{"id":83,"date":"2025-12-08T10:48:38","date_gmt":"2025-12-08T02:48:38","guid":{"rendered":"http:\/\/daqings.net\/?page_id=83"},"modified":"2025-12-08T10:50:22","modified_gmt":"2025-12-08T02:50:22","slug":"83-2","status":"publish","type":"page","link":"http:\/\/daqings.net\/?page_id=83","title":{"rendered":"Qing Da (\u7b2a\u5e86)\u2019s Homepage \u2014 \u9996\u9875"},"content":{"rendered":"<p><a href=\"daqingacm@sina.com\">E-mail<\/a> \/ <a href=\"https:\/\/scholar.google.com\/citations?user=sRKGtmgAAAAJ&amp;hl=en\">Google scholar<\/a> \/ <a href=\"https:\/\/dblp.org\/pid\/138\/2474.html\">DBLP<\/a> \/ <a href=\"http:\/\/daqings.net\/\">English Version<\/a><\/p>\n<p>\u66fe\u4efb\u963f\u91cc\u5df4\u5df4\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6\uff08\u82b1\u540d\u8fbe\u537f\uff09\uff0c\u672c\u7855\u5747\u6bd5\u4e1a\u4e8e\u5357\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\uff0c\u5e08\u4ece\u5468\u5fd7\u534e\u6559\u6388\uff0c\u4ece\u4e8b\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7684\u7814\u7a76\u5de5\u4f5c\u30022015 \u5e74\u521d\uff0c\u4e8e\u535a\u58eb\u4e8c\u5e74\u7ea7\u9000\u5b66\uff0c\u52a0\u5165\u5f53\u65f6\u7684\u963f\u91cc\u5df4\u5df4\u641c\u7d22\u63a8\u8350\u4e8b\u4e1a\u90e8\uff0c\u4ece\u4e8b\u641c\u7d22\u63a8\u8350\u7b97\u6cd5\u76f8\u5173\u7684\u5de5\u4f5c\u81f3\u4eca\u3002<\/p>\n<p>\u5728\u963f\u91cc\u671f\u95f4\uff0c\u9664\u4e86\u672c\u804c\u5de5\u4f5c\u4e4b\u5916\uff0c\u5bf9\u5185\u627f\u62c5\u4e86\u4e00\u4e9b\u7b97\u6cd5\u65b0\u4eba\u57f9\u8bad\u7684\u5de5\u4f5c\uff0c2019 \u5e74\u96c6\u56e2\u65b0\u4eba\u8bfe\u7a0b\u300a\u641c\u7d22\u63a8\u8350\u5e7f\u544a-\u7b97\u6cd5\u4f53\u7cfb\u6982\u8bba\u300b\u4f5c\u8005\u4e4b\u4e00\uff0c\u676d\u5dde\u573a\u4e3b\u8bb2\u4eba\uff0c\u4ea6\u627f\u62c5\u4e86\u6b21\u5e74\uff082020 \u5e74\uff09\u641c\u7d22\u63a8\u8350\u4e8b\u4e1a\u90e8\u7b97\u6cd5\u65b0\u4eba\u73ed\u7684\u73ed\u4e3b\u4efb\uff1b\u5bf9\u5916\u5219\u62c5\u4efb\u4e86 TNNLS\u3001AAAI\u3001IJCAI\u3001ICML \u7b49\u9886\u57df\u671f\u520a\u4f1a\u8bae\u7684\u5ba1\u7a3f\u4eba\u7b49\u3002<\/p>\n<p>\u4e8e2022\u5e7410\u6708\u52a0\u5165\u5b57\u8282\u8df3\u52a8\uff0c\u4ece\u4e8b\u7535\u5546\u7b97\u6cd5\u76f8\u5173\u5de5\u4f5c\u3002<\/p>\n<h2><b>\u6559\u80b2\u7ecf\u5386 <\/b><\/h2>\n<p><b>\u672c\u79d1<\/b>\uff1a\u5357\u4eac\u5927\u5b66\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\uff0c2006-09 \u81f3 2010-06<\/p>\n<ul>\n<li><a href=\"http:\/\/www.mcm.edu.cn\/html_cn\/node\/4538a3796e62e2686cab1dc5af9ff3c4.html\">\u5168\u56fd\u5927\u5b66\u751f\u6570\u5b66\u5efa\u6a21\u5927\u8d5b\u5168\u56fd\u4e00\u7b49\u5956<\/a>\uff0c\u7b2c\u4e00\u5b8c\u6210\u4eba\uff0c2008<\/li>\n<li>\u6559\u80b2\u90e8-Sun \u5927\u5b66\u751f\u521b\u65b0\u5b9e\u9a8c\u8ba1\u5212\u6770\u51fa\u9879\u76ee(Outstanding project)\uff0c\u7b2c\u4e00\u5b8c\u6210\u4eba\uff0c2009<\/li>\n<li><a href=\"https:\/\/cs.nju.edu.cn\/81\/48\/c1702a33096\/page.htm\">\u5357\u4eac\u5927\u5b66\u672c\u79d1\u4f18\u79c0\u6bd5\u4e1a\u8bba\u6587\uff08\u8bbe\u8ba1\uff09\u4e00\u7b49\u5956<\/a>\uff0c2010<\/li>\n<li>\u4fdd\u9001\u81f3\u672c\u7cfb\u7ee7\u7eed\u653b\u8bfb\u7814\u7a76\u751f\u5b66\u4f4d\uff08Rank 1st\uff09<\/li>\n<\/ul>\n<p><b>\u7855\u58eb<\/b>\uff1a\u5357\u4eac\u5927\u5b66\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\uff0c\u673a\u5668\u5b66\u4e60\u4e0e\u6570\u636e\u6316\u6398\u7814\u7a76\u6240\uff08LAMDA\uff09\uff0c2010-09 \u81f3 2013-06<\/p>\n<ul>\n<li>PAKDD \u6570\u636e\u6316\u6398\u7ade\u8d5b\u516c\u5f00\u7ec4\u51a0\u519b\uff0c\u7b2c\u4e94\u5b8c\u6210\u4eba\uff0c2012.