{"id":36629,"date":"2025-01-15T10:00:15","date_gmt":"2025-01-15T02:00:15","guid":{"rendered":"https:\/\/17aitech.com\/?p=36629"},"modified":"2025-01-15T10:00:15","modified_gmt":"2025-01-15T02:00:15","slug":"ccs-2024-%e5%a6%82%e4%bd%95%e4%b8%a5%e6%a0%bc%e8%a1%a1%e9%87%8f%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%ae%97%e6%b3%95%e7%9a%84%e9%9a%90%e7%a7%81%e6%b3%84%e9%9c%b2%ef%bc%9f-eth%e6%9c%89%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36629","title":{"rendered":"CCS 2024 | \u5982\u4f55\u4e25\u683c\u8861\u91cf\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u9690\u79c1\u6cc4\u9732\uff1f ETH\u6709\u4e86\u65b0\u53d1\u73b0"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-12-3\" target=\"_blank\">CCS 2024 | \u5982\u4f55\u4e25\u683c\u8861\u91cf\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u9690\u79c1\u6cc4\u9732\uff1f ETH\u6709\u4e86\u65b0\u53d1\u73b0<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a5968482000f8bb3fc22d478b642cc2b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a5968482000f8bb3fc22d478b642cc2b.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u6587\u4f5c\u8005\u5f20\u6770\u662f\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5927\u5b66\u7684\u4e8c\u5e74\u7ea7\u7684\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u662f Florian Tram\u00e8r\u3002\u672c\u6587\u53d1\u8868\u5728 CCS 2024 \u4e0a\uff0c \u7b2c\u4e00\u5355\u4f4d\u662f ETH Zurich\uff0c\u4e3b\u8981\u63a2\u8ba8\u5982\u4f55\u4e25\u683c\u7684\u8861\u91cf\u67d0\u4e2a\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u9690\u79c1\u4fdd\u62a4\u80fd\u529b\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4db12fd7c4b5c023fb9aa059dbcc5c40.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4db12fd7c4b5c023fb9aa059dbcc5c40.png\"><\/a><\/section>\n<ul>\n<li>\n<p>arXiv\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2404.17399<\/p>\n<\/li>\n<li>\n<p>GitHub\u4ee3\u7801\uff1ahttps:\/\/github.com\/ethz-spylab\/misleading-privacy-evals<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aEvaluations of Machine Learning Privacy Defenses are Misleading<\/p>\n<\/li>\n<\/ul>\n<section><strong><strong>1.\u00a0<\/strong>\u524d\u8a00<\/strong><\/section>\n<section><\/section>\n<section>\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f80\u5f80\u5bb9\u6613\u53d7\u5230\u9690\u79c1\u653b\u51fb\u3002\u5982\u679c\u4f60\u7684\u4e2a\u4eba\u6570\u636e\u88ab\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\uff0c\u4f60\u53ef\u80fd\u5e0c\u671b\u5f97\u5230\u4e00\u79cd\u4fdd\u969c\uff0c\u786e\u4fdd\u653b\u51fb\u8005\u65e0\u6cd5\u6cc4\u9732\u4f60\u7684\u6570\u636e\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u4f60\u6216\u8bb8\u5e0c\u671b\u786e\u4fdd\u6ca1\u6709\u4eba\u80fd\u591f\u5224\u65ad\u4f60\u7684\u6570\u636e\u662f\u5426\u66fe\u88ab\u4f7f\u7528\u8fc7\uff0c\u8fd9\u5c31\u662f\u6210\u5458\u63a8\u7406\u653b\u51fb\uff08membership