{"id":6713,"date":"2025-08-06T11:39:41","date_gmt":"2025-08-06T02:54:41","guid":{"rendered":"https:\/\/www.inforsec.org\/wp\/?p=6713"},"modified":"2025-08-06T11:53:53","modified_gmt":"2025-08-06T03:08:53","slug":"%e3%80%90%e9%87%8d%e8%a6%81%e9%80%9a%e7%9f%a5%e3%80%91ai%e5%ae%89%e5%85%a8%e5%89%8d%e6%b2%bf%e6%8a%80%e6%9c%af%e4%b8%93%e9%a2%98%e4%ba%a4%e6%b5%81%e4%bc%9a8%e6%9c%886%e6%97%a5-7%e6%97%a5%e5%9c%a8","status":"publish","type":"post","link":"http:\/\/202.112.238.40\/wp\/?p=6713","title":{"rendered":"\u3010\u91cd\u8981\u901a\u77e5\u3011AI\u5b89\u5168\u524d\u6cbf\u6280\u672f\u4e13\u9898\u4ea4\u6d41\u4f1a8\u67086\u65e5-7\u65e5\u5728\u897f\u7535\u53ec\u5f00\uff0c\u6b22\u8fce\u53c2\u4f1a\u4ea4\u6d41\uff01"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>\u4f1a\u8bae\u65f6\u95f4<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025\u5e748\u67086\uff5e7\u65e5<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f1a\u8bae\u5730\u70b9<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\uff08\u5357\u533a\uff09\u7f51\u5b89\u5927\u697cB101\u62a5\u544a\u5385<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u529e\u5355\u4f4d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f51\u7edc\u5b89\u5168\u7814\u7a76\u56fd\u9645\u5b66\u672f\u8bba\u575bInForSec<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u627f\u529e\u5355\u4f4d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u5b66\u9662<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u534f\u529e\u5355\u4f4d\uff08\u6392\u540d\u4e0d\u5206\u5148\u540e\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e05\u534e\u5927\u5b66\u7f51\u7edc\u548c\u7cfb\u7edf\u5b89\u5168\u7814\u7a76\u5ba4<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>InForSec\u590f\u4ee4\u8425\u9752\u5e74\u5b66\u8005\u5b66\u672f\u4ea4\u6d41<\/strong><strong>\u66a8\u201c\u5bfc\u5e08\u9762\u5bf9\u9762\u201d\u4e13\u9898\u6d3b\u52a8\u8bae\u7a0b\u8868<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><em>(\u8bae\u7a0b\u6216\u6709\u53d8\u52a8\u4ee5\u5f53\u5929\u4e3a\u51c6)<\/em><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"381\" height=\"1024\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u65e5\u7a0b_Sheet23-1-381x1024.jpg\" alt=\"\" class=\"wp-image-6716\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u65e5\u7a0b_Sheet23-1-381x1024.jpg 381w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u65e5\u7a0b_Sheet23-1-112x300.jpg 112w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u65e5\u7a0b_Sheet23-1-768x2064.jpg 768w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u65e5\u7a0b_Sheet23-1-56x150.jpg 56w\" sizes=\"auto, (max-width: 381px) 100vw, 381px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u5609\u5bbe\u4ecb\u7ecd&amp;\u5185\u5bb9\u6458\u8981<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u6656.png\" alt=\"\" class=\"wp-image-6721\" width=\"105\" height=\"146\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u6656.png 245w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u6656-216x300.png 216w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u6656-108x150.png 108w\" sizes=\"auto, (max-width: 105px) 100vw, 105px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u674e\u6656 \u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u5b66\u9662\u6267\u884c\u9662\u957f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u674e\u6656\uff0c\u73b0\u4efb\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u5b66\u9662\u6267\u884c\u9662\u957f\uff0c\u56fd\u5bb6\u7ea7\u6559\u5b66\u540d\u5e08\u3002\u5168\u56fd\u5bc6\u7801\u4e13\u4e1a\u5b66\u4f4d\u7814\u7a76\u751f\u6559\u80b2\u6307\u5bfc\u59d4\u5458\u4f1a\u59d4\u5458\uff0cACM SIGSAC CHINA\u9996\u4efb\u4e3b\u5e2d, 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http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9648\u8273\u59e3-107x150.png 107w\" sizes=\"auto, (max-width: 103px) 100vw, 103px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u9648\u8273\u59e3 &nbsp;\u6d59\u6c5f\u5927\u5b66\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458\u3001\u535a\u58eb\u751f\u5bfc\u5e08<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898<\/strong><strong>\uff1a\u57fa\u4e8e\u9690\u5c42\u5dee\u5f02\u53ef\u5206\u6027\u7684\u9c81\u68d2\u540e\u95e8\u68c0\u6d4b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p 