<\/li>\n<li>\u9996\u5c4a\u201c\u4e2d\u56fd\u4e91\u00b7\u79fb\u52a8\u4e92\u8054\u7f51\u521b\u65b0\u5927\u5956\u8d5b\u201d\uff0c<a href=\"https:\/\/cslab.nju.edu.cn\/7b\/10\/c1778a31504\/page.htm\">\u4e00\u7b49\u5956 1 \u9879\uff0c\u4e8c\u7b49\u5956 1 \u9879\uff0c\u4e09\u7b49\u5956 2 \u9879<\/a>\uff0c\u7b2c\u4e00\u5b8c\u6210\u4eba\uff0c2013. [<a href=\"https:\/\/news.cctv.com\/china\/20121031\/100975.shtml\">\u592e\u89c6\u65b0\u95fb<\/a>]<\/li>\n<\/ul>\n<ul>\n<li>\u7855\u58eb\u6bd5\u4e1a\u8bba\u6587\uff0c\u300a\u57fa\u4e8e\u76f4\u63a5\u7b56\u7565\u641c\u7d22\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u7814\u7a76\u300b.<\/li>\n<\/ul>\n<p><b>\u535a\u58eb<\/b>\uff1a\u5357\u4eac\u5927\u5b66\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\uff0c\u673a\u5668\u5b66\u4e60\u4e0e\u6570\u636e\u6316\u6398\u7814\u7a76\u6240\uff08LAMDA\uff09\uff0c2013-09 \u81f3 2015-01\uff0c\u8084\u4e1a<\/p>\n<ul>\n<li>\u535a\u4e00\u671f\u95f4\u4ee5\u4e00\u4f5c\u8eab\u4efd\u5206\u522b\u53d1\u8868 CCF A \u7c7b\u4e00\u7bc7[2006-2]\uff0cCCF B \u7c7b\u4e00\u7bc7[2006-3]\uff0c\u535a\u58eb\u751f\u4e2d\u671f\u8003\u6838\u4e2d\u4f18\u79c0\uff08Rank 1st\uff09.<\/li>\n<\/ul>\n<ul>\n<li>\u535a\u4e8c\u4e0a\u5b66\u671f\u56e0\u4e2a\u4eba\u539f\u56e0\u9000\u5b66\u8fdb\u5165\u5de5\u4e1a\u754c.<\/li>\n<\/ul>\n<h2><b>\u804c\u4e1a\u7ecf\u5386 <\/b><\/h2>\n<p>2015.01 \u2013 2016.06: <b>\u8d44\u6df1\u7b97\u6cd5\u5de5\u7a0b\u5e08 <\/b>\u641c\u7d22\u4e8b\u4e1a\u90e8 \u963f\u91cc\u5df4\u5df4<\/p>\n<ul>\n<li>\u4ece\u4e8b\u6dd8\u5b9d\u641c\u7d22\u7b97\u6cd5\u76f8\u5173\u5de5\u4f5c<\/li>\n<li>\u901a\u8fc7\u548c\u5de5\u7a0b\u56e2\u961f\u7684\u914d\u5408\uff0c\u4e0a\u7ebf\u7b2c\u4e00\u7248\u57fa\u4e8e parameter server \u7684\u5927\u89c4\u6a21\u5728\u7ebf\u5b66\u4e60\u6a21\u578b\uff0c\u63a8\u52a8\u4e86\u5728\u7ebf\u5b66\u4e60\u5728\u624b\u6dd8\u641c\u7d22\u7684\u904d\u5730\u5f00\u82b1\uff0c\u76f8\u5173\u5de5\u4f5c\u300a\u57fa\u4e8e\u5728\u7ebf\u77e9\u9635\u5206\u89e3\u7684\u6dd8\u5b9d\u641c\u7d22\u5b9e\u65f6\u4e2a\u6027\u5316\u300b\u83b7\u5f97\u96c6\u56e2 2015 \u5e74\u5341\u5927\u7b97\u6cd5\u5956<\/li>\n<li>\u9996\u6b21\u5c06\u6700\u4f18\u5206\u914d+PID \u5728\u7ebf\u8c03\u8282\u7684\u6280\u672f\u5f15\u5165\u53cc\u5341\u4e00\u7ea2\u5305\u7684\u53d1\u653e\uff0c\u8be5\u6280\u672f\u5df2\u6210\u4e3a\u76ee\u524d\u96c6\u56e2\u5185\u6743\u76ca\u53d1\u653e+\u6d41\u91cf\u8c03\u63a7\u7684\u57fa\u7840\u901a\u7528\u65b9\u6848\uff0c\u5e76\u6c89\u6dc0\u4e86\u4e13\u5229\u300a\u4e00\u79cd\u901a\u8fc7\u5173\u952e\u8bcd\u53d1\u653e\u7ea2\u5305\u51fa\u552e\u6d41\u91cf\u7684\u65b9\u5f0f\u300b<\/li>\n<li>2015 \u5e74\u641c\u7d22\u4e8b\u4e1a\u90e8\u6700\u4f73\u65b0\u4eba\u5956\uff0c\u53cc 11 \u75af\u72c2\u641c\u7d22\u4eba\u5956\uff0c\u6280\u672f\u5353\u8d8a\u5956\u56e2\u961f\u6210\u5458<\/li>\n<li>\u96c6\u56e2\u5185\u90e8\u7b97\u6cd5\u7ade\u8d5b\u5956\u9879\u82e5\u5e72\uff1a\u65b0\u6d6a\u5fae\u535a\u4e92\u52a8\u9884\u6d4b\u5927\u8d5b\u4e9a\u519b\uff1b\u7b80\u5386\u667a\u80fd\u8bc4\u5206\u5927\u8d5b\u4e9a\u519b\uff0c\u83dc\u9e1f-\u9700\u6c42\u9884\u6d4b&amp;\u5206\u4ed3\u89c4\u5212\u4f18\u80dc\u5956\uff08rank 4\uff09<\/li>\n<\/ul>\n<p>2016.07 \u2013 2017.12: <b>\u7b97\u6cd5\u4e13\u5bb6 <\/b>\u641c\u7d22\u4e8b\u4e1a\u90e8 \u963f\u91cc\u5df4\u5df4<\/p>\n<ul>\n<li>\u9996\u6b21\u5c06\u5f3a\u5316\u5b66\u4e60\u5f15\u5165\u7535\u5546\u641c\u7d22\u6392\u5e8f\u4e2d\uff0c\u5e76\u4e14\u5728 2016 \u5e74\u53cc\u5341\u4e00\u8fdb\u884c\u4e0a\u7ebf\u5e94\u7528\uff0c\u76f8\u5173\u5de5\u4f5c\u88ab\u591a\u5bb6\u5a92\u4f53\u62a5\u9053\u3002[<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2017-03-14-4\">\u673a\u5668\u4e4b\u5fc3\u62a5\u9053<\/a>]<\/li>\n<\/ul>\n<ul>\n<li>\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u641c\u7d22\u5185\u90e8\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6 