c1d\u8bd5\u9a8c\u8bc1\uff0c\u63d0\u51fa\u65b0\u7684\u7b97\u6cd5\u3001\u8303\u5f0f\uff0c\u4e0d\u65ad\u63a8\u8fdb\u7814\u7a76\u5de5\u4f5c\u3002\u201d\u5728\u79e6\u6d9b\u770b\u6765\uff0c\u6c42\u540c\u5b58\u5f02\u5bf9\u4e8e\u7814\u7a76\u521b\u65b0\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"445\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-7-1024x445.jpg\" alt=\"a group of people sitting at a table using a laptop\" class=\"wp-image-1061763\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-7-1024x445.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-7-300x130.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-7-768x334.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-7-240x104.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/07\/tao-qin-7.jpg 1270w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u79e6\u6d9b\u4e0e\u56e2\u961f\u6210\u5458\u5f00\u4f1a\u63a2\u8ba8\u7814\u7a76\u8fdb\u5c55\uff08\u53f3\u4e09\uff1a\u79e6\u6d9b\uff09<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u5f53\u6709\u5b9e\u4e60\u751f\u63d0\u51fa\u65b0\u60f3\u6cd5\u65f6\uff0c\u79e6\u6d9b\u4f1a\u9f13\u52b1\u5927\u5bb6\u4ece\u4e00\u5f00\u59cb\u5c31\u5c06\u60f3\u6cd5\u63d0\u70bc\u6210\u4e00\u4e24\u9875\u7684\u4e66\u9762\u6587\u6863\u3002\u8fd9\u6837\u505a\u4e0d\u4ec5\u80fd\u7406\u6e05\u601d\u8def\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u5de5\u4f5c\u5f62\u6210\u8bba\u6587\u6253\u597d\u57fa\u7840\uff0c\u66f4\u91cd\u8981\u7684\u662f\u53ef\u4ee5\u628a\u60f3\u6cd5\u5728\u521d\u671f\u5c31\u5206\u4eab\u7ed9\u5176\u4ed6\u4eba\uff0c\u53ca\u65f6\u83b7\u53d6\u53cd\u9988\u3001\u5efa\u8bae\u548c\u8d28\u7591\uff0c\u4ece\u800c\u786e\u4fdd\u5de5\u4f5c\u5728\u8d77\u6b65\u9636\u6bb5\u5c31\u53ef\u4ee5\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a\u3002\u79e6\u6d9b\u8fd8\u5f3a\u8c03\uff0c\u505a\u7814\u7a76\u5e76\u4e0d\u662f\u4e3a\u4e86\u53d1\u8bba\u6587\uff0c\u53d1\u8bba\u6587\u662f\u4e3a\u4e86\u505a\u66f4\u597d\u7684\u3001\u6709\u610f\u4e49\u7684\u7814\u7a76\uff0c\u53ea\u6709\u597d\u7684\u7814\u7a76\u5de5\u4f5c\u624d\u503c\u5f97\u53d1\u8bba\u6587\u3002<\/p>\n\n\n\n<p>\u4e1a\u4f59\u65f6\u95f4\uff0c\u79e6\u6d9b\u559c\u6b22\u8bfb\u4e66\u3002\u4e3a\u4e86\u62d3\u5bbd\u81ea\u5df1\u7684\u89c6\u91ce\uff0c\u4ed6\u8bfb\u4e66\u7684\u8303\u56f4\u5e76\u4e0d\u5c40\u9650\u4e8e\u4e13\u4e1a\u9886\u57df\u3002\u6700\u8fd1\u79e6\u6d9b\u6b63\u5728\u8bfb\u300a\u540e\u75ab\u60c5\u65f6\u4ee3\u7684\u4e2d\u56fd\u7ecf\u6d4e\u300b\u548c\u300a\u4eba\u7c7b\u8fdb\u5316\u53f2\u300b\u4e24\u672c\u4e66\u3002\u79e6\u6d9b\u8ba4\u4e3a\uff0c\u867d\u7136\u8fd9\u4e9b\u4e66\u5bf9\u81ea\u5df1\u7684\u4e13\u4e1a\u7814\u7a76\u6ca1\u6709\u76f4\u63a5\u7684\u5e2e\u52a9\uff0c\u4f46\u5374\u53ef\u4ee5\u8ba9\u81ea\u5df1\u770b\u5f97\u66f4\u8fdc\u3001\u66f4\u6df1\uff0c\u548c\u5fae\u8f6f\u4e00\u8d77\u66f4\u597d\u5730\u627f\u62c5\u8d77\u793e\u4f1a\u8d23\u4efb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1aNeurIPS 2021\u5927\u4f1a\u521a\u521a\u7ed3\u675f\u3002\u5728\u4eca\u5e74\u7684\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u670922\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u800c\u5176\u4e2d\u76848\u7bc7\u90fd\u6709\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u79e6\u6d9b\u7684\u53c2\u4e0e\u3002\u81ea\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4ee5\u6765\uff0c\u79e6\u6d9b\u5df2\u5728 NeurIPS\u3001ICML\u3001ICLR\u3001IJCAI\u3001AAAI\u3001CVRP \u7b49\u4e1a\u754c\u9876\u7ea7\u671f\u520a\u3001\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86100\u4f59\u7bc7\u8bba\u6587\uff0c\u4ed6\u6240\u5e26\u9886\u7684\u56e2\u961f\u4e5f\u57282018\u5e74\u5c06\u4e2d-\u82f1\u673a\u5668\u7ffb\u8bd1\u63d0\u5347\u81f3\u4eba\u7c7b\u4e13\u4e1a\u6c34\u5e73\uff0c\u57282019\u5e74\u56fd\u9645\u673a\u5668\u7ffb\u8bd1\u5927\u8d5b\u4e0a\u83b7\u5f978\u9879\u51a0\u519b\uff0c\u5e76\u4e14\u8fd8\u5f00\u53d1\u4e86\u8fc4\u4eca\u4e3a\u6b62\u6700\u5f3a\u5927\u7684\u9ebb\u5c06 AI \u7cfb\u7edf Suphx\uff0c\u6240\u7814\u53d1\u7684\u8bed\u97f3\u5408\u6210\u6280\u672f\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5fae\u8f6f Azure \u8ba4\u77e5\u670d\u52a1\u3001Windows \u7b49\u591a\u4e2a\u5fae\u8f6f\u6838\u5fc3\u4ea7\u54c1\u548c\u670d\u52a1\u4e2d\u3002\u5982\u4f55\u6301\u7eed\u4e0d\u65ad\u5730\u4ea7\u51fa\u9ad8\u8d28\u91cf\u7684\u79d1\u7814\u521b\u65b0\u6210\u679c\uff1f\u6216\u8bb8\u4f60\u53ef\u4ee5\u4ece\u79e6\u6d9b\u7684\u79d1\u7814\u7ecf\u5386\u4e2d\u83b7\u5f97\u4e00\u4efd\u201c\u9526\u56ca\u201d\u3002 \u5728 NeurIPS 2021\u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u79e6\u6d9b\u535a\u58eb\u53c2\u4e0e\u7684\u8bba\u6587\u67098\u7bc7\u88ab\u6536\u5f55\uff0c\u6210\u4e3a\u672c\u5c4a\u5927\u4f1a\u6536\u5f55\u8bba\u6587\u6570\u6700\u9ad8\u7684\u7814\u7a76\u5458\u4e4b\u4e00\u3002\u5176\u4e2d\u4e00\u7bc7\u8bba\u6587\u91cd\u65b0\u5ba1\u89c6\u4e86\u6df1\u5ea6\u5b66\u4e60\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u7684 Dropout \u7b97\u6cd5\uff0c\u9488\u5bf9\u5176\u8bad\u7ec3\u548c\u6d4b\u8bd5\u9636\u6bb5\u7684\u4e0d\u4e00\u81f4\u6027\u63d0\u51fa\u4e86\u6539\u8fdb\u7b97\u6cd5\u00a0R-Drop\uff1b\u53e6\u4e00\u7bc7\u6448\u5f03\u4e86\u4f20\u7edf\u751f\u6210\u5f0f\u5efa\u6a21\u4e2d\u7531\u4e00\u4e2a\u8fc7\u4e8e\u7b80\u5316\u7684\u8fb9\u7f18\uff08\u5148\u9a8c\uff09\u5206\u5e03\u52a0\u4e00\u4e2a\u6761\u4ef6\u5206\u5e03\u6765\u786e\u5b9a\u4e24\u4e2a\u968f\u673a\u53d8\u91cf\u8054\u5408\u5206\u5e03\u7684\u505a\u6cd5\uff0c\u63d0\u51fa\u4e86\u7531\u4e24\u4e2a\u6761\u4ef6\u5206\u5e03\u6765\u786e\u5b9a\u8054\u5408\u5206\u5e03\u7684\u7406\u8bba\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4f7f\u7528\u56e0\u8fc7\u4e8e\u7b80\u5316\u800c\u4e0e\u5b9e\u9645\u4e0d\u7b26\u7684\u8fb9\u7f18\u5206\u5e03\uff0c\u5e76\u57fa\u4e8e\u6b64\u7406\u8bba\u63d0\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u751f\u6210\u5f0f\u5efa\u6a21\u6a21\u5f0f\u00a0CyGen\u3002R-Drop \u7684\u8bba\u6587\u4f53\u73b0\u4e86\u79d1\u7814\u4eba\u5458\u5bf9\u5df2\u6709\u6280\u672f\u7684\u53cd\u601d\u4e0e\u72ec\u7acb\u601d\u8003\u80fd\u529b\uff0c\u800c CyGen \u7684\u6587\u7ae0\u5219\u66f4\u5177\u539f\u521b\u6027\uff0c\u53cd\u6620\u4e86\u79d1\u7814\u601d\u7ef4\u7684\u6df1\u5ea6\u3002\u79e6\u6d9b\u8bf4\uff0c\u201c\u505a\u7814\u7a76\u65f6\uff0c\u78b0\u5230\u522b\u4eba\u4e60\u4ee5\u4e3a\u5e38\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u9700\u8981\u601d\u8003\u90a3\u6837\u505a\u662f\u5426\u6709\u9053\u7406\uff0c\u662f\u5426\u53ef\u4ee5\u6539\u8fdb\uff0c\u4ece\u800c\u57f9\u517b\u81ea\u5df1\u72ec\u7acb\u601d\u8003\u3001\u6df1\u5ea6\u601d\u8003\u7684\u4e60\u60ef\u3002\u201d \u4e8b\u5b9e\u4e0a\uff0c\u4e0d\u4ec5\u662f\u5728\u4eca\u5e74\u7684 NeurIPS \u5927\u4f1a\u4e0a\u79e6\u6d9b\u548c\u56e2\u961f\u201c\u76c6\u94b5\u6ee1\u76c8\u201d\uff0c\u81ea\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4ee5\u6765\uff0c\u79e6\u6d9b\u5df2\u5728\u9876\u7ea7\u671f\u520a\u3001\u4f1a\u8bae\u4e0a\u53d1\u8868\u4e86100\u4f59\u7bc7\u8bba\u6587\u3002\u540c\u65f6\uff0c\u4ed6\u6240\u5e26\u9886\u7684\u56e2\u961f\u8fd1\u5e74\u6765\u4e5f\u5728\u5b66\u672f\u754c\u3001\u4ea7\u4e1a\u754c\u5c61\u83b7\u4f73\u7ee9\uff0c\u4e0d\u5c11\u79d1\u7814\u6210\u679c\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002 \u7a76\u7adf\u662f\u600e\u6837\u7684\u201c\u9b54\u529b\u201d\u53ef\u4ee5\u8ba9\u79e6\u6d9b\u5728\u7814\u7a76\u4e2d\u53e6\u8f9f\u8e4a\u5f84\uff0c\u4e0d\u65ad\u63d0\u51fa\u65b0\u95ee\u9898\uff0c\u5e94\u5bf9\u65b0\u6311\u6218\uff0c\u521b\u9020\u65e0\u9650\u53ef\u80fd\uff1f 2008\u5e74\uff0c\u79e6\u6d9b\u6b63\u5f0f\u52a0\u5165\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u4f46\u5728\u6b64\u4e4b\u524d\u4ed6\u5df2\u7ecf\u662f\u8fd9\u91cc\u7684\u4e00\u540d\u201c\u8001\u5458\u5de5\u201d\u4e86\u30022003\u5e74\uff0c\u8fd8\u5728\u8bfb\u7855\u58eb\u7684\u79e6\u6d9b\u6765\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\uff0c\u4e00\u76f4\u5230\u535a\u58eb\u6bd5\u4e1a\u3002\u671f\u95f4\uff0c\u79e6\u6d9b\u8fd8\u66fe\u4f5c\u4e3a\u4f18\u79c0\u5b9e\u4e60\u751f\u53d7\u9080\u5230\u6bd4\u5c14\u00b7\u76d6\u8328\u5bb6\u53c2\u52a0\u6d3b\u52a8\u3002\u201c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u662f\u5f53\u65f6\u56fd\u5185\u6700\u597d\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u673a\u6784\u3002\u4e94\u5e74\u7684\u5b9e\u4e60\u65f6\u95f4\u5df2\u7ecf\u8ba9\u6211\u4f53\u4f1a\u5230\u4e86\u7814\u7a76\u9662\u81ea\u7531\u7684\u7814\u7a76\u73af\u5883\u548c\u5b66\u672f\u6c1b\u56f4\u3002\u201d\u79e6\u6d9b\u8bf4\uff0c\u201c\u8fd9\u91cc\u62e5\u6709\u4f17\u591a\u4f18\u79c0\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b9e\u4e60\u751f\uff0c\u4e0e\u5176\u5355\u6253\u72ec\u6597\uff0c\u7814\u7a76\u9662\u66f4\u9f13\u52b1\u6211\u4eec\u5171\u540c\u5408\u4f5c\u521b\u65b0\u3002\u6240\u4ee5\u6bd5\u4e1a\u540e\uff0c\u6211\u6ca1\u6709\u8003\u8651\u5176\u4ed6\u9009\u62e9\uff0c\u6beb\u4e0d\u72b9\u8c6b\u5730\u52a0\u5165\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3002\u201d \u4ece\u5b9e\u4e60\u751f\u5230\u6b63\u5f0f\u7684\u7814\u7a76\u5458\uff0c\u79e6\u6d9b\u7684\u7814\u7a76\u65b9\u5411\u53d1\u751f\u4e86\u591a\u6b21\u8f6c\u6362\u3002\u5b9e\u4e60\u521d\u671f\u79e6\u6d9b\u4e3b\u8981\u4ece\u4e8b\u56fe\u50cf\u68c0\u7d22\u65b9\u9762\u7684\u7814\u7a76\uff0c\u5229\u7528 SVM\u3001Boosting \u6216\u51b3\u7b56\u6811\u7b49\u6280\u672f\u5904\u7406\u4eba\u5de5\u8bbe\u8ba1\u7279\u5f81\uff08\u6bd4\u5982\u76f4\u65b9\u56fe\u3001\u7eb9\u7406\u5206\u5e03\u3001SIFT \u7b49\uff09\u30022005\u5e74\uff0c\u5fae\u8f6f\u610f\u8bc6\u5230\u4e86\u4e92\u8054\u7f51\u641c\u7d22\u7684\u53d1\u5c55\u524d\u666f\uff0c\u5f00\u59cb\u5e03\u5c40\u641c\u7d22\u5f15\u64ce\u4e1a\u52a1\u3002\u4e8e\u662f\uff0c\u79e6\u6d9b\u548c\u56e2\u961f\u5f00\u59cb\u96c6\u4e2d\u7cbe\u529b\u4e8e\u4e92\u8054\u7f51\u641c\u7d22\u7684\u7814\u7a76\u3002 \u5168\u60c5\u6295\u5165\u5f88\u5feb\u5f97\u5230\u4e86\u56de\u62a5\uff0c\u5728\u540c\u5e74\u4fe1\u606f\u68c0\u7d22\u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u5927\u4f1a SIGIR \u6536\u5f55\u768475\u7bc7\u8bba\u6587\u4e2d\uff0c\u670915\u7bc7\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u5360\u6bd420%\u3002\u201c\u6211\u4eec\u6bcf\u4e2a\u4eba\u90fd\u7a7f\u7740\u540c\u6837\u7684T\u6064\uff0c\u5408\u5f71\u65f6\u4e0d\u65ad\u5f15\u6765\u5927\u5bb6\u7684\u5173\u6ce8\u548c\u79f0\u8d5e\uff0c\u2018\u4f60\u4eec\uff08\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff09\u6765\u4e86\u8fd9\u4e48\u591a\u4eba\u5440\u2018\u201d\uff0c\u56de\u5fc6\u8d77\u5f53\u5e74\u53c2\u4f1a\u7684\u573a\u666f\uff0c\u79e6\u6d9b\u4f9d\u65e7\u96be\u63a9\u5174\u594b\u4e4b\u60c5\u3002\u8fd9\u6b21\u7ecf\u5386\u8ba9\u79e6\u6d9b\u500d\u611f\u8363\u8000\uff0c\u4e5f\u8ba9\u4ed6\u611f\u53d7\u5230\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u5168\u7403\u8ba1\u7b97\u673a\u79d1\u7814\u754c\u7684\u5b9e\u529b\u4e0e\u4f4d\u7f6e\u3002 \u4e92\u8054\u7f51\u641c\u7d22\u5de5\u4f5c\u7684\u6301\u7eed\u8fdb\u6b65\uff0c\u4ee5\u53ca\u4e0e\u4ea7\u54c1\u56e2\u961f\u7684\u6df1\u5165\u5408\u4f5c\uff0c\u8ba9\u79e6\u6d9b\u53c8\u5c06\u76ee\u5149\u5bf9\u51c6\u4e86\u4e92\u8054\u7f51\u5e7f\u544a\u7684\u7814\u7a76\u3002\u4e0d\u540c\u4e8e\u4e92\u8054\u7f51\u641c\u7d22\u4e2d\u53ea\u5bf9\u7f51\u9875\u8fdb\u884c\u6b63\u5e38\u6392\u5e8f\uff0c\u4e92\u8054\u7f51\u5e7f\u544a\u5219\u9700\u8981\u5c06\u4f18\u8d28\u7684\u5e7f\u544a\u548c\u7528\u6237\u7684\u67e5\u8be2\u8bcd\u6309\u76f8\u5173\u5ea6\u6392\u5e8f\uff0c\u4ee5\u63d0\u5347\u7528\u6237\u7684\u4f53\u9a8c\u3002\u4e8e\u662f\u79e6\u6d9b\u548c\u540c\u4e8b\u4eec\u5f00\u59cb\u7740\u624b\u4e8e\u5e7f\u544a\u70b9\u51fb\u7387\u9884\u6d4b\u7684\u76f8\u5173\u7814\u7a76\uff0c\u5e76\u62d3\u5c55\u5230\u5e7f\u544a\u62cd\u5356\u673a\u5236\u7684\u8bbe\u8ba1\u548c\u6539\u8fdb\uff0c\u4ee5\u5b9e\u73b0\u5fc5\u5e94\uff08Bing\uff09\u5e7f\u544a\u4e1a\u52a1\u7684\u4f18\u5316\u3002\u5176\u5b9e\u65e0\u8bba\u662f\u56fe\u6587\u68c0\u7d22\u3001\u4e92\u8054\u7f51\u641c\u7d22\uff0c\u8fd8\u662f\u5e7f\u544a\u6392\u5e8f\uff0c\u90fd\u662f\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u5e94\u7528\uff0c\u8fd9\u4e9b\u79ef\u7d2f\u4e5f\u8ba9\u79e6\u6d9b\u53ca\u56e2\u961f\u770b\u5230\u4e86\u6df1\u5ea6\u5b66\u4e60\u3001\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7b49\u6280\u672f\u7684\u6f5c\u529b\uff0c\u4e3a\u540e\u6765\u79e6\u6d9b\u56e2\u961f\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u97f3\u5408\u6210\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u9886\u57df\u7684\u7a81\u7834\u6027\u521b\u65b0\u5960\u5b9a\u4e86\u57fa\u7840\u3002 \u968f\u7740\u5bf9\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u6df1\u5165\u7814\u7a76\uff0c\u79e6\u6d9b\u56e2\u961f\u53d1\u73b0\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u8f93\u5165\u8f93\u51fa\u4e92\u4e3a\u5bf9\u5076\uff0c\u6bd4\u5982\u673a\u5668\u7ffb\u8bd1\u4e2d\u7684\u4e2d\u7ffb\u82f1\u4efb\u52a1\u548c\u82f1\u7ffb\u4e2d\u4efb\u52a1\uff0c\u8bed\u97f3\u5904\u7406\u4e2d\u7684\u8bed\u97f3\u5408\u6210\u4efb\u52a1\uff08\u4ece\u6587\u672c\u5230\u8bed\u97f3\uff09\u548c\u8bed\u97f3\u8bc6\u522b\u4efb\u52a1\uff08\u4ece\u8bed\u97f3\u5230\u6587\u672c\uff09\uff0c\u56fe\u6587\u5904\u7406\u4e2d\u7684\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\u4efb\u52a1\uff08\u4ece\u56fe\u50cf\u751f\u6210\u6587\u672c\uff09\u548c\u57fa\u4e8e\u6587\u672c\u7684\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u3002\u5229\u7528\u8fd9\u79cd\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e4b\u95f4\u8f93\u5165\u8f93\u51fa\u7684\u5bf9\u5076\u5c5e\u6027\u53ef\u4ee5\u5bf9\u65e0\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u5b66\u4e60\uff0c\u63d0\u5347\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7279\u522b\u662f\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u6027\u80fd\u3002 \u8fd9\u5c31\u662f\u7531\u79e6\u6d9b\u56e2\u961f2016\u5e74\u63d0\u51fa\uff0c\u4eca\u5929\u5df2\u4e3a\u4e1a\u754c\u6240\u719f\u77e5\u7684\u673a\u5668\u5b66\u4e60\u65b0\u8303\u5f0f\u2014\u2014\u5bf9\u5076\u5b66\u4e60\u3002\u5bf9\u5076\u5b66\u4e60\u601d\u60f3\u6700\u5173\u952e\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u539f\u59cb\u4efb\u52a1\u6a21\u578b\uff0c\u5b83\u7684\u5bf9\u5076\u4efb\u52a1\u6a21\u578b\u53ef\u4ee5\u7ed9\u5176\u63d0\u4f9b\u53cd\u9988\uff1b\u540c\u6837\u7684\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5bf9\u5076\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u5176\u539f\u59cb\u4efb\u52a1\u6a21\u578b\u4e5f\u53ef\u4ee5\u7ed9\u8be5\u5bf9\u5076\u4efb\u52a1\u7684\u6a21\u578b\u63d0\u4f9b\u53cd\u9988\uff0c\u4ece\u800c\u8fd9\u4e24\u4e2a\u4e92\u4e3a\u5bf9\u5076\u7684\u4efb\u52a1\u53ef\u4ee5\u76f8\u4e92\u63d0\u4f9b\u53cd\u9988\uff0c\u76f8\u4e92\u5b66\u4e60\uff0c\u5171\u540c\u63d0\u9ad8\u3002 \u6700\u521d\uff0c\u5bf9\u5076\u5b66\u4e60\u53ea\u4e3a\u89e3\u51b3\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\uff0c\u540e\u6765\u9010\u6e10\u5e94\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\uff0c\u5305\u62ec\u673a\u5668\u95ee\u7b54\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u5408\u6210\uff0c\u751a\u81f3\u662f\u56fe\u50cf\u98ce\u683c\u7684\u8f6c\u6362\uff0c\u6bd4\u5982\u5c06\u56fe\u50cf\u4ece\u68b5\u9ad8\u98ce\u683c\u8f6c\u6362\u6210\u5176\u4ed6\u753b\u5bb6\u7684\u98ce\u683c\uff0c\u5c06\u5c71\u6c34\u753b\u8f6c\u53d8\u4e3a\u6cb9\u753b\uff0c\u7b49\u7b49\u3002\u5bf9\u5076\u5b66\u4e60\u8fd8\u53ef\u4ee5\u7528\u4e8e\u667a\u80fd\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff0c\u540c\u65f6\u63d0\u9ad8\u4ee3\u7801\u6ce8\u91ca\u4e0e\u4ee3\u7801\u751f\u6210\u7684\u6027\u80fd\u3002 \u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5f97\u76ca\u4e8e\u5bf9\u5076\u5b66\u4e60\uff0c\u79e6\u6d9b\u56e2\u961f\u52a9\u529b\u5fae\u8f6f\u673a\u5668\u7ffb\u8bd1\u57282018\u5e74\u4e2d-\u82f1\u673a\u5668\u7ffb\u8bd1\u4e2d\u8fbe\u5230\u4e86\u5ab2\u7f8e\u4eba\u7c7b\u4e13\u4e1a\u7ffb\u8bd1\u7684\u6c34\u5e73\uff0c\u5e76\u57282019\u5e74\u7684\u673a\u5668\u7ffb\u8bd1\u6bd4\u8d5b\u4e2d\u83b7\u5f97\u4e868\u9879\u673a\u5668\u7ffb\u8bd1\u51a0\u519b\u30022020\u5e74\uff0c\u79e6\u6d9b\u548c\u540c\u4e8b\u4eec\u8fd8\u5c06\u5bf9\u5076\u5b66\u4e60\u7f16\u5199\u6210\u4e66\uff0c\u8ba9\u66f4\u591a\u4eba\u4e86\u89e3\u548c\u4f7f\u7528\u8fd9\u4e00\u6280\u672f\u3002 \u5bf9\u5076\u5b66\u4e60\u4ece\u6280\u672f\u4e0a\u8bb2\u5e76\u4e0d\u662f\u7279\u522b\u56f0\u96be\uff0c\u800c\u5728\u4e8e\u6362\u4e2a\u89d2\u5ea6\u770b\u95ee\u9898\uff0c\u628a\u5177\u6709\u5bf9\u5076\u5c5e\u6027\u7684\u4e24\u4e2a\u4efb\u52a1\u653e\u5728\u4e00\u8d77\u8054\u5408\u5b66\u4e60\uff0c\u5229\u7528\u4e24\u4e2a\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u5f62\u6210\u53cd\u9988\u95ed\u73af\uff0c\u8fd9\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u5355\u4efb\u52a1\u5b66\u4e60\u8303\u5f0f\uff0c\u4e5f\u4e0d\u540c\u4e8e\u8fd1\u5e74\u6765\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u3002\u79e6\u6d9b\u603b\u7ed3\u5230\uff0c\u201c\u66f4\u91cd\u8981\u7684\u662f\u521b\u65b0\u6027\u601d\u7ef4\uff0c\u80fd\u5426\u4ece\u4e00\u4e2a\u5168\u65b0\u7684\u89c6\u89d2\u770b\u95ee\u9898\uff0c\u505a\u5230\u8fd9\u4e00\u70b9\u5c31\u4e0d\u96be\u53d1\u73b0\u4e00\u7247\u65b0\u7684\u5929\u5730\u3002\u201d \u8ba9\u79e6\u6d9b\u62e5\u6709\u6210\u5c31\u611f\u7684\u7814\u7a76\u9879\u76ee\u4e0d\u5c11\uff0c\u4f46\u5176\u4e2d\u6709\u4e00\u9879\u5de5\u4f5c\u610f\u4e49\u5c24\u4e3a\u7279\u6b8a\u2014\u2014\u4f4e\u8d44\u6e90\u673a\u5668\u7ffb\u8bd1\u3002\u5c31\u5728\u524d\u4e0d\u4e45\uff0c\u5fae\u8f6f\u7ffb\u8bd1\u7a81\u7834\u4e86\u767e\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u5927\u5173\u3002\u201c\u8981\u7a81\u7834100\u79cd\u8bed\u8a00\u7684\u5951\u673a\u548c\u7075\u611f\u6765\u6e90\u4e8e\u5965\u8fd0\u4f1a\uff0c\u201d\u79e6\u6d9b\u4ecb\u7ecd\u9053\uff0c\u201c\u6211\u4eec\u53d1\u73b02020\u5e74\u4e1c\u4eac\u5965\u8fd0\u4f1a\u7684\u5b98\u65b9\u7f51\u7ad9\u4e0a\u53ea\u63d0\u4f9b\u4e867\u79cd\u8bed\u8a00\u652f\u6301\uff0c\u800c\u53c2\u8d5b\u7684\u56fd\u5bb6\u5374\u6709200\u591a\u4e2a\u3002\u82e5\u8981\u5728\u8bed\u8a00\u7ffb\u8bd1\u65b9\u9762\u66f4\u52a0\u5145\u5206\u5730\u4f53\u73b0\u5965\u6797\u5339\u514b\u7684\u5171\u8d62\u7cbe\u795e\uff0c\u8fd8\u9700\u8981\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u52a9\u529b\u3002\u201d\u867d\u7136\u673a\u5668\u7ffb\u8bd1\u7684\u6c34\u5e73\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fdb\u5c55\u5728\u4e0d\u65ad\u63d0\u9ad8\uff0c\u4f46\u7eb5\u89c2\u5e02\u9762\u4e0a\u7684\u7ffb\u8bd1\u6280\u672f\u548c\u4ea7\u54c1\uff0c\u5927\u591a\u4e13\u6ce8\u4e8e\u8bad\u7ec3\u8d44\u6e90\u66f4\u52a0\u4e30\u5bcc\u5927\u8bed\u79cd\uff0c\u800c\u5ffd\u7565\u4e86\u4f4e\u8d44\u6e90\u7684\u5c0f\u8bed\u79cd\u3002\u4f46\u4e8b\u5b9e\u662f\uff0c\u4f7f\u7528\u5c0f\u8bed\u79cd\u7684\u56fd\u5bb6\u548c\u4eba\u7fa4\u5c5e\u4e8e\u7ecf\u6d4e\u6b20\u53d1\u8fbe\u884c\u5217\u7684\u5360\u6bd4\u66f4\u5927\uff0c\u4ed6\u4eec\u66f4\u9700\u8981\u83b7\u53d6\u65b0\u4fe1\u606f\u3001\u65b0\u77e5\u8bc6\u3001\u65b0\u6280\u672f\u3002 \u201c\u6211\u4eec\u7684\u76ee\u6807\u662f\u2018\u4e00\u4e2a\u4e5f\u4e0d\u80fd\u5c11\u2019\uff0c\u5e0c\u671b\u6240\u6709\u5965\u8fd0\u53c2\u8d5b\u56fd\u7684\u8fd0\u52a8\u5458\u548c\u53d7\u4f17\u4e0d\u4ec5\u53ef\u4ee5\u5728\u673a\u5668\u7ffb\u8bd1\u6280\u672f\u7684\u5e2e\u52a9\u4e0b\u66f4\u597d\u5730\u53c2\u52a0\u548c\u89c2\u770b\u5965\u8fd0\u4f1a\uff0c\u8fd8\u53ef\u4ee5\u4e86\u89e3\u5230\u4e16\u754c\u4e0a\u66f4\u591a\u7684\u524d\u6cbf\u4fe1\u606f\u3002\u8fd9\u4e2a\u9879\u76ee\u53ef\u80fd\u5e76\u4e0d\u80fd\u5e26\u6765\u5de8\u5927\u7684\u5546\u4e1a\u4ef7\u503c\uff0c\u6211\u4eec\u4e5f\u4e0d\u662f\u4e3a\u4e86\u53d1\u8868\u8bba\u6587\uff0c\u6211\u4eec\u66f4\u5e0c\u671b\u7684\u662f\u6211\u4eec\u7684\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u5c0f\u8bed\u79cd\u4f7f\u7528\u8005\u6253\u5f00\u89c6\u91ce\uff0c\u6253\u7834\u4eba\u7c7b\u8bed\u8a00\u4ea4\u6d41\u7684\u969c\u788d\uff0c\u8fd9\u7c7b\u7814\u7a76\u975e\u5e38\u6709\u610f\u4e49\u3002\u201d \u5c06\u60f3\u6cd5\u4ed8\u8bf8\u4e8e\u884c\u52a8\u540e\uff0c\u79e6\u6d9b\u548c\u7814\u7a76\u9662\u4ee5\u53ca\u4ea7\u54c1\u90e8\u95e8\u7684\u540c\u4e8b\u4eec\u4e00\u8d77\u5229\u7528\u5bf9\u5076\u5b66\u4e60\u3001\u9884\u8bad\u7ec3\u7b49\u6280\u672f\uff0c\u514b\u670d\u4e86\u5c0f\u8bed\u79cd\u4f7f\u7528\u8303\u56f4\u5c0f\u3001\u5b66\u4e60\u8bed\u6599\u5c11\u7684\u56f0\u96be\uff0c\u5728\u8fd1\u671f\u4e3a\u5fae\u8f6f\u7ffb\u8bd1\u53c8\u6dfb\u52a0\u4e8614\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u7ffb\u8bd1\uff0c\u5305\u62ec\u7f8e\u5c3c\u4e9a\u8bed\u3001\u963f\u585e\u62dc\u7586\u8bed\u3001\u85cf\u8bed\u3001\u9ad8\u68c9\u8bed\u3001\u8482\u683c\u91cc\u5c3c\u4e9a\u8bed\u3001\u963f\u59c6\u54c8\u62c9\u5947\u8bed\u3001\u8001\u631d\u8bed\u3001\u7f05\u7538\u8bed\u3001\u5c3c\u6cca\u5c14\u8bed\u3001\u571f\u5e93\u66fc\u8bed\u3001\u8499\u53e4\u8bed\uff08\u897f\u91cc\u5c14\u6587\u5b57\uff09\u3001\u8499\u53e4\u8bed\uff08\u4f20\u7edf\u6587\u5b57\uff09\u3001\u7ef4\u543e\u5c14\u8bed\u548c\u4e4c\u5179\u522b\u514b\u8bed\uff08\u62c9\u4e01\u6587\u5b57\uff09\u3002\u76ee\u524d\u5fae\u8f6f\u7ffb\u8bd1\u5df2\u652f\u6301103\u79cd\u8bed\u8a00\u548c\u65b9\u8a00\u7684\u7ffb\u8bd1\u3002 \u9664\u4e86\u5c06\u673a\u5668\u5b66\u4e60\u7684\u5f3a\u5927\u4f18\u52bf\u5e94\u7528\u5728\u8bed\u8a00\u7ffb\u8bd1\u65b9\u9762\uff0c\u79e6\u6d9b\u548c\u56e2\u961f\u8fd8\u79ef\u6781\u63a2\u7d22\u673a\u5668\u5b66\u4e60\u5728\u8bed\u97f3\u5408\u6210\u4e0a\u7684\u66f4\u591a\u53ef\u80fd\u6027\u3002\u5c3d\u7ba1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8fd1\u5e74\u6765\u5df2\u88ab\u5b66\u672f\u754c\u6240\u8ba4\u53ef\uff0c\u5e94\u7528\u5728\u8bed\u97f3\u5408\u6210\u65b9\u9762\u4e5f\u6709\u4e0d\u9519\u7684\u6548\u679c\uff0c\u4f46\u79e6\u6d9b\u548c\u540c\u4e8b\u4eec\u53d1\u73b0\u6a21\u578b\u7684\u8fd0\u884c\u975e\u5e38\u6162\uff0c\u5373\u4f7f\u4f7f\u7528 V100\u8fd9\u79cd\u57282019\u5e74\u6027\u80fd\u6700\u4f73\u7684 GPU \u4e5f\u8fbe\u4e0d\u5230\u5b9e\u65f6\u7684\u6548\u679c\u2014\u2014\u4e00\u53e55\u79d2\u949f\u7684\u8bdd\uff0c\u673a\u5668\u5374\u65e0\u6cd5\u57285\u79d2\u5185\u5408\u6210\u8bed\u97f3\u3002\u800c\u901a\u8fc7\u4e0d\u65ad\u589e\u52a0 GPU \u6765\u5b8c\u6210\u4efb\u52a1\uff0c\u5176\u6210\u672c\u662f\u65e0\u6cd5\u627f\u62c5\u7684\uff0c\u56e0\u6b64\u7528\u6237\u4e5f\u65e0\u6cd5\u53d7\u76ca\u4e8e\u6700\u65b0\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u3002\u4e3a\u6b64\uff0c\u79e6\u6d9b\u56e2\u961f\u548c\u6d59\u6c5f\u5927\u5b66\u8054\u5408\u63a8\u51fa\u4e86\u00a0FastSpeech\u00a0\u7b97\u6cd5\uff0c\u5c06\u6885\u5c14\u8c31\u7684\u751f\u6210\u901f\u5ea6\u63d0\u9ad8\u4e86\u8fd1270\u500d\uff0c\u8ba9\u7aef\u5230\u7aef\u5e73\u5747\u5408\u6210\u4e00\u67615\u79d2\u949f\u8bed\u97f3\u7684\u65f6\u95f4\u8fbe\u52300.18\u79d2\uff0c\u5355 GPU \u4e0a\u7684\u8bed\u97f3\u5408\u6210\u901f\u5ea6\u8fbe\u5230\u4e86\u5b9e\u65f6\u8bed\u97f3\u901f\u5ea6\u768430\u500d\u3002 \u5982\u4eca\uff0cFastSpeech \u7b97\u6cd5\u5df2\u7ecf\u5728\u5fae\u8f6f\u7684\u4ea7\u54c1\u4e2d\u5927\u8303\u56f4\u5e94\u7528\uff0c\u5305\u62ec Teams\u3001Skype\u3001Windows\u3001Azure \u4e2d\u7684\u6240\u6709\u8bed\u97f3\u5408\u6210\u670d\u52a1\uff0c\u73b0\u5728\u5fae\u8f6f\u7684\u8bed\u97f3\u5408\u6210\uff08TTS\uff09\u670d\u52a1\u5df2\u652f\u6301\u8d85\u8fc7110\u79cd\u8bed\u8a00\u548c270\u591a\u79cd\u8bed\u97f3\u3002 \u4ece2003\u5e74\u7684\u5b9e\u4e60\u751f\uff0c\u52302008\u5e74\u7684\u6b63\u5f0f\u7814\u7a76\u5458\uff0c\u518d\u5230\u4eca\u5929\u7684\u9996\u5e2d\u7814\u7a76\u5458\uff0c\u89d2\u8272\u7684\u53d8\u5316\u8ba9\u79e6\u6d9b\u611f\u53d7\u8d23\u4efb\u7684\u4e0d\u540c\u3002\u201c\u5728\u5b9e\u4e60\u671f\u95f4\uff0c\u6211\u4e3b\u8981\u96c6\u4e2d\u7cbe\u529b\u4e8e\u505a\u5b9e\u9a8c\u3001\u5199\u8bba\u6587\uff1b\u800c\u6210\u4e3a\u6b63\u5f0f\u7684\u7814\u7a76\u5458\u540e\uff0c\u6211\u601d\u8003\u7684\u66f4\u591a\u7684\u662f\u7814\u7a76\u7684\u4ef7\u503c\u548c\u610f\u4e49\uff0c\u5982\u4f55\u4e0e\u540c\u4e8b\u4eec\u4e00\u8d77\u5b8c\u6210\u2018\u9876\u5929\u7acb\u5730\u2019\u7684\u7814\u7a76\u3002\u201d\u79e6\u6d9b\u89e3\u91ca\u9053\uff0c\u9876\u5929\u5c31\u662f\u8981\u505a\u6700\u524d\u6cbf\u7684\u7814\u7a76\uff0c\u4f8b\u5982\u7814\u7a76\u9662\u8fd1\u5e74\u6765\u9f13\u52b1\u7684 AI+\u79d1\u5b66\u7684\u4ea4\u53c9\u7814\u7a76\u65b9\u5411\uff1b\u7acb\u5730\u5219\u662f\u8981\u505a\u6709\u7528\u7684\u7814\u7a76\uff0c\u5e0c\u671b\u6211\u4eec\u7684\u6280\u672f\u80fd\u591f\u901a\u8fc7\u6539\u8fdb\u5fae\u8f6f\u7684\u4ea7\u54c1\uff0c\u9020\u798f\u6240\u6709\u7528\u6237\u3002 \u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5de5\u4f5c\u768418\u5e74\u8ba9\u79e6\u6d9b\u6108\u53d1\u611f\u53d7\u5230\u4e86\u5f00\u653e\u3001\u534f\u4f5c\u3001\u591a\u5143\u3001\u5305\u5bb9\u6587\u5316\u5bf9\u521b\u65b0\u578b\u7814\u7a76\u7684\u4fc3\u8fdb\u4f5c\u7528\u3002\u4e3a\u4e86\u63a8\u52a8\u8de8\u9886\u57df\u4ea4\u6d41\u548c\u4ea4\u53c9\u5b66\u79d1\u7684\u7814\u7a76\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f15\u5165\u4e86\u5404\u9886\u57df\u7684\u4f18\u79c0\u4eba\u624d\uff0c\u540c\u65f6\u8fd8\u4f1a\u4e0d\u5b9a\u671f\u5730\u7ec4\u7ec7\u4ea4\u6d41\u5206\u4eab\u6d3b\u52a8\u3002\u79e6\u6d9b\u8d1f\u8d23\u7ec4\u7ec7\u7684\u201c\u5927\u5e08\u8bba\u575b\u201d\u4f1a\u9080\u8bf7\u516c\u53f8\u5185\u5916\u90e8\u4e13\u5bb6\u5206\u4eab\u8de8\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u6d1e\u5bdf\u3002\u201c\u5728\u4e0e\u4e0d\u540c\u4e13\u4e1a\u80cc\u666f\u7684\u540c\u4e8b\u5408\u4f5c\u7814\u7a76\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4f1a\u6709\u4e0d\u8ba4\u540c\u3001\u8d28\u7591\u5bf9\u65b9\u7684\u65f6\u523b\uff0c\u4f46\u662f\u5f88\u591a\u65b0\u7684\u601d\u60f3\u6b63\u662f\u5728\u78b0\u649e\u4e2d\u4ea7\u751f\u7684\uff1b\u5bf9\u4e8e\u4e00\u81f4\u8ba4\u540c\u7684\u60f3\u6cd5\uff0c\u6211\u4eec\u4f1a\u5171\u540c\u8ba9\u60f3\u6cd5\u843d\u5730\uff1b\u5bf9\u4e8e\u65b0\u7684\u89c2\u70b9\uff0c\u4e5f\u4f1a\u5c1d\u8bd5\u9a8c\u8bc1\uff0c\u63d0\u51fa\u65b0\u7684\u7b97\u6cd5\u3001\u8303\u5f0f\uff0c\u4e0d\u65ad\u63a8\u8fdb\u7814\u7a76\u5de5\u4f5c\u3002\u201d\u5728\u79e6\u6d9b\u770b\u6765\uff0c\u6c42\u540c\u5b58\u5f02\u5bf9\u4e8e\u7814\u7a76\u521b\u65b0\u81f3\u5173\u91cd\u8981\u3002 \u6b64\u5916\uff0c\u5f53\u6709\u5b9e\u4e60\u751f\u63d0\u51fa\u65b0\u60f3\u6cd5\u65f6\uff0c\u79e6\u6d9b\u4f1a\u9f13\u52b1\u5927\u5bb6\u4ece\u4e00\u5f00\u59cb\u5c31\u5c06\u60f3\u6cd5\u63d0\u70bc\u6210\u4e00\u4e24\u9875\u7684\u4e66\u9762\u6587\u6863\u3002\u8fd9\u6837\u505a\u4e0d\u4ec5\u80fd\u7406\u6e05\u601d\u8def\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u5de5\u4f5c\u5f62\u6210\u8bba\u6587\u6253\u597d\u57fa\u7840\uff0c\u66f4\u91cd\u8981\u7684\u662f\u53ef\u4ee5\u628a\u60f3\u6cd5\u5728\u521d\u671f\u5c31\u5206\u4eab\u7ed9\u5176\u4ed6\u4eba\uff0c\u53ca\u65f6\u83b7\u53d6\u53cd\u9988\u3001\u5efa\u8bae\u548c\u8d28\u7591\uff0c\u4ece\u800c\u786e\u4fdd\u5de5\u4f5c\u5728\u8d77\u6b65\u9636\u6bb5\u5c31\u53ef\u4ee5\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a\u3002\u79e6\u6d9b\u8fd8\u5f3a\u8c03\uff0c\u505a\u7814\u7a76\u5e76\u4e0d\u662f\u4e3a\u4e86\u53d1\u8bba\u6587\uff0c\u53d1\u8bba\u6587\u662f\u4e3a\u4e86\u505a\u66f4\u597d\u7684\u3001\u6709\u610f\u4e49\u7684\u7814\u7a76\uff0c\u53ea\u6709\u597d\u7684\u7814\u7a76\u5de5\u4f5c\u624d\u503c\u5f97\u53d1\u8bba\u6587\u3002 [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1061742,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1061739","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1061739","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":1,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1061739\/revisions"}],"predecessor-version":[{"id":1061766,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1061739\/revisions\/1061766"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1061742"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1061739"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1061739"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1061739"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1061739"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}