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CCS\u3001USENIX Security\u3001NDSS\u3001IEEE INFOCOM\u7b49\u56fd\u9645\u4f1a\u8bae\u7a0b\u5e8f\u59d4\u5458\u4f1a\u6210\u5458\u3002\u62c5\u4efbIEEE TIFS\u7b49\u56fd\u9645\u671f\u520a\u7f16\u59d4\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u90b1\u5bd2.png\" alt=\"\" class=\"wp-image-6724\" width=\"107\" height=\"138\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u90b1\u5bd2.png 571w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u90b1\u5bd2-232x300.png 232w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u90b1\u5bd2-116x150.png 116w\" sizes=\"auto, (max-width: 107px) 100vw, 107px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u90b1\u5bd2 \u6e05\u534e\u5927\u5b66\u7f51\u7edc\u7814\u7a76\u9662\u526f\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08<br><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u4ece\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\u6c61\u67d3\u601d\u8003\u5927\u8bed\u8a00\u6a21\u578b\u5b89\u5168<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5176\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u5f80\u5f80\u4f9d\u9760\u6d77\u91cf\u4e92\u8054\u7f51\u8bed\u6599\u8fdb\u884c\u975e\u76d1\u7763\u5b66\u4e60\uff0c\u8fd9\u5176\u4e2d\u96be\u514d\u4f1a\u6df7\u5165\u771f\u5b9e\u4e92\u8054\u7f51\u4e2d\u5b58\u5728\u7684\u8d4c\u535a\u3001\u8272\u60c5\u7b49\u975e\u6cd5\u5185\u5bb9\u6216\u6beb\u65e0\u610f\u4e49\u7684\u6c61\u67d3\u8bed\u6599\uff0c\u4e00\u65b9\u9762\u4f53\u73b0\u5728\u6a21\u578b\u7684\u8bcd\u8868\u4e2d\uff0c\u4e00\u65b9\u9762\u4f1a\u5bf9\u6a21\u578b\u7684\u63a8\u7406\u4ea7\u751f\u4e0d\u826f\u5f71\u54cd\u3002\u672c\u62a5\u544a\u4eceGPT-4o\u8bcd\u8868\u4e2d\u7684\u4e2d\u6587\u6c61\u67d3token\u51fa\u53d1\uff0c\u63a2\u7d22\u4e0d\u540c\u5927\u8bed\u8a00\u6a21\u578b\u8bcd\u8868\u4e2d\u6587token\u6c61\u67d3\u7684\u60c5\u51b5\uff0c\u5e76\u63a2\u7d22\u57fa\u4e8e\u8bcd\u8868\u4e2dtoken\u5206\u5e03\u4f30\u7b97\u8bed\u6599\u5e93\u4e2dtoken\u8bcd\u9891\u7684\u65b9\u6cd5\uff0c\u6700\u540e\u5206\u6790\u4e0d\u540c\u6c61\u67d3token\u5728\u63a8\u7406\u4e2d\u5f02\u5e38\u8868\u73b0\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90b1\u5bd2\uff0c\u6e05\u534e\u5927\u5b66\u7f51\u7edc\u7814\u7a76\u9662\u526f\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u6cd5\u56fd\u5df4\u9ece\u9ad8\u7b49\u7535\u4fe1\u5927\u5b66\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u673a\u5668\u5b66\u4e60\u5b89\u5168\u3002\u4e3b\u6301\u56fd\u5bb6\u91cd\u70b9\u7814\u53d1\u8ba1\u5212\u8bfe\u9898\u3001\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9752\u5e74\u9879\u76ee\u3001CCF-\u8682\u8681\u91d1\u670d\u79d1\u7814\u57fa\u91d1\u7b49\u79d1\u7814\u9879\u76ee\uff0c\u5728\u4eba\u5de5\u667a\u80fd\u548c\u5b89\u5168\u9886\u57df\u9876\u4f1a\u9876\u520a\u53d1\u886850\u4f59\u7bc7\u8bba\u6587\uff0c\u83b7ACL 2024\u6770\u51fa\u8bba\u6587\u5956\u30012022\u5e74IEEE\u667a\u80fd\u8ba1\u7b97\u4e13\u59d4\u4f1a\u6570\u636e\u5b89\u5168\u9752\u5e74\u7814\u7a76\u5956\u30012023\u5e74IEEE\u53ef\u6269\u5c55\u8ba1\u7b97\u4e13\u59d4\u4f1a\u65e9\u671f\u804c\u4e1a\u6210\u5c31\u5956\u3001\u5165\u90092023\u30012024\u5e74\u65af\u5766\u798f\u5927\u5b66\u5168\u7403Top2%\u79d1\u5b66\u5bb6\u699c\u5355\uff0c\u62c5\u4efbACL\u3001NeurIPS\u3001ICLR\u7b49\u9876\u4f1a\u7684\u9886\u57df\u4e3b\u5e2d\u3002&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u5f20\u8096\u745c.png\" alt=\"\" class=\"wp-image-6725\" width=\"121\" height=\"146\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5f20\u8096\u745c.png 378w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5f20\u8096\u745c-248x300.png 248w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5f20\u8096\u745c-124x150.png 124w\" sizes=\"auto, (max-width: 121px) 100vw, 121px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u5f20\u8096\u745c \u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u526f\u6559\u6388\u3001\u7855\u58eb\u751f\u5bfc\u5e08<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5b89\u5168\u4e0e\u9690\u79c1\u653b\u9632<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u5b66\u4e60\u4f5c\u4e3a\u5b9e\u73b0\u4eba\u5de5\u667a\u80fd\u7684\u9014\u5f84\uff0c\u91cd\u70b9\u7814\u7a76\u5982\u4f55\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u83b7\u53d6\u9690\u85cf\u7684\u6709\u6548\u7684\u3001\u53ef\u7406\u89e3\u7684\u77e5\u8bc6\uff0c\u5efa\u7acb\u6570\u636e\u9a71\u52a8\u578b\u7684\u63a8\u7406\u4e0e\u51b3\u7b56\u6a21\u578b\u3002\u7136\u800c,\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u9c81\u68d2\u6027\u548c\u6570\u636e\u7684\u9690\u79c1\u6027\u5728\u6a21\u578b\u8bad\u7ec3\u3001\u90e8\u7f72\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u907f\u514d\u5730\u5e26\u6765\u4e86\u4e00\u4e9b\u5b89\u5168\u6027\u6311\u6218\u3002\u8be5\u62a5\u544a\u5c06\u5206\u522b\u9488\u5bf9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e2d\u7684\u9690\u79c1\u6027\u548c\u9c81\u68d2\u6027\u4e24\u5927\u65b9\u9762\u8fdb\u884c\u603b\u7ed3\u548c\u6c47\u62a5\u3002\u5728\u9690\u79c1\u4fdd\u62a4\u65b9\u9762\uff0c\u653b\u51fb\u7b56\u7565\u4e3b\u8981\u5305\u62ec\u6027\u8d28\u63a8\u7406\u653b\u51fb\u3001\u6210\u5458\u5173\u7cfb\u63a8\u7406\u653b\u51fb\u3001\u6a21\u578b\u63d0\u53d6\u653b\u51fb\u3001\u6a21\u578b\u53cd\u6f14\u653b\u51fb;\u9632\u5fa1\u7b56\u7565\u4e3b\u8981\u5305\u62ec\u5dee\u5206\u9690\u79c1\u6280\u672f\u3001\u5bf9\u6297\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3001\u5bc6\u7801\u5b66\u6280\u672f\u548c\u57fa\u4e8e\u6c34\u5370\u7684\u6280\u672f\u3002\u5728\u9c81\u68d2\u6027\u65b9\u9762\uff0c\u63a2\u8ba8\u4e86\u5bf9\u6297\u6837\u672c\u653b\u51fb\u3001\u6295\u6bd2\u653b\u51fb\u3001\u540e\u95e8\u653b\u51fb\u53ca\u5176\u9632\u5fa1\u6280\u672f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f20\u8096\u745c\uff0c\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u526f\u6559\u6388\/\u7855\u58eb\u751f\u5bfc\u5e08\uff0c\u4e8e 2019\u5e7412\u6708\u83b7\u5f97\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u4fe1\u606f\u5b89\u5168\u535a\u58eb\u5b66\u4f4d\uff0c\u4e8e 2020 \u5e74 2 \u6708\u52a0\u5165\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u5b66\u9662\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5bf9\u6297\u673a\u5668\u5b66\u4e60\u4e0e\u6570\u636e\u5b89\u5168\u3002\u5728\u56fd\u9645\u77e5\u540d\u671f\u520a\/\u4f1a\u8bae\u53d1\u8868\u5b66\u672f\u8bba\u658740\u4f59\u7bc7\uff0c\u5305\u62ec IEEE TDSC\u3001IEEE TMM\u3001IEEE TII\u3001ACM MM \u3001IEEE CVPR\u3001IEEE ICCV\u3001ICML \u3001NeurIPS\u7b49\u3002\u4e3b\u6301\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9762\u4e0a\u9879\u76ee\u3001\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9752\u5e74\u57fa\u91d1\u9879\u76ee\u3001\u5bc6\u7801\u79d1\u5b66\u6280\u672f\u56fd\u5bb6\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u5f00\u653e\u8bfe\u9898\u3001\u5e7f\u4e1c\u7701\u5b89\u5168\u667a\u80fd\u65b0\u6280\u672f\u7701\u7ea7\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u5f00\u653e\u8bfe\u9898\u3001\u79d1\u6280\u90e8\u5916\u56fd\u4e13\u5bb6\u9879\u76ee\uff0c\u53c2\u4e0e\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u91cd\u70b9\u56fd\u9645\u5408\u4f5c\u9879\u76ee\u7b49\u3002\u66fe\u83b7 2020 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http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5fae\u4fe1\u56fe\u7247_20250806111139-115x150.png 115w\" sizes=\"auto, (max-width: 107px) 100vw, 107px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u6f58\u65ed\u4e1c &nbsp;\u590d\u65e6\u5927\u5b66\u8ba1\u7b97\u4e0e\u667a\u80fd\u521b\u65b0\u5b66\u9662\u526f\u7814\u7a76\u5458<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u524d\u6cbfAI\u7cfb\u7edf\u5b89\u5168\u98ce\u9669\u8bc4\u6d4b\u4e0e\u6cbb\u7406<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u751f\u6210\u5f0f\u5927\u6a21\u578b\u548c\u667a\u80fd\u4f53\u6280\u672f\u8fc5\u901f\u53d1\u5c55\uff0c\u5982\u4f55\u9488\u5bf9\u4ee5\u5927\u6a21\u578b\u4e3a\u6838\u5fc3\u7684\u524d\u6cbfAI\u7cfb\u7edf\u5f00\u5c55\u5b89\u5168\u98ce\u9669\u8bc4\u6d4b\u4e0e\u6cbb\u7406\u662f\u5168\u7403\u9762\u4e34\u7684\u5171\u6027\u96be\u9898\u3002\u4e00\u65b9\u9762\uff0c\u4ee5\u56fe\u3001\u6587\u3001\u97f3\u89c6\u9891\u751f\u6210\u4e3a\u4e