inference attack, MIA\uff09\u6240\u5173\u6ce8\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5dee\u5206\u9690\u79c1\uff08Differential Privacy, DP\uff09\u786e\u5b9e\u53ef\u4ee5\u63d0\u4f9b\u8fd9\u79cd\u7406\u8bba\u4e0a\u53ef\u8bc1\u660e\u7684\u4fdd\u62a4\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5f3a\u6709\u529b\u7684\u4fdd\u969c\u5f80\u5f80\u4ee5\u727a\u7272\u6a21\u578b\u7684\u6027\u80fd\u4e3a\u4ee3\u4ef7\uff0c\u539f\u56e0\u53ef\u80fd\u5728\u4e8e\u73b0\u6709\u7684\u9690\u79c1\u5206\u6790\u65b9\u6cd5\uff08\u5982 DP-SGD\uff09\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u663e\u5f97\u8fc7\u4e8e\u4fdd\u5b88\u3002\u56e0\u6b64\uff0c\u8bb8\u591a\u975e\u7406\u8bba\u4fdd\u8bc1\u7684\u9632\u5fa1\u624b\u6bb5\uff08empirical defenses\uff09\u5e94\u8fd0\u800c\u751f\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u627f\u8bfa\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5b9e\u73b0\u66f4\u597d\u7684\u9690\u79c1\u4e0e\u5b9e\u7528\u6027\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u7136\u800c\uff0c\u7531\u4e8e\u8fd9\u4e9b\u65b9\u6cd5\u5e76\u6ca1\u6709\u63d0\u4f9b\u4e25\u683c\u7684\u7406\u8bba\u4fdd\u8bc1\uff0c\u6211\u4eec\u9700\u8981\u901a\u8fc7\u4e25\u8c28\u7684\u8bc4\u4f30\u65b9\u5f0f\u6765\u9a8c\u8bc1\u5b83\u4eec\u7684\u53ef\u4fe1\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u9057\u61be\u7684\u662f\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u8bb8\u591a empirical defenses \u5728\u8861\u91cf\u9690\u79c1\u6cc4\u9732\u7684\u65f6\u5019\u5b58\u5728\u4e00\u4e9b\u5e38\u89c1\u7684\u8bef\u533a\uff1a<\/section>\n<ol>\n<li>\n<p>\u5173\u6ce8\u7684\u662f\u7fa4\u4f53\u5c42\u9762\u7684\u5e73\u5747\u9690\u79c1\uff0c\u4f46\u5bf9\u6700\u300c\u8106\u5f31\u300d\u6570\u636e\u7684\u9690\u79c1\u5374\u5173\u6ce8\u751a\u5c11\u3002\u4f46 privacy \u5e76\u4e0d\u5e94\u8be5\u662f\u4e00\u4e2a\u5e73\u5747\u7684\u6307\u6807\uff01<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u5f88\u5f31\u7684\u3001 \u975e\u81ea\u9002\u5e94\u7684\u653b\u51fb\u3002\u6ca1\u6709\u9488\u5bf9\u5177\u4f53\u9632\u5fa1\uff0c\u505a\u9002\u5e94\u6027\u653b\u51fb\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0e\u6a21\u578b\u6027\u80fd\u8fc7\u5dee\u7684 DP \u5dee\u5206\u9690\u79c1\u65b9\u6cd5\u8fdb\u884c\u76f8\u6bd4\uff0c\u8fd9\u79cd\u6bd4\u8f83\u65b9\u5f0f\u4e0d\u591f\u516c\u5e73\uff0c\u5bb9\u6613\u8bef\u5bfc\u4eba\u4eec\u5bf9\u6a21\u578b\u9690\u79c1\u4fdd\u62a4\u6548\u679c\u7684\u5224\u65ad\u3002<\/p>\n<\/li>\n<\/ol>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u4e25\u683c\u7684\u8861\u91cf\u65b9\u6cd5\uff0c\u53ef\u4ee5\u51c6\u786e\u8bc4\u4f30\u67d0\u4e2a\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6\u3002\u6211\u4eec\u5efa\u8bae\u5e94\u8be5<strong>\u4e0e\u5dee\u5206\u9690\u79c1\uff08Differential