AI4B-RL\uff0c\u5728\u591a\u4e2a\u4e1a\u52a1\u7ebf\u5c1d\u8bd5\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u5e94\u7528\uff0c\u5305\u62ec\u641c\u7d22\u6392\u5e8f[2018-2]\u3001\u9526\u56ca\u5c55\u793a\u5b66\u4e60[2018-3]\u3001\u5f15\u64ce\u6027\u80fd\u4f18\u5316[2021\/2022-6]\u3001\u5356\u5bb6\u5206\u5c42\u8c03\u63a7\u3001\u6d41\uf97e\u8c03\u63a7\u3001\u865a\u62df\u6dd8\u5b9d[2019-3]\u7b49\u5de5\u4f5c\uff0c\u76f8\u5173\u5de5\u4f5c\u5df2\u7ecf\u6574\u7406\u53d1\u8868\u5728 KDD\uff0cAAAI\uff0cECML \u4e0a\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u7ec4\u7ec7\u96c6\u56e2\u5185\u6240\u6709\u76f8\u5173\u7b97\u6cd5\u56e2\u961f\uff0c\u53d1\u5e03\u7535\u5b50\u4e66\u300a<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2018-02-06-3\">\u5f3a\u5316\u5b66\u4e60\u5728\u963f\u91cc\u7684\u6280\u672f\u6f14\u8fdb\u4e0e\u4e1a\u52a1\u521b\u65b0<\/a>\u300b\uff0c\u5176\u5185\u5bb9\u5305\u542b\u641c\u7d22\u3001\u63a8\u8350\u3001\u5e7f\u544a\u3001\u7269\u6d41\u3001\u667a\u80fd\u5ba2\u670d\u7b49\u5e7f\u6cdb\u9886\u57df\uff0c\u6b21\u5e74\u5176\u5b9e\u4f53\u4e66\u7531\u7535\u5b50\u5de5\u4e1a\u51fa\u7248\u793e\u51fa\u7248\u53d1\u884c\u3002<\/li>\n<\/ul>\n<p>2018.01 \u2013 2020.07: <b style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\">\u9ad8\u7ea7\u7b97\u6cd5\u4e13\u5bb6<\/b><span style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\"> AI \u56fd\u9645\u4e8b\u4e1a\u90e8 \u963f\u91cc\u5df4\u5df4<\/span><\/p>\n<ul>\n<li>\u5e26\u961f\u53c2\u52a0 OpenAI \u4e3e\u529e\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7ade\u8d5b\uff0c\u83b7\u5f97\u5168\u7403\u603b\u51a0\u519b\uff0c\u7b2c\u4e00\u5b8c\u6210\u4eba\u3002[<a href=\"https:\/\/openai.com\/research\/retro-contest-results\">OpenAI \u5b98\u7f51\u65b0\u95fb<\/a>][<a href=\"https:\/\/mp.weixin.qq.com\/s\/3u9YTLGBXYDwFcpZbfrv6Q\">\u963f\u91cc\u6280\u672f\u62a5\u9053<\/a>]<\/li>\n<\/ul>\n<ul>\n<li>2018 \u5e74 8 \u6708\u5f00\u59cb\u62c5\u4efb AliExpress \u641c\u7d22\u7b97\u6cd5\u8d1f\u8d23\u4eba\u89d2\u8272\uff0c\u5f00\u59cb\u7ec4\u5efa\u56e2\u961f\u548c\u6280\u672f\u5347\u7ea7\uff0c\u540c\u65f6\u9488\u5bf9\u56fd\u9645\u5316\u4e1a\u52a1\u7279\u70b9\u8fdb\u884c\u6280\u672f\u521b\u65b0\u3002\u76ee\u524d\u4ece 2-3 \u4eba\u7684\u79cd\u5b50\u56e2\u961f\u6210\u957f\u4e3a 20+\u7684\u7b97\u6cd5\u56e2\u961f\uff0c\u8986\u76d6\u641c\u7d22\u76f8\u5173\u6027\u3001\u641c\u7d22\u6548\u7387\u3001\u641c\u7d22\u5bfc\u8d2d\u4ea7\u54c1\u3001\u6d41\u91cf\u8c03\u63a7\u7b49 4 \u4e2a\u5b50\u65b9\u5411\u3002\u5728\u5148\u540e2 \u4e2a\u8d22\u5e74\u5185\uff0c\u641c\u7d22\u8f6c\u5316\u7387\u5728\u539f\u5148\u4f18\u5316\u4e86 8 \u5e74\u7684 baseline \u57fa\u7840\u4e0a\uff0c\u5206\u522b\u63d0\u5347\u4e86 30%\u548c20%\uff0c\u540c\u65f6\u5728\u641c\u7d22\u76f8\u5173\u6027\u3001\u641c\u7d22\u5bfc\u8d2d\u4ea7\u54c1\u7b49\u76f8\u5173\u4e1a\u52a1\u4e0a\u4e5f\u6709\u8f83\u5927\u5e45\u5ea6\u7684\u63d0\u5347\u548c\u6539\u8fdb\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u9488\u5bf9\u56fd\u9645\u5316\u4e1a\u52a1\u7684\u591a\u8bed\u8a00\u95ee\u9898\uff0c\u5728 facebook \u7684 XLM \u63d0\u51fa\u6765\u540c\u671f\u5c31\u5f00\u59cb\u7814\u7a76\u8de8\u8bed\u8a00\u7684\u5411\u91cf\u6a21\u578b\uff0c\u76ee\u524d\u8986\u76d6\u82f1\u3001\u4fc4\u3001\u897f\u3001\u6cd5\u3001\u8461\uff0c\u5e76\u6700\u7ec8\u5168\u91cf\u4e0a\u7ebf\uff0c\u7528\u4e8e\u641c\u7d22\u7684\u8bed\u4e49\u5411\u91cf\u53ec\u56de[2021\/2022-3]\uff1b\u9488\u5bf9\u56fd\u9645\u5356\u5bb6\u6807\u9898\u586b\u5199\u56f0\u96be\u7684\u95ee\u9898\uff0c\u901a\u8fc7\u5efa\u7acb\u56fe\u50cf\u548c\u5173\u952e\u8bcd\u7684\u5173\u7cfb\uff0c\u5b8c\u6210\u6807\u9898\u7684\u8f85\u52a9\u586b\u5145\uff0c\u76f8\u5173\u5de5\u4f5c\u6574\u7406\u5230\u53d1\u8868PAKDD[2021\/2022-2]\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u9488\u5bf9\u5355\u4e00\u6a21\u578b\u5f88\u96be\u6355\u6349\u5230\u5168\u7403\u56fd\u5bb6\u7528\u6237\u7684\u884c\u4e3a\u5dee\u5f02\uff0c\u5c06\u7ecf\u5178\u7684 