3b\u8981\u529f\u80fd\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u6301\u7eed\u6f14\u8fdb\uff0c\u5185\u5bb9\u5b89\u5168\u98ce\u9669\u5c24\u4e3a\u4e25\u5cfb\uff0c\u6025\u9700\u81ea\u52a8\u5316\u7a0b\u5ea6\u9ad8\u3001\u8986\u76d6\u9762\u5e7f\u548c\u9776\u5411\u6027\u5f3a\u7b49\u52a8\u6001\u5b89\u5168\u8bc4\u6d4b\u6280\u672f\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u6a21\u578b\u901a\u8fc7\u5de5\u5177\u3001\u77e5\u8bc6\u5e93\u3001\u63a8\u7406\u7f16\u6392\u6846\u67b6\u7b49\u57fa\u7840\u8f6f\u4ef6\uff0c\u80fd\u591f\u4e0e\u771f\u5b9e\u4e16\u754c\u81ea\u4e3b\u4ea4\u4e92\uff0c\u4e00\u65e6\u5177\u5907\u81ea\u4e3b\u590d\u5236\u3001\u6b3a\u9a97\u64cd\u63a7\u7b49\u5371\u9669\u7ea2\u7ebf\u80fd\u529b\uff0c\u6216\u5bf9\u5168\u4eba\u7c7b\u5e26\u6765\u707e\u96be\u6027\u98ce\u9669\u3002\u672c\u62a5\u544a\u5c06\u56f4\u7ed5\u5927\u6a21\u578b\u5185\u5bb9\u5b89\u5168\u548c\u667a\u80fd\u4f53\u884c\u4e3a\u5b89\u5168\u4e24\u5927\u6838\u5fc3\u8bae\u9898\uff0c\u5206\u4eab\u56e2\u961f\u8fd1\u5e74\u6765\u5728\u524d\u6cbfAI\u7cfb\u7edf\u5b89\u5168\u8bc4\u6d4b\u4e0e\u6cbb\u7406\u65b9\u9762\u7684\u7814\u7a76\u8fdb\u5c55\u548c\u601d\u8003\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6f58\u65ed\u4e1c\uff0c\u590d\u65e6\u5927\u5b66\u8ba1\u7b97\u4e0e\u667a\u80fd\u521b\u65b0\u5b66\u9662\u526f\u7814\u7a76\u5458\uff0c\u4e0a\u6d77\u521b\u667a\u5b66\u9662\u5168\u65f6\u5bfc\u5e08\uff0c\u7814\u7a76\u65b9\u5411\u4e3a\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u4e0e\u6cbb\u7406\uff0c\u5728\u5305\u62ecTPAMI\u3001ICML\u3001NeurIPS\u3001USENIX Security\u548cIEEE 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class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u6731\u8f89.png\" alt=\"\" class=\"wp-image-6726\" width=\"100\" height=\"146\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u6731\u8f89.png 446w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u6731\u8f89-206x300.png 206w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u6731\u8f89-103x150.png 103w\" sizes=\"auto, (max-width: 100px) 100vw, 100px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u4e3b\u6301\u4eba \u6731\u8f89 \u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u6559\u6388\uff0c\u6559\u80b2\u90e8\u9752\u5e74\u957f\u6c5f\u5b66\u8005<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6731\u8f89\u6559\u6388\uff0c\u5165\u9009\u6559\u80b2\u90e8\u9752\u5e74\u957f\u6c5f\u5b66\u8005\u3001\u9655\u897f\u7701\u4e2d\u9752\u5e74\u79d1\u6280\u521b\u65b0\u9886\u519b\u4eba\u624d\u7b49\u8ba1\u5212\uff1b\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u91cd\u70b9\u7c7b\u9879\u76ee\u8d1f\u8d23\u4eba\u3001\u56fd\u5bb6\u91cd\u70b9\u7814\u53d1\u8ba1\u5212\u201c\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u201d\/\u201c\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u6cbb\u7406\u201d\u7b49\u91cd\u70b9\u4e13\u9879\u8bfe\u9898\u8d1f\u8d23\u4eba\uff1b\u957f\u671f\u4ece\u4e8b\u6570\u636e\u5b89\u5168\u3001\u7f51\u7edc\u5b89\u5168\u7b49\u65b9\u9762\u7814\u7a76\u3002\u8fd15\u5e74\uff0c\u53d1\u8868CCF 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style=\"text-align:center\"><strong>\u675c\u5929\u5b87 \u6d59\u6c5f\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a<\/strong><strong>\u53ef\u89e3\u91ca\u5927\u6a21\u578b\u5b89\u5168\u4e0e\u8bc4\u6d4b\u5e73\u53f0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u6765\uff0c\u4ee5\u5927\u6a21\u578b\u4e3a\u4ee3\u8868\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fc5\u731b\u53d1\u5c55\uff0c\u76f8\u5173\u5e94\u7528\u4e0d\u65ad\u6df1\u5316\u3002\u5728\u5927\u6a21\u578b\u84ec\u52c3\u53d1\u5c55\u7684\u540c\u65f6\uff0c\u5176\u5b89\u5168\u3001\u9690\u79c1\u3001\u4f26\u7406\u7b49\u6311\u6218\u4e5f\u8d8a\u6765\u8d8a\u5f15\u8d77\u4eba\u4eec\u7684\u91cd\u89c6\u3002\u4fdd\u969c\u5927\u6a21\u578b\u7cfb\u7edf\u7684\u5b89\u5168\u9690\u79c1\uff0c\u53d1\u5c55\u53ef\u4fe1\u8d56\u3001\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u6210\u4e3a\u5176\u5e94\u7528\u6df1\u5316\u4e0e\u4ea7\u4e1a\u53d1\u5c55\u7684\u57fa\u7840\u524d\u63d0\u4e0e\u5fc5\u9700\u4fdd\u969c\u3002\u672c\u62a5\u544a\u5c06\u56f4\u7ed5\u5927\u6a21\u578b\u7cfb\u7edf\u5b89\u5168\uff0c\u63a2