Privacy\uff09\u65b9\u6cd5\u8fdb\u884c\u516c\u5e73\u5bf9\u6bd4\uff0c\u5e76\u8fdb\u884c\u9002\u5e94\u6027\u653b\u51fb\uff0c\u6700\u540e\u6c47\u62a5\u300c\u8106\u5f31\u300d\u6570\u636e\u4e0a\u7684\u9690\u79c1\u6cc4\u9732<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5e94\u7528\u6b64\u65b9\u6cd5\u7814\u7a76\u4e86\u4e94\u79cd empirical defenses\u3002\u8fd9\u4e9b\u9632\u5fa1\u65b9\u6cd5\u5404\u4e0d\u76f8\u540c\uff0c\u5305\u62ec\u84b8\u998f\u3001\u5408\u6210\u6570\u636e\u3001\u635f\u5931\u6270\u52a8\u4ee5\u53ca\u81ea\u76d1\u7763\u8bad\u7ec3\u7b49\u3002\u7136\u800c\uff0c\u6211\u4eec\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u8fd9\u4e9b\u9632\u5fa1\u6240\u5bfc\u81f4\u7684\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6\u8fdc\u8d85\u5176\u539f\u59cb\u8bc4\u4f30\u6240\u663e\u793a\u7684\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0c\u6240\u6709\u8fd9\u4e9b\u9632\u5fa1\u65b9\u6cd5\u90fd\u672a\u80fd\u8d85\u8d8a\u7ecf\u8fc7\u9002\u5f53\u8c03\u6574\u7684\u6700\u57fa\u672c\u7684\u5dee\u5206\u9690\u79c1\u65b9\u6cd5 \u2014\u2014DP-SGD\u3002\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u5c06 CIFAR-10 \u6570\u636e\u96c6\u4e0a\u7684\u6240\u6709\u9632\u5fa1\u63aa\u65bd\uff08\u5305\u62ec DP-SGD\uff09\u8c03\u6574\u81f3\u81f3\u5c11\u8fbe\u5230 88% \u7684\u6d4b\u8bd5\u51c6\u786e\u7387\uff0c\u540c\u65f6\u5c3d\u91cf\u4fdd\u8bc1\u9690\u79c1\u65f6\uff0c\u73b0\u6709\u8bc4\u4f30\u53ef\u80fd\u4e25\u91cd\u4f4e\u4f30\u9690\u79c1\u6cc4\u9732\u7684\u7a0b\u5ea6\uff0c\u8bef\u5dee\u9ad8\u8fbe\u4e94\u5341\u500d\u4e4b\u591a\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d64d1b2dd9acf9c1e9d5ce3afedf993e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d64d1b2dd9acf9c1e9d5ce3afedf993e.png\"><\/a><\/section>\n<section><strong><strong>2.\u00a0<\/strong>\u9690\u79c1\u8bc4\u4f30\u4e3a\u4f55\u5e94\u5173\u6ce8\u4e2a\u4f53\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6<\/strong><\/section>\n<section><strong>\u800c\u975e\u7fa4\u4f53\u7684\u5e73\u5747\u60c5\u51b5\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u6574\u4f53\u5e73\u5747\u9690\u79c1\u6cc4\u9732\u770b\u4f3c\u53ef\u63a5\u53d7\uff0c\u4f46\u4e2a\u522b\u7528\u6237\u7684\u9690\u79c1\u53ef\u80fd\u9762\u4e34\u4e25\u91cd\u5a01\u80c1\u3002\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u9690\u79c1\u4fdd\u62a4\u63aa\u65bd\u9700\u8981\u786e\u4fdd\u5373\u4fbf\u6574\u4f53\u9690\u79c1\u4fdd\u62a4\u6c34\u5e73\u8fbe\u6807\uff0c\u4ecd\u80fd\u4e3a\u6bcf\u4f4d\u4e2a\u4f53\u63d0\u4f9b\u8db3\u591f\u7684\u9690\u79c1\u4fdd\u969c\u3002\u4ee5 CIFAR-10 \u6570\u636e\u96c6\u4e3a\u4f8b\uff0c\u6bcf\u4e2a\u6837\u672c\u7684\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1b0281610929bbc1cba7f5aa6632aba8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1b0281610929bbc1cba7f5aa6632aba8.png\"><\/a><\/section>\n<section>\u901a\u8fc7\u5206\u6790\uff0c\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\uff0c\u5c11\u6570\u6837\u672c\u7684\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6\u51e0\u4e4e\u8fbe\u5230\u4e86 100%\u3002\u7136\u800c\uff0c\u5982\u679c\u4ec5\u5173\u6ce8\u7fa4\u4f53\u7684\u5e73\u5747\u9690\u79c1\u6cc4\u9732\uff0c\u8fd9\u4e00\u6570\u503c\u4ec5\u4e3a 4%\uff0c\u8fd9\u5bb9\u6613\u5bfc\u81f4\u5bf9\u8be5\u65b9\u6cd5\u9690\u79c1\u4fdd\u62a4\u80fd\u529b\u7684\u8bef\u89e3\u3002\u5b9e\u9645\u4e0a\uff0c\u8fd9\u79cd\u770b\u4f3c\u4f4e\u7684\u5e73\u5747\u503c\u63a9\u76d6\u4e86\u90e8\u5206\u4e2a\u4f53\u7684\u4e25\u91cd\u9690\u79c1\u98ce\u9669\uff0c\u4f7f\u5f97\u6574\u4f53\u8bc4\u4f30\u663e\u5f97\u4e0d\u591f\u51c6\u786e\u3002\u56e0\u6b64\uff0c\u5728\u9690\u79c1\u4fdd\u62a4\u7684\u7814\u7a76\u4e0e\u5b9e\u8df5\u4e2d\uff0c\u5173\u6ce8\u4e2a\u4f53\u9690\u79c1\u6cc4\u9732\u7684\u60c5\u51b5\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section><strong><strong>3.\u00a0<\/strong>\u4f7f\u7528\u91d1\u4e1d\u96c0\uff08canary\uff09\u8fdb\u884c\u9ad8\u6548\u7684\u6837\u672c\u7ea7\u9690\u79c1\u8bc4\u4f30\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u8bba\u6587\u8ba4\u4e3a\uff0c<strong>\u4e25\u683c\u7684\u9690\u79c1\u8bc4\u4f30\u5e94\u8be5\u80fd\u591f\u8861\u91cf\u653b\u51fb\u8005\u662f\u5426\u53ef\u9760\u5730\u731c\u6d4b\u6570\u636e\u96c6\u4e2d\u6700\u8106\u5f31\u6837\u672c\u7684\u9690\u79c1<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5c31\u662f\u5728\u4f4e\u5047\u9633\u6027\u7387\uff08FPR\uff09\u4e0b\u5b9e\u73b0\u9ad8\u771f\u5b9e\u9633\u6027\u7387\uff08TPR\uff09\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u8fd9\u79cd\u6837\u672c\u7ea7\u8bc4\u4f30\u7684\u6210\u672c\u663e\u8457\u9ad8\u4e8e\u73b0\u6709\u7684\u7fa4\u4f53\u7ea7\u8bc4\u4f30\u3002\u4f30\u8ba1\u653b\u51fb\u7684\u771f\u5b9e\u9633\u6027\u7387\uff08TPR\uff09\u548c\u5047\u9633\u6027\u7387\uff08FPR\uff09\u901a\u5e38\u91c7\u7528\u8499\u7279\u5361\u7f57\u62bd\u6837\u7684\u65b9\u6cd5\uff1a\u901a\u8fc7\u6a21\u62df\u591a\u4e2a\u72ec\u7acb\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u6bcf\u6b21\u968f\u673a\u91cd\u65b0\u91c7\u6837\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u6a21\u578b\u7ed3\u679c\u4e2d\u653b\u51fb\u8005\u6210\u529f\u7684\u6b21\u6570\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u8981\u5728 FPR \u4e3a 0.1% \u65f6\u4f30\u8ba1\u4e2a\u4f53\u7ea7\u522b\u7684 TPR\uff0c\u6211\u4eec\u53ef\u80fd\u9700\u8981\u5bf9\u6bcf\u4e2a\u6837\u672c\u8fdb\u884c\u6570\u5343\u6b21\u8bad\u7ec3\uff0c\u624d\u80fd\u6392\u5e8f\u5e76\u627e\u51fa\u6700\u5bb9\u6613\u53d7\u5230\u653b\u51fb\u7684\u6837\u672c\u53ca\u5176\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6\u3002\u8fd9\u79cd\u5f00\u9500\u663e\u7136\u662f\u76f8\u5f53\u5e9e\u5927\u7684 \uff08\u4f8b\u5982\u4e0a\u56fe CIFAR-10\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86 20000 \u4e2a\u6a21\u578b\u624d\u80fd\u7cbe\u51c6\u63cf\u7ed8\u6bcf\u4e2a\u6837\u672c\u7684\u9690\u79c1\u6cc4\u9732\uff09\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u6709\u6548\u7684\u8fd1\u4f3c\u65b9\u6cd5\uff1a<strong>\u9488\u5bf9\u4e00\u5c0f\u90e8\u5206\u91d1\u4e1d\u96c0\uff08canary\uff09\u6837\u672c\u8fdb\u884c\u653b\u51fb\u8bc4\u4f30<\/strong>\u3002\u76f4\u89c2\u6765\u770b\uff0c\u91d1\u4e1d\u96c0\u6837\u672c\u5e94\u80fd\u591f\u4ee3\u8868\u5728\u7279\u5b9a\u9632\u5fa1\u7b56\u7565\u548c\u6570\u636e\u96c6\u4e0b\u6700\u5bb9\u6613\u53d7\u5230\u653b\u51fb\u7684\u6837\u672c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u53ea\u9700\u5728\u6709\u9650\u7684\u91d1\u4e1d\u96c0\u6837\u672c\u4e0a\u8fdb\u884c\u9690\u79c1\u8bc4\u4f30\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u964d\u4f4e\u4e86\u8bc4\u4f30\u7684\u6210\u672c\uff0c\u540c\u65f6\u4e5f\u786e\u4fdd\u4e86\u9690\u79c1\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u548c\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6211\u4eec\u7684\u8bba\u6587\u4e2d\uff0c\u6211\u4eec\u8be6\u7ec6\u8bf4\u660e\u4e86\u5982\u4f55\u9488\u5bf9\u4e94\u79cd\u5177\u4f53\u7684\u9632\u5fa1\u65b9\u6cd5\u8bbe\u8ba1\u76f8\u5e94\u7684\u91d1\u4e1d\u96c0\u6837\u672c\u3002\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0c\u91d1\u4e1d\u96c0\u7684\u9009\u62e9\u5fc5\u987b\u4f9d\u636e\u9632\u5fa1\u7b56\u7565\u548c\u6570\u636e\u96c6\u7684\u7279\u6027\u8fdb\u884c\u8c03\u6574\u3002\u67d0\u4e9b\u6837\u672c\u53ef\u80fd\u5bf9\u7279\u5b9a\u9632\u5fa1\u65b9\u6cd5\u6765\u8bf4\u662f\u6709\u6548\u7684\u91d1\u4e1d\u96c0\uff0c\u4f46\u5bf9\u5176\u4ed6\u9632\u5fa1\u65b9\u6cd5\u5374\u5e76\u4e0d\u9002\u7528\u3002\u4f5c\u4e3a\u4e00\u822c\u51c6\u5219\uff0c\u5f02\u5e38\u6570\u636e\uff0c\u4f8b\u5982\u88ab\u9519\u8bef\u6807\u8bb0\u7684\u6837\u672c\u6216\u4e0e\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4e0d\u4e00\u81f4\u7684\u6837\u672c\uff08\u5373 OOD \u6570\u636e\uff09\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u826f\u597d\u7684\u8d77\u70b9\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6837\u672c\u5f80\u5f80\u6700\u5bb9\u6613\u53d7\u5230\u653b\u51fb\u3002<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0c\u4e0b\u9762\u662f\u6765\u81ea CIFAR-10 \u6570\u636e\u96c6\u7684\u4e00\u4e9b\u9ad8\u5ea6\u8106\u5f31\u7684\u6837\u672c\uff0c\u8fd9\u4e9b\u6837\u672c\u7528\u4e8e\u7b80\u5355\u7684\uff08\u672a\u9632\u5fa1\u7684\uff09ResNet \u6a21\u578b\u3002\u5176\u4e2d\u4e00\u4e9b\u6837\u672c\u88ab\u9519\u8bef\u6807\u8bb0\uff08\u4f8b\u5982\uff0c\u4eba\u7c7b\u7684\u56fe\u7247\u88ab\u6807\u8bb0\u4e3a\u300c\u5361\u8f66\u300d\uff09\uff0c\u800c\u53e6\u4e00\u4e9b\u6837\u672c\u5219\u662f\u4e0d\u592a\u300c\u6b63\u5e38\u300d\u7684\u60c5\u51b5\uff08\u4f8b\u5982\uff0c\u9646\u5730\u4e0a\u7684\u4e00\u8258\u8239\u6216\u4e00\u67b6\u7c89\u8272\u7684\u98de\u673a\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-832b51b9829a2fc90e80af201915068b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-832b51b9829a2fc90e80af201915068b.png\"><\/a><\/section>\n<section><strong>4. DP-SGD \u4ecd\u662f\u4e00\u79cd\u5f3a\u5927\u7684 empirical defense<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u91c7\u7528\u9ad8\u6548\u7684\u6837\u672c\u7ea7\u8bc4\u4f30\uff08\u7ed3\u5408\u9002\u5e94\u6027\u653b\u51fb\uff09\u6765\u6d4b\u8bd5\u662f\u5426\u5b58\u5728\u7ecf\u9a8c\u4e0a\u4f18\u4e8e\u5dee\u5206\u9690\u79c1\uff08DP\uff09\u65b9\u6cd5\u7684 empirical defense\u3002\u8bb8\u591a empirical defense \u58f0\u79f0\u80fd\u591f\u5728\u73b0\u5b9e\u73af\u5883\u4e2d\u5b9e\u73b0\u5408\u7406\u7684\u9690\u79c1\u4fdd\u62a4\uff0c\u540c\u65f6\u63d0\u4f9b\u6bd4 DP-SGD \u7b49\u5177\u6709\u5f3a\u5927\u53ef\u8bc1\u660e\u4fdd\u8bc1\u7684\u65b9\u6cd5\u66f4\u597d\u7684\u5b9e\u7528\u6027\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0cDP-SGD \u7684 privacy-utilty \u662f\u53ef\u8c03\u8282\u7684\u3002\u5982\u679c empirical defense \u65e0\u8bba\u5982\u4f55\u90fd\u4f1a\u653e\u5f03\u53ef\u8bc1\u660e\u7684\u4fdd\u8bc1\uff0c\u90a3\u4e48\u6211\u4eec\u4e3a\u4f55\u4e0d\u5bf9 DP-SGD \u91c7\u53d6\u540c\u6837\u7684\u7b56\u7565\u5462\uff1f\u56e0\u6b64\uff0c\u6211\u4eec\u5bf9 DP-SGD \u8fdb\u884c\u4e86\u8c03\u6574\uff0c\u4ee5\u8fbe\u5230\u8f83\u9ad8\u7684 CIFAR-10 \u6d4b\u8bd5\u51c6\u786e\u7387\uff08\u6bd4\u5982\u4ece 88% \u63d0\u5347\u5230 91%\uff09\uff0c\u5373\u5c06 empirical defense \u548c DP-SGD \u65b9\u6cd5\u7684\u6027\u80fd\u8c03\u6574\u5230\u76f8\u4f3c\u6c34\u5e73\uff0c\u518d\u8fdb\u884c\u516c\u5e73\u7684\u9690\u79c1\u6cc4\u9732\u6bd4\u8f83\u3002<\/section>\n<section><\/section>\n<section>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u6211\u4eec\u5728\u6848\u4f8b\u7814\u7a76\u4e2d\u53d1\u73b0\uff0c<strong>\u7b80\u5355\u8c03\u6574\u540e\u7684 DP-SGD \u6027\u80fd\u4f18\u4e8e\u6240\u6709\u5176\u4ed6 empirical defenses<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728 CIFAR-10 \u6570\u636e\u96c6\u4e0a\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u8fbe\u5230\u4e86\u4e0e\u6240\u6709\u5176\u4ed6 empirical defense \u76f8\u5f53\u7684\u6d4b\u8bd5\u51c6\u786e\u7387\uff0c\u4f46\u5374\u4e3a\u6700\u6613\u53d7\u5230\u653b\u51fb\u7684\u6837\u672c\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u7ecf\u9a8c\u9690\u79c1\u4fdd\u62a4\u3002\u56e0\u6b64\uff0cDP-SGD \u4e0d\u4ec5\u4ec5\u662f\u7406\u8bba\u4e0a\u6709\u4fdd\u8bc1\u7684\u9632\u5fa1\u624b\u6bb5\uff0c\u540c\u65f6\u4e5f\u53ef\u4ee5\u6210\u4e3a\u4e00\u79cd\u5f3a\u6709\u529b\u7684 empirical