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\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong> \u675c\u6587\u4eae\uff0cACM Fellow \u548cIEEE Fellow\uff0c\u6d59\u6c5f\u5927\u5b66\u6c42\u662f\u8bb2\u5e2d\u6559\u6388\u30021993\u5e74\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\uff0c2001\u5e74\u535a\u58eb\u6bd5\u4e1a\u4e8e\u666e\u6e21\u5927\u5b66\uff0c2001\u5e74\u81f32024\u5e74\u4efb\u7f8e\u56fd\u96ea\u57ce\u5927\u5b66 Meredith \u8bb2\u5e2d\u6559\u6388\u3002\u4ed62002 \u5e74\u521b\u7acb\u7684SEED\u5b9e\u9a8c\u5f00\u6e90\u9879\u76ee\u5f00\u53d1\u4e86\u8fd140 \u591a\u4e2a\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u52a8\u624b\u5b9e\u9a8c\uff0c\u88ab\u5168\u740380\u591a\u4e2a\u56fd\u5bb61100\u591a\u6240\u5b66\u6821\u91c7\u7528\u30022010\u5e74\uff0c\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u57fa\u91d1\u4f1a\uff08NSF\uff09\u5728\u9012\u4ea4\u7ed9\u56fd\u4f1a\u7684\u62a5\u544a\u4e2d\u628a SEED\u9879\u76ee\u4f5c\u4e3a\u4e00\u4e2a\u6a21\u8303\u9879\u76ee\u30022024\u5e74\uff0cNSF\u7684SaTC\uff08Secure and Trustworthy Cyberspace\uff09\u90e8\u95e8\u5c06SEED\u5b9e\u9a8c\u5217\u4e3a\u8be5\u90e8\u95e8\u8d44\u52a9\u7684\u6700\u6709\u5f71\u54cd\u7684\u9879\u76ee\u4e4b\u4e00\uff0c\u5e76\u9080\u8bf7\u675c\u6559\u6388\u5728PI\u5927\u4f1a\u4e0a\u505a\u4e3b\u9898\u6f14\u8bb2\u3002\u675c\u6559\u6388\u8457\u5199\u7684\u6559\u79d1\u4e66\u300aComputer & Internet Security: A Hands-on Approach\u300b\u88ab\u5168\u7403290\u6240\u9ad8\u6821\u91c7\u7528\u3002\u675c\u6559\u638810\u6b21\u83b7\u5f97\u7f8e\u56fd\u79d1\u5b66\u57fa\u91d1\u4f1a\u5956\u8d44\u52a9\u3002\u53d1\u8868\u7684\u8bba\u6587\u603b\u5f15\u8d85\u8fc718200\u6b21\uff0c\u5e76\u83b7\u5f972013 \u5b89\u5168\u9876\u7ea7\u5b66\u672f\u4f1a\u8baeACM-CCS\u548c2021\u5e74ACSAC\u4f1a\u8bae\u9881\u53d1\u7684\u65f6\u95f4\u8003\u9a8c\u5956\uff08Test-of-Time Award\uff09\u3002\u56e0\u4e3a\u5bf9\u7f51\u5b89\u79d1\u7814\u548c\u6559\u80b2\u7684\u91cd\u5927\u5f71\u54cd\uff0c\u4ed6\u57282023\u5e74\u88abIEEE\u548cACM\u540c\u5e74\u8bc4\u9009\u4e3a Fellow.<\/p>\n\n\n\n \u674e\u5b81\u8f89 \u666e\u6e21\u5927\u5b66\u6559\u6388\uff0cACM Fellow,IEEE Fellow<\/strong><\/p>\n\n\n\n \u62a5\u544a\u4e3b\u9898\uff1a<\/strong>Private Data Synthesis: State of the Art and Challenges<\/strong><\/p>\n\n\n\n \u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n One important approach to use a private dataset is to generate a synthetic dataset that is similar to the private dataset in a way that satisfies differential privacy. This enables data analysts to directly apply existing algorithms for performing data analysis. Furthermore, as additional data analysis tasks performed on the published dataset are post-processing, they do not incur additional privacy cost. <\/p>\n\n\n\n In this talk, I will discuss the current state of the art for private data synthesis, ranging from statistical methods that satisfy Differential Privacy to deep Neural Network based approaches.