\u8ba8\u53ef\u89e3\u91ca\u7684\u5927\u6a21\u578b\u5b89\u5168\u589e\u5f3a\u6280\u672f\uff0c\u5e76\u5c55\u793a\u7814\u5236\u7684\u5927\u6a21\u578b\u5b89\u5168\u8bc4\u6d4b\u5e73\u53f0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u675c\u5929\u5b87\uff0c\u6d59\u6c5f\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u3001\u7855\u58eb\u751f\u5bfc\u5e08\uff0c2022\u5e74\u83b7\u6d59\u6c5f\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u535a\u58eb\u5b66\u4f4d\uff0c2022-2023\u5e74\u8d74\u7f8e\u56fd\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5dde\u7acb\u5927\u5b66\u4ece\u4e8b\u535a\u58eb\u540e\u5de5\u4f5c\u3002\u957f\u671f\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u65b9\u9762\u7684\u7814\u7a76\uff0c\u4e3b\u6301\/\u627f\u62c5\u56fd\u5bb6\u9752\u5e74\u79d1\u5b66\u57fa\u91d1\u9879\u76ee\uff08C\u7c7b\uff09\u3001\u56fd\u5bb6\u91cd\u70b9\u7814\u53d1\u8ba1\u5212\u5b50\u8bfe\u9898\u7b49\uff0c\u5728 USENIX Security\u3001CCS\u3001NDSS\u3001NeurIPS\u3001ICLR\u7b49\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u8bba\u658720\u4f59\u7bc7\uff0c\u83b7Inscrypt 2019\u6700\u4f73\u8bba\u6587\u5956\uff0c\u7d2f\u8ba1Google Scholar\u5f15\u7528\u91cf1700\u4f59\u6b21\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u653f.png\" alt=\"\" class=\"wp-image-6728\" width=\"115\" height=\"165\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u653f.png 303w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u653f-210x300.png 210w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u674e\u653f-105x150.png 105w\" sizes=\"auto, (max-width: 115px) 100vw, 115px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u674e\u653f \u5c71\u4e1c\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1aJailFuzzer: \u57fa\u4e8e\u6a21\u7cca\u6d4b\u8bd5\u548cLLM Agent\u7684\u6587\u751f\u56fe\u5927\u6a21\u578b\u8d8a\u72f1\u653b\u51fb\u6846\u67b6<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u751f\u56fe\uff08T2I\uff09\u751f\u6210\u6a21\u578b\u5728\u5185\u5bb9\u521b\u4f5c\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u540c\u65f6\u4e5f\u9762\u4e34\u7740\u8d8a\u72f1\u653b\u51fb\u7684\u98ce\u9669\uff0c\u653b\u51fb\u8005\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u7ed5\u8fc7\u6a21\u578b\u7684\u5b89\u5168\u673a\u5236\uff0c\u751f\u6210\u4e0d\u5b89\u5168\u5185\u5bb9\u3002\u73b0\u6709\u7684\u8d8a\u72f1\u653b\u51fb\u65b9\u6cd5\u5b58\u5728\u8bf8\u591a\u9650\u5236\uff0c\u5982\u5bf9\u6a21\u578b\u5185\u90e8\u673a\u5236\u7684\u4f9d\u8d56\u3001\u751f\u6210\u63d0\u793a\u7684\u4e0d\u81ea\u7136\u6027\u3001\u641c\u7d22\u7a7a\u95f4\u53d7\u9650\u4ee5\u53ca\u5bf9\u76ee\u6807\u7cfb\u7edf\u7684\u9ad8\u67e5\u8be2\u9700\u6c42\u7b49\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u57fa\u4e8e\u6a21\u7cca\u6d4b\u8bd5\uff08Fuzzing\uff09\u6280\u672f\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\uff08LLM Agent\uff09 \u7684\u81ea\u52a8\u5316\u8d8a\u72f1\u653b\u51fb\u6846\u67b6JailFuzzer \u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cJailFuzzer\u5728\u8d8a\u72f1T2I\u6a21\u578b\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u81ea\u7136\u4e14\u8bed\u4e49\u8fde\u8d2f\u7684\u63d0\u793a\uff0c\u964d\u4f4e\u88ab\u4f20\u7edf\u9632\u5fa1\u673a\u5236\u68c0\u6d4b\u5230\u7684\u53ef\u80fd\u6027\uff0c\u800c\u4e14\u5728\u8d8a\u72f1\u653b\u51fb\u7684\u6210\u529f\u7387\u4e0a\u4e5f\u8fdc\u8d85\u73b0\u6709\u65b9\u6cd5\uff0c\u540c\u65f6\u663e\u8457\u51cf\u5c11\u4e86\u5bf9\u76ee\u6807\u7cfb\u7edf\u7684\u67e5\u8be2\u5f00\u9500\u3002\u6b64\u5916\uff0cJailFuzzer\u5728\u4e0d\u540c\u5b89\u5168\u8fc7\u6ee4\u5668\u548c\u9632\u5fa1\u673a\u5236\u4e0b\u7684\u8868\u73b0\u4e5f\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u5c55\u793a\u4e86\u5176\u5f3a\u5927\u7684\u9002\u5e94\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u674e\u653f\uff0c\u5c71\u4e1c\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u56fd\u5bb6\u7ea7\u9752\u5e74\u4eba\u624d\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u4eba\u5de5\u667a\u80fd\u5b89\u5168\uff0c\u6db5\u76d6\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u3001\u6a21\u578b\u9c81\u68d2\u6027\u98ce\u9669\u8bc6\u522b\u53ca\u751f\u6210\u5185\u5bb9\u5b89\u5168\u98ce\u9669\u5206\u6790\u7b49\u9886\u57df\u3002\u8fc7\u53bb\u4e94\u5e74\u5728\u56fd\u9645\u6743\u5a01\u4f1a\u8bae\u4e0e\u671f\u520a\u53d1\u8868\u5b66\u672f\u8bba\u658730\u4f59\u7bc7\uff0c\u5176\u4e2dCCF