defense\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2a3ab58e595363d83be082fe56736ec9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2a3ab58e595363d83be082fe56736ec9.png\"><\/a><\/section>\n<section><strong>5. \u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u8bba\u6587\u7684\u4e3b\u8981\u7ed3\u8bba\u662f\uff0c<strong>\u9690\u79c1\u8bc4\u4f30\u7684\u5177\u4f53\u65b9\u5f0f\u81f3\u5173\u91cd\u8981<\/strong>\uff01Empirical \u9690\u79c1\u653b\u51fb\u548c\u9632\u5fa1\u7684\u6587\u732e\u8003\u8651\u4e86\u591a\u79cd\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u672a\u80fd\u51c6\u786e\u63cf\u8ff0\u8fd9\u4e9b\u6307\u6807\u7684\u9690\u79c1\u8bed\u4e49\uff08\u5373\u67d0\u4e2a\u6307\u6807\u6355\u83b7\u4e86\u54ea\u79cd\u9690\u79c1\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bba\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u5021\u5728\u4e2a\u4f53\u6837\u672c\u5c42\u9762\u4e0a\u8fdb\u884c\u9690\u79c1\u8bc4\u4f30\uff0c\u62a5\u544a\u9632\u5fa1\u65b9\u6cd5\u5bf9\u6570\u636e\u5206\u5e03\u4e2d\u6700\u8106\u5f31\u6837\u672c\u7684\u9690\u79c1\u6cc4\u9732\u7a0b\u5ea6\u3002\u4e3a\u4e86\u9ad8\u6548\u5730\u8fdb\u884c\u8fd9\u6837\u7684\u8bc4\u4f30\uff0c\u6211\u4eec\u660e\u786e\u8bbe\u8ba1\u4e86\u4e00\u5c0f\u90e8\u5206\u5ba1\u8ba1\u5b50\u7fa4\u4f53\uff0c\u8fd9\u4e9b\u6837\u672c\u5177\u6709\u6700\u574f\u60c5\u51b5\u7684\u7279\u5f81\uff0c\u79f0\u4e3a\u91d1\u4e1d\u96c0\u6837\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6211\u4eec\u7684\u8bc4\u4f30\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u00a0<strong>DP-SGD \u662f\u4e00\u79cd\u96be\u4ee5\u8d85\u8d8a\u7684\u9632\u5fa1\u65b9\u6cd5\u00a0<\/strong>\u2014\u2014 \u5373\u4f7f\u5728\u5f53\u524d\u5206\u6790\u6280\u672f\u65e0\u6cd5\u63d0\u4f9b\u4efb\u4f55\u6709\u610f\u4e49\u4fdd\u8bc1\u7684\u60c5\u51b5\u4e0b\uff01\u4e00\u4e2a\u6839\u672c\u6027\u7684\u95ee\u9898\u662f\uff0c\u53ef\u8bc1\u660e\u9690\u79c1\u4e0e empirical \u9690\u79c1\u4e4b\u95f4\u7684\u5dee\u8ddd\u7a76\u7adf\u662f\u7531\u4e8e\u9690\u79c1\u5206\u6790\u4e0d\u5145\u5206\uff0c\u8fd8\u662f\u7531\u4e8e empirical \u653b\u51fb\u624b\u6bb5\u7684\u4e0d\u8db3\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u7684 empirical DP-SGD \u65b9\u6cd5\u5728 CIFAR-10 \u7b49\u81ea\u7136\u6570\u636e\u96c6\u4e0a\u662f\u5426\u771f\u7684\u5177\u5907\u9690\u79c1\u4fdd\u62a4\uff08\u6211\u4eec\u53ea\u662f\u5c1a\u672a\u627e\u5230\u8bc1\u660e\u7684\u65b9\u6cd5\uff09\uff0c\u8fd8\u662f\u8bf4\u8fd8\u6709\u66f4\u5f3a\u5927\u7684\u6f5c\u5728\u653b\u51fb\uff08\u6211\u4eec\u5c1a\u672a\u53d1\u73b0\uff09\uff1f<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-12-3\" target=\"_blank\">CCS 2024 | \u5982\u4f55\u4e25\u683c\u8861\u91cf\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u9690\u79c1\u6cc4\u9732\uff1f ETH\u6709\u4e86\u65b0\u53d1\u73b0<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:CCS 2024 |  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