MOE \u7ed3\u6784\u5347\u7ea7\u4e3a\u5c42\u6b21MOE \u7ed3\u6784\uff0c\u5e76\u901a\u8fc7\u573a\u666f\u5b50\u7f51\u7edc\u548c\u573a\u666f\u68af\u5ea6\u9694\u65ad\u6765\u4fdd\u969c\u6700\u540e\u7684\u878d\u5408\u6548\u679c\uff0c\u76f8\u5173\u5de5\u4f5c\u5df2\u7ecf\u5168\u91cf\u4e0a\u7ebf\uff0c\u5e76\u88ab CIKM\u201920 \u5f55\u53d6[2020-2]\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u9488\u5bf9\u91cd\u6392\u5e8f\u573a\u666f\uff0c\u4e3a\u4e86\u6355\u6349\u7528\u6237\u5bf9\u5546\u54c1\u6574\u4f53\u6392\u5217\u7684\u884c\u4e3a\u504f\u597d\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u8bc4\u4f30\u5668-\u751f\u6210\u5668\u67b6\u6784\u7684 learning to rank \u6846\u67b6\uff0c\u8be5\u6846\u67b6\u53ef\u4ee5\u76f4\u63a5\u751f\u6210\u4e00\u4e2a\u5546\u54c1\u6392\u5217\uff0c\u4ee5\u6700\u4f18\u5316\u5168\u9875\u9762\u7684\u7528\u6237\u884c\u4e3a\uff0c\u76f8\u5173\u5de5\u4f5c\u5df2\u7ecf\u5168\u91cf\u4e0a\u7ebf\uff0c\u5e76\u4e14\u88ab TKDE \u6536\u5f55[2023-1]\uff0c\u4ee5\u53ca<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2020-04-03-3?from=synced&amp;keyword=%E9%AA%8C%E8%AF%81%E9%9B%86%E8%AF%84%E4%BC%B0%E5%8F%AF%E8%83%BD%E6%98%AF%E9%94%99%E7%9A%84\">\u76f8\u5173\u9886\u57df\u5a92\u4f53\u62a5\u9053<\/a>\u3002<\/li>\n<\/ul>\n<p>2020.08 \u2013 2021.09 : <b>\u8d44\u6df1\u7b97\u6cd5\u4e13\u5bb6 <\/b>AE \u6280\u672f\u90e8 \u963f\u91cc\u5df4\u5df4<\/p>\n<ul>\n<li>\u8bbe\u8ba1\u5e76\u4ea7\u54c1\u5316\u4e86 AliExpress \u7684\u6d41\u91cf\u8c03\u63a7\u7cfb\u7edf\uff0c\u7528\u4e8e\u5546\u4e1a\u7b56\u7565\u548c\u6548\u7387\u7b56\u7565\u7684\u9ad8\u6548\u6574\u5408\uff0c\u5176\u4e2d\u6d89\u53ca\u7684\u76f8\u5173\u5de5\u4f5c\uff1aonline matching[2021\/2022-7]\u5df2\u7ecf\u5728 AAAI\u201910 \u53d1\u8868\uff0c\u5176\u4f59\u90e8\u5206\u8fd8\u5728\u6574\u7406\u6295\u7a3f\u4e2d[2021\/2022-10]\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u76ee\u524d\u9664\u4e86\u62c5\u4efb AliExpress \u641c\u7d22\u7b97\u6cd5\u8d1f\u8d23\u4eba\u5916\uff0c\u8fd8\u517c\u4efb AliExpress \u7b97\u6cd5\u67b6\u6784\u5e08\uff0c\u8d1f\u8d23AliExpress \u6574\u4f53\u641c\u7d22\u3001\u63a8\u8350\u3001\u5e7f\u544a\u3001\u7528\u589e\u7b49\u591a\u6761\u4e1a\u52a1\u7b97\u6cd5\u7ebf\u7684\u6a2a\u5411\u80fd\u529b\u5efa\u8bbe\u3002<\/li>\n<\/ul>\n<p>2022.10 \u2013 2024.05 : <strong>\u6296\u97f3\u5185\u5bb9\u7535\u5546\u63a8\u8350\u7b97\u6cd5\u8d1f\u8d23\u4eba<\/strong>\u00a0 \u5b57\u8282\u8df3\u52a8<\/p>\n<ul>\n<li>\u8d1f\u8d23\u5e26\u9886\u56e2\u961f\u5728\u6296\u97f3\u5185\u5bb9\u573a\u666f\u5206\u53d1\u7535\u5546\u76f8\u5173\u7684\u4f53\u88c1\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u8d2d\u7269\u8f66\u89c6\u9891\u3001\u5e97\u94fa\u951a\u70b9\u89c6\u9891\u3001\u7535\u5546\u89c6\u9891\u5934\u50cf\u3001\u7535\u5546\u76f4\u64ad\u95f4\u548c\u975e\u6302\u8f66\u7535\u5546\u610f\u56fe\u89c6\u9891\u7b49\uff0c\u9700\u8981\u5728\u6ee1\u8db3\u7528\u6237\u5185\u5bb9\u4e92\u52a8\u6307\u6807\u7ea6\u675f\u7684\u524d\u63d0\u4e0b\uff0c\u63d0\u5347\u7528\u6237\u548c\u7535\u5546\u5185\u5bb9\u7684\u5339\u914d\u6548\u7387\uff0c\u540c\u65f6\u4f18\u5316\u7528\u6237\u7684\u8d2d\u524d\u3001\u8d2d\u540e\u4f53\u9a8c\uff0c\u5e76\u4e14\u548c\u7535\u5546\u7684\u4e3b\u52a8\u573a\u666