A\u7c7b\u8bba\u658715\u7bc7\u3001\u56db\u5927\u5b89\u5168\u9876\u4f1a\u8bba\u658712\u7bc7\u3002\u5176ACM CCS 2021\u6210\u679c\u88abIBM\u6574\u5408\u5165\u4eba\u5de5\u667a\u80fd\u9c81\u68d2\u6027\u8bc4\u4f30\u7cfb\u7edf\uff1bUSENIX Security 2023\u8bba\u6587\u5e7f\u53d7\u5173\u6ce8\uff0c\u53d7\u9080\u63a5\u53d7\u5965\u5730\u5229\u56fd\u5bb6\u5e7f\u64ad\u7535\u53f0\uff08ORF\uff09\u91c7\u8bbf\u62a5\u9053\uff1b\u83b7\u8bc4\u6b27\u6d32CSAW\u6700\u4f73\u8bba\u6587\u63d0\u540d\u5956\uff082024\uff09\u4e0e\u6b27\u6d32\u4fe1\u606f\u4e0e\u6570\u5b66\u8054\u76df\uff08ERCIM STM\uff09\u6700\u4f73\u535a\u58eb\u8bba\u6587\u5956\uff082024\uff09\u3002\u73b0\u62c5\u4efbUSENIX Security\u3001EuroS&amp;P\u3001ACSAC\u3001PETS\u7b49\u56fd\u9645\u6743\u5a01\u5b89\u5168\u4f1a\u8bae\u7684\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\uff0c\u5e76\u62c5\u4efbNeurIPS\u3001ICLR\u3001ICML\u3001KDD\u3001TIFS\u3001TDSC\u7b49\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u7684\u5ba1\u7a3f\u4eba\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u9ec4\u667a\u806a-747x1024.jpg\" alt=\"\" class=\"wp-image-6730\" width=\"106\" height=\"145\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9ec4\u667a\u806a-747x1024.jpg 747w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9ec4\u667a\u806a-219x300.jpg 219w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9ec4\u667a\u806a-768x1053.jpg 768w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9ec4\u667a\u806a-109x150.jpg 109w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9ec4\u667a\u806a.jpg 862w\" sizes=\"auto, (max-width: 106px) 100vw, 106px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u9ec4\u667a\u806a \u8682\u8681\u6280\u672f\u7814\u7a76\u9662\u7814\u7a76\u5458<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u751f\u6210\u5f0f\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u53ef\u8ffd\u6eaf\u6570\u5b57\u6c34\u5370\uff1a\u201c\u751f\u6210\u5373\u5d4c\u5165\u201d\u6846\u67b6\u4e0e\u5b9e\u8bc1\u7814\u7a76<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u62a5\u544a\u9996\u5148\u56de\u987e\u6570\u5b57\u6c34\u5370\u6280\u672f\u7684\u6f14\u8fdb\uff0c\u968f\u540e\u805a\u7126\u751f\u6210\u5f0f\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u65b0\u6311\u6218\uff1a\u4f20\u7edf\u65b9\u6848\u4e00\u822c\u9700\u8981\u76f4\u63a5\u7f16\u8f91\u4fee\u6539\u5185\u5bb9\u8bed\u4e49\u3002\u4ee5 Text-to-Image \u6269\u6563\u6a21\u578b\u4e3a\u4f8b\uff0c\u4ecb\u7ecd\u57fa\u4e8e\u566a\u58f0\u6ce8\u5165\u7684\u53ef\u8ffd\u6eaf\u6c34\u5370\uff0c\u4ee5\u53ca\u201c\u751f\u6210\u5373\u5d4c\u5165\u201d\u7684\u6846\u67b6\u3002\u5b9e\u9a8c\u663e\u793a\uff0c\u5728\u4e0d\u635f\u5931\u56fe\u50cf\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u6c34\u5370\u7ecf\u8fc7\u6240\u6709\u7ecf\u5178\u6270\u52a8\u3001\u538b\u7f29\u3001\u6076\u610f\u653b\u51fb\u4ecd\u4fdd\u6301 90% \u4ee5\u4e0a\u7684\u68c0\u6d4b\u7387\uff0c\u53ef\u4e3a AI \u751f\u6210\u5185\u5bb9\u7684\u6765\u6e90\u6807\u8bc6\u4e0e\u8d23\u4efb\u8ffd\u6eaf\u63d0\u4f9b\u6709\u6548\u9014\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ec4\u667a\u806a\uff0c\u8682\u8681\u6280\u672f\u7814\u7a76\u9662\u7814\u7a76\u5458\u3002\u672c\u79d1\u6bd5\u4e1a\u4e8e\u5317\u4eac\u5927\u5b66\uff0c2018\u5e74\u4ece\u745e\u58eb\u6d1b\u6851\u8054\u90a6\u7406\u5de5\u5b66\u9662\uff08EPFL\uff09\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\u540e\uff0c\u5728\u963f\u91cc\u5df4\u5df4\u5b89\u5168\u90e8\u53cc\u5b50\u5ea7\u5b9e\u9a8c\u5ba4\u5de5\u4f5c5\u5e74\uff0c\u540e\u52a0\u5165\u8682\u8681\u6280\u672f\u7814\u7a76\u9662\uff0c\u5728\u56fd\u9645\u9876\u7ea7\u5b89\u5168\u4f1a\u8bae\u548c\u671f\u520a IEEE S&amp;P\u3001CCS\u3001Usenix Security\u3001NDSS\u7b49\u53d1\u8868\u8fc7\u591a\u9879\u7814\u7a76\u6210\u679c\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ec\u5e94\u7528\u5bc6\u7801\u5b66\uff0c\u5b89\u5168\u8ba1\u7b97\uff0c\u540c\u6001\u52a0\u5bc6\uff0c\u673a\u5668\u5b66\u4e60\u5b89\u5168\u4e0e\u9690\u79c1\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u90ed\u5c1a\u4f1f.png\" alt=\"\" class=\"wp-image-6731\" width=\"94\" height=\"142\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u90ed\u5c1a\u4f1f.png 