<\/p>\n\n\n\n \u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><\/p>\n\n\n\n Ninghui Li is a Samuel D. Conte Professor of Computer Science at Purdue University. He received a Bachelor\u2019s degree from the University of Science and Technology of China (USTC)\u2019s Special Class of Gift Young in 1993, and a Ph.D. in Computer Science from New York University in 2000. His research interests are in security and privacy, on which he has published over 200 referred papers and received multiple best paper awards and test of time paper awards in security and database conferences. He has served as Editor-in-Chief for ACM Transactions on Privacy and Security (TOPS) from October 2020 to January 2024.\u00a0 He has also served in many leadership roles in the research community, including Chair of ACM Special Interest Group on Security, Audit and Control (SIGSAC) from 2017 to 2021. He is a fellow of ACM and of IEEE.<\/p>\n\n\n\n \u4e3b\u6301\u4eba \u5f20\u6bb7\u4e7e \u5357\u65b9\u79d1\u6280\u5927\u5b66\u6559\u6388<\/strong><\/p>\n\n\n\n \u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong> \u5f20\u6bb7\u4e7e\uff0c\u5357\u65b9\u79d1\u6280\u5927\u5b66\u6559\u6388\uff0c\u66fe\u4efb\u7f8e\u56fd\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u5927\u5b66\u7ec8\u8eab\u526f\u6559\u6388\u3002\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u8ba1\u7b97\u673a\u7cfb\u7edf\u5b89\u5168\u3001\u4f53\u7cfb\u7ed3\u6784\u5b89\u5168\u548c\u533a\u5757\u94fe\u5b89\u5168\u3002\u8fd1\u5341\u5e74\u6765\u5728\u4fa7\u4fe1\u9053\u5b89\u5168\u548c\u53ef\u4fe1\u6267\u884c\u73af\u5883\u5b89\u5168\u7b49\u9886\u57df\u4ece\u4e8b\u7814\u7a76\u5de5\u4f5c\uff0c\u5728\u56fd\u9645\u5b89\u5168\u9876\u4f1a ACM CCS\u3001IEEE S&P\u3001Usenix Security \u548c NDSS \u53d1\u8868\u8bba\u6587\u8d85\u8fc740\u7bc7\uff0c\u76f8\u5173\u6210\u679c\u83b7\u5f97ACM CCS\u9881\u53d1\u7684\u65f6\u95f4\u68c0\u9a8c\u5956\uff0c\u4ee5\u53ca\u591a\u9879\u9876\u4f1a\u6700\u4f73\u8bba\u6587\u63d0\u540d\u3002\u66fe\u83b7\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u57fa\u91d1\u9752\u5e74\u79d1\u5b66\u5bb6\u5956\uff0c\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u5927\u5b66 Lumley \u7814\u7a76\u6210\u5c31\u5956\uff0c\u5317\u7f8e\u8ba1\u7b97\u673a\u534e\u4eba\u5b66\u8005\u534f\u4f1a\u9881\u53d1\u7684\u660e\u65e5\u4e4b\u661f\u5956\uff0cAMiner\u5168\u7403\u6700\u5177\u5f71\u54cd\u529b\u7684\u5b89\u5168\u548c\u9690\u79c1\u5b66\u8005\u63d0\u540d\uff0c\u5e76\u5165\u9009\u5168\u7403\u524d2%\u9876\u5c16\u79d1\u5b66\u5bb6\u699c\u5355\u4ee5\u53ca\u300a\u9ebb\u7701\u7406\u5de5\u79d1\u6280\u8bc4\u8bba\u300b\u4e2d\u56fd2022\u9690\u79c1\u8ba1\u7b97\u79d1\u6280\u521b\u65b0\u4eba\u7269\u3002<\/p>\n\n\n\n <\/p>\n\n\n\n \u97e6\u97ec \u8682\u8681\u96c6\u56e2\u526f\u603b\u88c1\u9996\u5e2d\u6280\u672f\u5b89\u5168\u5b98\uff0c\u5317\u4eac\u5927\u5b66\u5ba2\u5ea7\u6559\u6388<\/strong><\/p>\n\n\n\n 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\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong> 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\u8c2d\u6653\u751f \u5317\u4eac\u8d5b\u535a\u82f1\u6770\u79d1\u6280\u6709\u9650\u516c\u53f8\u521b\u59cb\u4eba\uff0c\u6b63\u5947\u5b66\u82d1\u521b\u529e\u4eba \u62a5\u544a\u4e3b\u9898<\/strong>\uff1a\u7f51\u7edc\u5b89\u5168\u4ea7\u4e1a\u53d1\u5c55\u8d8b\u52bf<\/strong><\/p>\n\n\n\n \u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n \u5728\u7ecf\u5386\u4e8610\u5e74\u7684\u9ad8\u901f\u53d1\u5c55\u4e4b\u540e\uff0c\u56fd\u5185\u7f51\u7edc\u5b89\u5168\u4ea7\u4e1a\u53d1\u5c55\u9047\u5230\u4e86\u8f83\u5927\u7684\u6311\u6218\uff0c\u4f46\u4e5f\u9762\u4e34\u91c7\u7528\u667a\u80fd\u5316\u6280\u672f\u5b8c\u6210\u4ea7\u4e1a\u5347\u7ea7\u7684\u5de8\u5927\u673a\u9047\u3002<\/p>\n\n\n\n \u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><\/p>\n\n\n\n \u8c2d\u6653\u751f\uff0c\u5317\u4eac\u8d5b\u535a\u82f1\u6770\u79d1\u6280\u6709\u9650\u516c\u53f8\u521b\u59cb\u4eba\u3001\u8463\u4e8b\u957f\uff0c\u9ad8\u7ea7\u5de5\u7a0b\u5e08\uff0c\u6b63\u5947\u5b66\u82d1\u7f51\u7edc\u5b89\u5168\u521b\u4e1a\u8425\u521b\u59cb\u4eba\uff0c\u524d360\u96c6\u56e2\u6280\u672f\u603b\u88c1\u3001\u9996\u5e2d\u5b89\u5168\u5b98\uff0c2020\u5e74\u83b7\u5de5\u4e1a\u548c\u4fe1\u606f\u5316\u90e8\u7f51\u7edc\u5b89\u5168\u4ea7\u4e1a\u53d1\u5c55\u4e2d\u5fc3\u9996\u6279\u7f51\u7edc\u5b89\u5168\u521b\u65b0\u521b\u4e1a\u5bfc\u5e08\u79f0\u53f7\uff0c2018\u5e74\u83b7\u4e2d\u56fd\u4e92\u8054\u7f51\u53d1\u5c55\u57fa\u91d1\u4f1a\u7f51\u7edc\u5b89\u5168\u4f18\u79c0\u4eba\u624d\u79f0\u53f7\uff0c\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a(CCF)\u7406\u4e8b\u3001CCF YOCSEF\u79d8\u4e66\u957f\uff0c2012\u5e74\u83b7\u4e2d\u5173\u6751\u9ad8\u7aef\u9886\u519b\u4eba\u624d\u79f0\u53f7\uff0c\u6559\u80b2\u90e8\u5b89\u5168\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7c7b\u4e13\u4e1a\u6559\u6307\u59d4\u59d4\u5458\u3002\u00a0<\/p>\n\n\n\n \u5180\u6653\u5b87 \u6d59\u6c5f\u5927\u5b66\u526f\u6559\u6388\uff0c\u56fd\u5bb6\u4f18\u79c0\u9752\u5e74\u57fa\u91d1\u83b7\u5f97\u8005<\/strong><\/p>\n\n\n\n \u62a5\u544a\u4e3b\u9898\uff1a<\/strong>From sensor security to sensor + x secuirty<\/strong><\/p>\n\n\n\n \u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong> \u6d59\u6c5f\u5927\u5b66\u526f\u6559\u6388\u3001\u535a\u5bfc\u3001\u56fd\u5bb6\u4f18\u79c0\u9752\u5e74\u57fa\u91d1\u83b7\u5f97\u8005\u30022010\u5e74\u6d59\u6c5f\u5927\u5b66\u672c\u79d1\u6bd5\u4e1a\uff0c2015\u5e74\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u535a\u58eb\u6bd5\u4e1a\u3002\u4e3b\u8981\u4ece\u4e8b\u7269\u8054\u7f51\u5b89\u5168\uff0c\u5305\u62ec\u611f\u77e5\u5b89\u5168\u3001AI\u5b89\u5168\u3001\u7535\u7f51\u5b89\u5168\u7b49\u65b9\u9762\u7684\u7814\u7a76\u3002\u8bba\u6587\u53d1\u8868\u4e8eACM CCS, IEEE S&P, USENIX Security, NDSS, ACM Mobicom, IEEE\/ACM TMC, TDSC, TIFS, ToN, TWC\u7b49\u56fd\u9645\u5b66\u672f\u548c\u671f\u520a\u3002\u83b7\u5f972017\u5e74ACM CCS\u5927\u4f1a\u6700\u4f73\u8bba\u6587\u5956\uff08\u56fd\u5185\u9996\u6b21\uff09\u30012018\u5e74ACM AsiaCCS\u6700\u4f73\u8bba\u6587\u5956\u3001\u4e2d\u56fd\u7535\u5b50\u5b66\u4f1a\u6280\u672f\u53d1\u660e\u4e00\u7b49\u5956\uff08\u6392\u540d3\uff09\u3001\u5317\u4eac\u5e02\u79d1\u6280\u8fdb\u6b65\u4e00\u7b49\u5956\uff08\u6392\u540d5\uff09\u7b49\u3002\u5728\u7269\u8054\u7f51\u5b89\u5168\u65b9\u9762\u7684\u7814\u7a76\u6210\u679c\u88ab\u5305\u62ecMIT Tech. Review, BBC News\u3001\u4eba\u6c11\u7f51\u7b49\u56fd\u5185\u5916\u4e3b\u6d41\u65b0\u95fb\u5a92\u4f53\u62a5\u9053\u3002<\/p>\n\n\n\n \u4e3b\u6301\u4eba \u6bb5\u6d77\u65b0 \u6e05\u534e\u5927\u5b66\u7f51\u7edc\u7814\u7a76\u9662\u6559\u6388\uff0c\u6e05\u534e\u5927\u5b66\uff08\u7f51\u7814\u9662\uff09-\u5947\u5b89\u4fe1\u96c6\u56e2\u8054\u5408\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb<\/strong><\/p>\n\n\n\n \u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong> 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