f\uff08\u5982\u5546\u57ce\u3001\u5e97\u6a71\uff09\u7b49\u5f62\u6210\u6709\u6548\u4e92\u52a8\uff0c\u63d0\u5347\u5bf9\u5927\u76d8\u7684\u7535\u5546\u6e17\u900f\u548c\u7535\u5546\u6574\u4f53\u6210\u4ea4\u89c4\u6a21<\/li>\n<li>\u91cd\u70b9\u5de5\u4f5c\u5305\u62ec\uff1a\u7535\u5546\u6d41\u91cf\u6846\u67b6\u7684\u5efa\u7acb\u3001\u7535\u5546\u5174\u8da3\u6355\u6349\u3001\u5185\u5bb9\u4f53\u9a8c\u548c\u7535\u5546\u6548\u7387\u7684\u5e73\u8861\u3001\u6d88\u8d39\u8005\u589e\u957f\u6280\u672f\u3001\u7535\u5546\u6d41\u91cf\u8c03\u63a7\u7cfb\u7edf\u7b49<\/li>\n<\/ul>\n<p>2024-06 &#8211; now\uff1a<strong>Tiktok\u7535\u5546\u641c\u7d22\u7b97\u6cd5\u8d1f\u8d23\u4eba<\/strong> \u5b57\u8282\u8df3\u52a8<\/p>\n<ul>\n<li>\u8d1f\u8d23\u5e26\u9886\u56e2\u961f\u5728Tiktok\u7535\u5546\u641c\u7d22\u7b97\u6cd5\u76f8\u5173\u7684\u4f18\u5316\u5de5\u4f5c\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8etiktok\u7efc\u641c\u7535\u5546\u3001\u5546\u57ce\u641c\u7d22\u3001\u56fe\u641c\u7b49\u6240\u6709c\u7aef\u7535\u5546\u641c\u7d22\u573a\u666f<\/li>\n<li>\u91cd\u70b9\u5de5\u4f5c\u5305\u62ec\uff1aQuery\u7406\u89e3\u548c\u76f8\u5173\u6027\u4f18\u5316\u3001\u641c\u7d22\u7684\u53ec\u56de\/\u7c97\u6392\/\u7cbe\u6392\/\u6df7\u6392\u7b49\u5168\u94fe\u8def\u6548\u7387\u4f18\u5316\u3001\u7535\u5546\u4f53\u9a8c\u548c\u751f\u6001\u51b7\u542f\u52a8\u4f18\u5316\u7b49\u3002<\/li>\n<\/ul>\n<h2><b style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\">\u4e66\u7c4d\u51fa\u7248<\/b><\/h2>\n<ul>\n<li><b>\u7b2a\u5e86\uff0c\u66fe\u5b89\u7965\u4e3b\u7f16\uff0c\u300a<a href=\"https:\/\/baike.baidu.com\/item\/%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E5%AE%9E%E6%88%98%EF%BC%9A%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0%E5%9C%A8%E9%98%BF%E9%87%8C%E7%9A%84%E6%8A%80%E6%9C%AF%E6%BC%94%E8%BF%9B%E5%92%8C%E4%B8%9A%E5%8A%A1%E5%88%9B%E6%96%B0\/23248910\">\u5f3a\u5316\u5b66\u4e60\u5b9e\u6218\uff1a\u5f3a\u5316\u5b66\u4e60\u5728\u963f\u91cc\u7684\u6280\u672f\u6f14\u8fdb\u548c\u4e1a\u52a1\u521b\u65b0<\/a>\u300b\uff0c\u7535<\/b><b style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\">\u5b50\u5de5\u4e1a\u51fa\u7248\u793e\uff0c2018<\/b><\/li>\n<\/ul>\n<h2><b>\u63a8\u8350\u7cfb\u7edf\u5f00\u6e90\u73af\u5883 <\/b><\/h2>\n<ol>\n<li><b> VirtualTaobao<\/b>[AAAI\u201919], <a href=\"https:\/\/github.com\/eyounx\/VirtualTaobao\">Github<\/a>.<\/li>\n<\/ol>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-64\" src=\"http:\/\/daqings.net\/wp-content\/uploads\/2024\/02\/taobao-300x103.png\" alt=\"\" width=\"588\" height=\"202\" srcset=\"http:\/\/daqings.net\/wp-content\/uploads\/2024\/02\/taobao-300x103.png 300w, http:\/\/daqings.net\/wp-content\/uploads\/2024\/02\/taobao-1024x353.png 1024w, http:\/\/daqings.net\/wp-content\/uploads\/2024\/02\/taobao-768x265.png 768w, http:\/\/daqings.net\/wp-content\/uploads\/2024\/02\/taobao-1536x530.png 1536w, http:\/\/daqings.net\/wp-content\/uploads\/2024\/02\/taobao.png 1948w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/><\/p>\n<p>\u672c\u9879\u76ee\u63d0\u4f9b\u4e86\u57fa\u4e8e\u6dd8\u5b9d\u5b9e\u9645\u6570\u636e\u8bad\u7ec3\u5f97\u5230\u7684VirtualTaobao\u6a21\u62df\u5668\uff0c\u5c1d\u8bd5\u89e3\u51b3\u4f20\u7edf\u63a8\u8350\u7cfb\u7edf\u6a21\u578b\u5b66\u4e60\u8303\u5f0f\u4e2d\uff0c\u7528\u6709\u504f\u79bb\u7ebf\u6570\u636e\u8bc4\u4f30\u5b66\u4e60\u7b56\u7565\u7684\u95ee\u9898\u3002\u5728\u6dd8\u5b9d\uff0c\u5f53\u5ba2\u6237\u8f93\u5165\u67d0\u4e2a\u67e5\u8be2\u8bcd\u65f6\uff0c\u63a8\u8350\u7cfb\u7edf\u4f1a\u6839\u636e\u67e5\u8be2\u8bcd\u548c\u5ba2\u6237\u4fe1\u606f\u8fd4\u56de\u4e00\u7cfb\u5217\u5546\u54c1\u3002\u7cfb\u7edf\u671f\u671b\u8fd4\u56de\u7684\u5546\u54c1\u5217\u8868\u80fd\u8ba9\u5ba2\u6237\u6709\u8f83\u9ad8\u70b9\u51fb\u6982\u7387\u3002\u901a\u8fc7VirtualTaobao\u6a21\u62df\u5668\uff0c\u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\u4e00\u4e2a\u4e0e\u771f\u5b9e\u6dd8\u5b9d\u73af\u5883\u7c7b\u4f3c\u7684\u201c\u5b9e\u65f6\u201d\u73af\u5883\u3002\u6bcf\u6b21\u4f1a\u4ea7\u751f\u4e00\u4e2a\u865a\u62df\u5ba2\u6237,\u865a\u62df\u5ba2\u6237\u5f00\u59cb\u8fdb\u884c\u67e5\u8be2\uff0c\u63a8\u8350\u7cfb\u7edf\u9700\u8981\u8fd4\u56de\u4e00\u7cfb\u5217\u5546\u54c1\u3002\u865a\u62df\u5ba2\u6237\u4f1a\u51b3\u5b9a\u662f\u5426\u70b9\u51fb\u8fd4\u56de\u5217\u8868\u4e2d\u7684\u5546\u54c1\uff0c\u8fd9\u4e0e\u771f\u5b9e\u5ba2\u6237\u7c7b\u4f3c\u3002VirtualTaobao\u662f\u5982\u4f55\u8fdb\u884c\u8bad\u7ec3\u7684\u63cf\u8ff0\u89c1\u539f\u6587:<\/p>\n<ul>\n<li>Jing-Cheng Shi, Yang Yu, <b>Qing Da<\/b>, Shi-Yong Chen, An-Xiang Zeng. Virtual-Taobao: Virtualizing real-world online retail environment for reinforcement learning. In: <b style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\">Proceedings of the 33rd AAAI Conference on Artificial <\/b><b style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\">Intelligence (AAAI\u201919)<\/b><span style=\"background-color: var(--global--color-background); color: var(--global--color-primary); font-family: var(--global--font-secondary); font-size: var(--global--font-size-base);\">, Honolulu, HI, 2019. PDF<\/span><\/li>\n<\/ul>\n<h2><b>\u8bba\u6587\u53d1\u8868 <\/b><\/h2>\n<div data-page-id=\"DTbRdkCnEoS2XIxUfWlcYI7MnZf\" data-docx-has-block-data=\"false\">\n<h3 class=\"ace-line ace-line old-record-id-W3zad2tMOoJezdxrha9cxR5enHc\">2023<\/h3>\n<div class=\"ace-line ace-line old-record-id-GoFjd6s2ko428axUOgRcd8m2n1e\">[1] Guangda Huzhang, Zhen-Jia Pang, Yongqing Gao, Yawen Liu, Weijie Shen, Wen-Ji Zhou, Qianying Lin, <strong>Qing Da<\/strong>, Anxiang Zeng, Han Yu, Yang Yu, Zhi-Hua Zhou: AliExpress Learning-to-Rank: Maximizing Online Model Performance Without Going Online. <strong>IEEE Trans. Knowl. Data Eng<\/strong>. 35(2): 1214-1226 (2023)<\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"ace-line ace-line old-record-id-OqlqdCfq4oG7NIxaYB8cn1WGnFf\">2021\/2022<\/h3>\n<div class=\"ace-line ace-line old-record-id-P47LdW9ehojDm8x2qEicY2iznpg\">[1] Qianying Lin, Wen-Ji Zhou, Yanshi Wang, <strong>Qing Da<\/strong>, Qing-Guo Chen, Bing Wang: Sparse Attentive Memory Network for Click-through Rate Prediction with Long Sequences. <strong>CIKM 2022<\/strong>: 3312-3321<\/div>\n<div class=\"ace-line ace-line old-record-id-SSPNdE0DDoaFK2xx6xRclhDLnSe\">[2] Wenya Zhu, Yinghua Zhang, Yu Zhang, Yu-Hang Zhou, Yinfu Feng, Yuxiang Wu, <strong>Qing Da<\/strong>, Anxiang Zeng: DHA: Product Title Generation with Discriminative Hierarchical Attention for E-commerce. <strong>PAKDD<\/strong> (3) 2022: 275-287<\/div>\n<div class=\"ace-line ace-line old-record-id-DwF3dyPEiof5QLxKYczcTDnXnEh\">[3] Wenya Zhu, Xiaoyu Lv, Baosong Yang, Yinghua Zhang, Xu Yong, Linlong Xu, Yinfu Feng, Haibo Zhang, <strong>Qing Da<\/strong>, Anxiang Zeng, Ronghua Chen: Cross-Lingual Product Retrieval in E-Commerce Search. <strong>PAKDD<\/strong> (2) 2022: 458-471<\/div>\n<div class=\"ace-line ace-line old-record-id-IQ30dYq4mo50OmxdDJcc86fun5g\">[4] Shiyin Lu, Yu-Hang Zhou, Jing-Cheng Shi, Wenya Zhu, Qingtao Yu, Qing-Guo Chen, <strong>Qing Da<\/strong>, Lijun Zhang: Non-stationary Continuum-armed Bandits for Online Hyperparameter Optimization. <strong>WSDM<\/strong> 2022: 618-627<\/div>\n<div class=\"ace-line ace-line old-record-id-GVtFdsO1po8bxnxOPgcce6QLnIc\">[5] Xuesi Wang, Guangda Huzhang, Qianying Lin, <strong>Qing Da<\/strong>: Learning-To-Ensemble by Contextual Rank Aggregation in E-Commerce. <strong>WSDM<\/strong> 2022: 1036-1044<\/div>\n<div class=\"ace-line ace-line old-record-id-DNx5dZTrgoU6eWxhbtlcmzslnWg\">[6] Anxiang Zeng, Han Yu, <strong>Qing Da<\/strong>, Yusen Zhan, Yang Yu, Jingren Zhou, Chunyan Miao: Improving Search Engine Efficiency through Contextual Factor Selection. <strong>AI Mag<\/strong>. 