293w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u90ed\u5c1a\u4f1f-199x300.png 199w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u90ed\u5c1a\u4f1f-99x150.png 99w\" sizes=\"auto, (max-width: 94px) 100vw, 94px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u90ed\u5c1a\u4f1f \u91cd\u5e86\u5927\u5b66\u526f\u6559\u6388<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b89\u5168\u6d4b\u8bd5<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u6765\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08\u5982\u56fe\u6587\u751f\u6210\u5927\u6a21\u578bStable Diffusion\u3001\u56fe\u6587\u7406\u89e3\u5927\u6a21\u578bGPT4o\u7b49\uff09\u7684\u7a81\u7834\u6027\u53d1\u5c55\u6df1\u523b\u91cd\u5851\u4e86\u4eba\u673a\u534f\u4f5c\u8303\u5f0f\uff0c\u63a8\u52a8\u667a\u80fd\u5ba2\u670d\u3001\u8de8\u6a21\u6001\u5185\u5bb9\u751f\u6210\u7b49\u4ea7\u4e1a\u5b9e\u73b0\u6548\u7387\u8dc3\u8fc1\u3002\u7136\u800c\uff0c\u8bf8\u5982\u5bf9\u6297\u3001\u8d8a\u72f1\u3001\u5408\u89c4\u7b49\u5b89\u5168\u5a01\u80c1\u968f\u4e4b\u800c\u6765\uff0c\u4e25\u91cd\u5a01\u80c1\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u8fdb\u4e00\u6b65\u5e94\u7528\u4e0e\u666e\u53ca\u3002\u672c\u6b21\u62a5\u544a\u805a\u7126\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b89\u5168\u98ce\u9669\uff0c\u4ecb\u7ecd\u56e2\u961f\u5728\u591a\u6a21\u6001\u5927\u6a21\u578b\u5bf9\u6297\u653b\u51fb\u4e0e\u81ea\u52a8\u5316\u7ea2\u961f\u6d4b\u8bd5\u65b9\u9762\u7684\u6700\u65b0\u5de5\u4f5c\uff0c\u63d0\u5347\u591a\u6a21\u6001\u5927\u6a21\u578b\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90ed\u5c1a\u4f1f\uff0c\u91cd\u5e86\u5927\u5b66\u526f\u6559\u6388\uff0c\u5148\u540e\u5728\u9999\u6e2f\u6d78\u4f1a\u5927\u5b66\u548c\u65b0\u52a0\u5761\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u4ece\u4e8b\u7814\u7a76\u5de5\u4f5c\u3002\u4e3b\u8981\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u76f8\u5173\u7814\u7a76\u3002\u5728TPAMI\u3001TIFS\u548cICML\u3001CVPR\u3001ICLR\u3001AsiaCCS\u3001Euro S&amp;P\u7b49\u56fd\u9645\u9ad8\u6c34\u5e73\u671f\u520a\u548c\u4f1a\u8bae\u53d1\u8868\u8bba\u658760\u4f59\u7bc7\uff1b\u62c5\u4efbMUST2023 Program Co-Chiar\u548c\u591a\u4e2a\u671f\u520a\u5ba2\u5ea7\u7f16\u8f91\u3002\u4e3b\u6301\u5305\u62ec\u56fd\u5bb6\u91cd\u70b9\u7814\u53d1\u9879\u76ee\u5b50\u8bfe\u9898\u3001\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u91cd\u70b9\u9879\u76ee\u8bfe\u9898\u3001\u9762\u4e0a\u3001\u9752\u5e74\u9879\u76ee\u7b49\u591a\u4e2a\u56fd\u5bb6\u7ea7\u548c\u7701\u90e8\u7ea7\u7eb5\u5411\u9879\u76ee\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u5fae\u4fe1\u56fe\u7247_20250806114754.png\" alt=\"\" class=\"wp-image-6719\" width=\"110\" height=\"157\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5fae\u4fe1\u56fe\u7247_20250806114754.png 273w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5fae\u4fe1\u56fe\u7247_20250806114754-211x300.png 211w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5fae\u4fe1\u56fe\u7247_20250806114754-105x150.png 105w\" sizes=\"auto, (max-width: 110px) 100vw, 110px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u4e3b\u6301\u4eba &nbsp;<\/strong><strong>\u5f20\u6e90 &nbsp;\u590d\u65e6\u5927\u5b66\u6559\u6388<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f20\u6e90\uff0c\u590d\u65e6\u5927\u5b66\u6559\u6388\uff0c\u590d\u65e6\u767d\u6cfd\u6218\u961f\u6307\u5bfc\u6559\u5e08\uff0c\u4e3b\u8981\u7814\u7a76\u8f6f\u4ef6\u5b89\u5168\u3001\u7a0b\u5e8f\u5206\u6790\u3001\u5b89\u5168\u653b\u9632\u6280\u672f\u3002\u7814\u7a76\u5de5\u4f5c\u83b7\u5f97ACM CCS 2020\u6770\u51fa\u8bba\u6587\u5956\u63d0\u540d\u3001USENIX Security 2022\u6770\u51fa\u8bba\u6587\u5956\u3001ACM SIGSOFT 