42(2): 50-58 (2021)<\/div>\n<div class=\"ace-line ace-line old-record-id-IpKXd6PvJo6k0gxn7rDcRZubnHW\">[7] Yu-Hang Zhou, Peng Hu, Chen Liang, Huan Xu, Guangda Huzhang, Yinfu Feng, <strong>Qing Da<\/strong>, Xinshang Wang, Anxiang Zeng: A Primal-Dual Online Algorithm for Online Matching Problem in Dynamic Environments. <strong>AAAI<\/strong> 2021: 11160-11167<\/div>\n<div class=\"ace-line ace-line old-record-id-CHImdblAKonXEYxycJJc8w8onJh\">[8] Junmei Hao, Jingcheng Shi, <strong>Qing Da<\/strong>, Anxiang Zeng, Yujie Dun, Xueming Qian, Qianying Lin: Diversity Regularized Interests Modeling for Recommender Systems. CoRR abs\/2103.12404 (2021)<\/div>\n<div class=\"ace-line ace-line old-record-id-B9YAd0rXDoTxoOxLY2acH7Aanlc\">[9] Yongqing Gao, Guangda Huzhang, Weijie Shen, Yawen Liu, Wen-Ji Zhou, <strong>Qing Da<\/strong>, Dan Shen, Yang Yu: Imitate TheWorld: A Search Engine Simulation Platform. CoRR abs\/2107.07693 (2021)<\/div>\n<div class=\"ace-line ace-line old-record-id-ESyBdYnslo6chHxrB5Rc7hjwnie\">[10] Chenlin Shen, Guangda Huzhang, Yu-Hang Zhou, Chen Liang, <strong>Qing D<\/strong>a: A General Traffic Shaping Protocol in E-Commerce. CoRR abs\/2112.14941 (2021)<\/div>\n<div><\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"ace-line ace-line old-record-id-IJfqduP5uoBc0xxiaGrcPUgsnXg\">2020<\/h3>\n<div class=\"ace-line ace-line old-record-id-N8kTdF9E9oIuNLx4dgXcSlvsnQg\">[1] Anxiang Zeng, Han Yu, <strong>Qing Da<\/strong>, Yusen Zhan, Chunyan Miao: Accelerating Ranking in E-Commerce Search Engines through Contextual Factor Selection. <strong>AAAI<\/strong> 2020: 13212-13219<\/div>\n<div class=\"ace-line ace-line old-record-id-KxSwdoWWZozPaMxzdFOcWKgOndh\">[2] Pengcheng Li, Runze Li, <strong>Qing Da<\/strong>, Anxiang Zeng, Lijun Zhang: Improving Multi-Scenario Learning to Rank in E-commerce by Exploiting Task Relationships in the Label Space. <strong>CIKM<\/strong> 2020: 2605-2612<\/div>\n<div class=\"ace-line ace-line old-record-id-XEFcd7mBEoWWIgxXiXVc6aLgnxg\">[3] Guangda Huzhang, Zhen-Jia Pang, Yongqing Gao, Wen-Ji Zhou, <strong>Qing Da<\/strong>, Anxiang Zeng, Yang Yu: Validation Set Evaluation can be Wrong: An Evaluator-Generator Approach for Maximizing Online Performance of Ranking in E-commerce. CoRR abs\/2003.11941 (2020)<\/div>\n<div class=\"ace-line ace-line old-record-id-CacLdhmz8o7fsbxqjUVcf2dQnvh\">[4] Yanshi Wang, Jie Zhang, <strong>Qing D<\/strong>a, Anxiang Zeng: Delayed Feedback Modeling for the Entire Space Conversion Rate Prediction. CoRR abs\/2011.11826 (2020)<\/div>\n<div><\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"ace-line ace-line old-record-id-IzY6d0LySokb2dxvkU9cgbeEnvb\">2019<\/h3>\n<div class=\"ace-line ace-line old-record-id-K2bldpC4WodWcnxUzVucOimqnxh\">[1] Feiyang Pan, Qingpeng Cai, Anxiang Zeng, Chun-Xiang Pan, <strong>Qing Da<\/strong>, Hua-Lin He, Qing He, Pingzhong Tang: Policy Optimization with Model-Based Explorations. <strong>AAAI<\/strong> 2019: 4675-4682<\/div>\n<div class=\"ace-line ace-line old-record-id-WzGCdpV7jo1Mw0xK0wfc1SONnSd\">[2] Jing-Cheng Shi, Yang Yu, <strong>Qing Da<\/strong>, Shi-Yong Chen, Anxiang Zeng: Virtual-Taobao: Virtualizing Real-World Online Retail Environment for Reinforcement Learning. <strong>AAAI<\/strong> 2019: 4902-4909<\/div>\n<div><\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"ace-line ace-line old-record-id-KqEsdHnKAo0FzXx9lGRci7KonKh\">2018<\/h3>\n<div class=\"ace-line ace-line old-record-id-GUmVdEhovonBwuxTnFBcDF7un6b\">[1] Yang Yu, Shi-Yong Chen, <strong>Qing Da<\/strong>, Zhi-Hua Zhou: Reusable Reinforcement Learning via Shallow Trails. <strong>IEEE Trans. Neural Networks Learn. Syst<\/strong>. 29(6): 2204-2215 (2018)<\/div>\n<div class=\"ace-line ace-line old-record-id-J8igdNyA5o1sUSxeGO7c4MpgnNb\">[2] Yujing Hu, <strong>Qing Da<\/strong>, Anxiang Zeng, Yang Yu, Yinghui Xu: Reinforcement Learning to Rank in E-Commerce Search Engine: Formalization, Analysis, and Application. <strong>KDD<\/strong> 2018: 368-377<\/div>\n<div class=\"ace-line ace-line old-record-id-FHSqdrx9RoxWjIxXzcEc07DCnHf\">[3] Shi-Yong Chen, Yang Yu, <strong>Qing Da<\/strong>, Jun Tan, Hai-Kuan Huang, Hai-Hong Tang: Stabilizing Reinforcement Learning in Dynamic Environment with Application to Online Recommendation. <strong>KDD<\/strong> 2018: 1187-1196<\/div>\n<div class=\"ace-line ace-line old-record-id-HQ2MdBVRoooqn8x0GvWc8pCln0e\">[4] Hua-Lin He, Chun-Xiang Pan, <strong>Qing Da<\/strong>, Anxiang Zeng: SPEEDING Up the Metabolism in E-commerce by Reinforcement Mechanism DESIGN. <strong>ECML\/PKDD<\/strong> (3) 2018: 105-119<\/div>\n<div><\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"ace-line ace-line old-record-id-WtypdVZNKoVOFKxTLwyco5VLnge\">2016<\/h3>\n<div class=\"ace-line ace-line old-record-id-OEt5dVlBtoAv4hxWmACc7sPRnr9\">[1] Yang Yu, Peng-Fei Hou, <strong>Qing Da<\/strong>, Yu Qian: Boosting Nonparametric Policies. <strong>AAMAS<\/strong> 2016: 477-484<\/div>\n<div class=\"ace-line ace-line old-record-id-OcbodXmyQomu8HxgPeocuZYanQh\">2014<\/div>\n<div class=\"ace-line ace-line old-record-id-FbmsdUPIvoR9ZOxJdZAchnQHnde\">[2] <strong>Qing Da<\/strong>, Yang Yu, Zhi-Hua Zhou: Learning with Augmented Class by Exploiting Unlabeled Data. <strong>AAAI<\/strong> 2014: 1760-1766<\/div>\n<div class=\"ace-line ace-line old-record-id-F1y2dtGT5oE2Nrx8nBmc7YwMnjc\">[3] <strong>Qing Da<\/strong>, Yang Yu, Zhi-Hua Zhou: Napping for functional representation of policy. <strong>AAMAS<\/strong> 2014: 189-196<\/div>\n<div class=\"ace-line ace-line old-record-id-UN62dtl1CowxKXxeUsNcYYqLnhf\">2013<\/div>\n<div class=\"ace-line ace-line old-record-id-TgljdhpdZoOXlixQdfAcPlQdnMP\">[4] <strong>Qing Da<\/strong>, Yang Yu, Zhi-Hua Zhou: Self-Practice Imitation Learning from Weak Policy. <strong>PSL<\/strong> 2013: 9-20<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>E-mail \/ Google scholar \/ DBLP \/ English Version \u66fe\u4efb\u963f\u91cc\u5df4\u5df4 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"http:\/\/daqings.net\/index.php?rest_route=\/wp\/v2\/pages\/83"}],"collection":[{"href":"http:\/\/daqings.net\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/daqings.net\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/daqings.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/daqings.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=83"}],"version-history":[{"count":3,"href":"http:\/\/daqings.net\/index.php?rest_route=\/wp\/v2\/pages\/83\/revisions"}],"predecessor-version":[{"id":86,"href":"http:\/\/daqings.net\/index.php?rest_route=\/wp\/v2\/pages\/83\/revisions\/86"}],"wp:attachment":[{"href":"http:\/\/daqings.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=83"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}