2024\u6770\u51fa\u8bba\u6587\u5956\u3002\u90e8\u5206\u7814\u7a76\u6210\u679c\u5e94\u7528\u4e8e\u534e\u4e3a\u3001\u963f\u91cc\u3001\u4e2d\u56fd\u7535\u4fe1\u3001OPPO\u3001vivo\u7b49\u516c\u53f8\uff0c\u83b7\u534e\u4e3a\u4f18\u79c0\u6280\u672f\u6210\u679c\u5956\u3001OPPO\u4ea7\u5b66\u7814\u4f18\u79c0\u5408\u4f5c\u4f19\u4f34\u5956\u3001vivo\u6700\u4f73\u5b89\u5168\u6280\u672f\u5408\u4f5c\u4f19\u4f34\u5956\u3002\u5e26\u9886\u590d\u65e6\u767d\u6cfd\u6218\u961f\u83b7\u5f97\u56fd\u5185\u5916\u9876\u5c16\u5b89\u5168\u653b\u9632\u8d5b\u4e8b20\u4f59\u6b21\u51a0\u519b\uff0c\u53d1\u73b0\u7684\u591a\u4e2a\u8f6f\u786c\u4ef6\u9ad8\u5371\u6f0f\u6d1e\u5f97\u5230\u534e\u4e3a\u3001\u817e\u8baf\u3001\u8682\u8681\u91d1\u670d\u3001\u767e\u5ea6\u3001\u8c37\u6b4c\u7b49\u516c\u53f8\u81f4\u8c22\uff0c\u83b72021\u5e74\u56fd\u5bb6\u4fe1\u606f\u5b89\u5168\u6f0f\u6d1e\u5e93\u6700\u5177\u4ef7\u503c\u6f0f\u6d1e\u5956\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u5434\u660a.png\" alt=\"\" class=\"wp-image-6732\" width=\"113\" height=\"162\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5434\u660a.png 413w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5434\u660a-211x300.png 211w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u5434\u660a-105x150.png 105w\" sizes=\"auto, (max-width: 113px) 100vw, 113px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u5434\u660a \u5357\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u3001\u535a\u5bfc<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u5927\u6a21\u578b\u7684&#8221;\u89c6\u754c\u8ff7\u5bab&#8221;\uff1a\u6f0f\u6d1e\u68c0\u6d4b\u4e2d\u7684\u6ce8\u610f\u529b\u673a\u5236\u535a\u5f08<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u5728\u8f6f\u4ef6\u4ee3\u7801\u5206\u6790\u4e0e\u6f0f\u6d1e\u68c0\u6d4b\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u57fa\u4e8e\u5176\u5f3a\u5927\u7684\u8bed\u4e49\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u7684\u81ea\u52a8\u5316\u5b89\u5168\u68c0\u6d4b\u6280\u672f\u9010\u6e10\u6210\u4e3a\u5b66\u672f\u754c\u4e0e\u5de5\u4e1a\u754c\u7684\u7814\u7a76\u70ed\u70b9\u3002\u7136\u800c\uff0c\u5c3d\u7ba1LLMs\u8868\u73b0\u51fa\u663e\u8457\u6f5c\u529b\uff0c\u5176\u5728\u5b9e\u9645\u6f0f\u6d1e\u68c0\u6d4b\u4efb\u52a1\u4e2d\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff0c\u5c24\u4ee5\u6ce8\u610f\u529b\u673a\u5236\u6613\u53d7\u64cd\u7eb5\uff0c\u5bfc\u81f4\u68c0\u6d4b\u7ed3\u679c\u504f\u5dee\u6216\u8bef\u5224\u4e3a\u751a\u3002\u62a5\u544a\u5c06\u805a\u7126\u5927\u6a21\u578b\u5728\u6f0f\u6d1e\u68c0\u6d4b\u8fc7\u7a0b\u4e2d\u66b4\u9732\u51fa\u7684\u56db\u7c7b\u5178\u578b\u6ce8\u610f\u529b\u673a\u5236\u95ee\u9898\uff0c\u5206\u522b\u4e3a\uff1a\uff081\uff09\u56e0\u4e0a\u4e0b\u6587\u4fe1\u606f\u7f3a\u5931\u5f15\u53d1\u7684\u6f0f\u6d1e\u8bc6\u522b\u8bef\u5224\u4e0e\u6f0f\u62a5\uff1b\uff082\uff09\u63a8\u7406\u8fc7\u7a0b\u4e2d\u56e0\u6a21\u578b\u590d\u5236\u6076\u610f\u4ee3\u7801\u7247\u6bb5\u800c\u4ea7\u751f\u7684\u63a8\u7406\u9519\u8bef\uff1b\uff083\uff09\u901a\u8fc7\u8bf1\u5bfc\u673a\u5236\u8f6c\u79fb\u6a21\u578b\u6ce8\u610f\u529b\u3001\u63a9\u76d6\u771f\u5b9e\u6f0f\u6d1e\u7684\u653b\u51fb\u7b56\u7565\uff1b\uff084\uff09\u7ec6\u7c92\u5ea6\u5173\u6ce8\u673a\u5236\u7f3a\u5931\u5bfc\u81f4\u7684\u6f0f\u6d1e\u5b9a\u4f4d\u7cbe\u5ea6\u4e0d\u8db3\u3002\u901a\u8fc7\u7cfb\u7edf\u5316\u5206\u6790\u4e0e\u5b9e\u8bc1\u7814\u7a76\uff0c\u63ed\u793a\u5f53\u524d\u57fa\u4e8eLLM\u7684\u4ee3\u7801\u5b89\u5168\u68c0\u6d4b\u7684\u5c40\u9650\u6027\u53ca\u6f5c\u5728\u98ce\u9669\uff0c\u8fdb\u800c\u63d0\u51fa\u589e\u5f3a\u4e0a\u4e0b\u6587\u611f\u77e5\u3001\u63d0\u5347\u6ce8\u610f\u529b\u5206\u5e03\u7a33\u5b9a\u6027\u53ca\u7ec6\u7c92\u5ea6\u6f0f\u6d1e\u5b9a\u4f4d\u80fd\u529b\u7684\u6280\u672f\u8def\u5f84\u3002\u7814\u7a76\u6210\u679c\u65e8\u5728\u4e3a\u6784\u5efa\u9ad8\u6548\u3001\u53ef\u4fe1\u7684\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u81ea\u52a8\u5316\u4ee3\u7801\u5ba1\u8ba1\u5de5\u5177\u63d0\u4f9b\u7406\u8bba\u652f\u6301\u4e0e\u5b9e\u8df5\u6307\u5bfc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5434\u660a\uff0c\u5357\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u3001\u535a\u5bfc\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u5b89\u5168\u53ef\u4fe1\u7684\u667a\u80fd\u8ba1\u7b97\u3002\u5206\u522b\u4e8e2016\u5e74\u548c2021\u5e74\u5728\u5357\u4eac\u5927\u5b66\u83b7\u5f97\u5b66\u58eb\u548c\u535a\u58eb\u5b66\u4f4d\uff0c\u83b7\u5f97\u4e2d\u56fd\u4e2d\u6587\u4fe1\u606f\u5b66\u4f1a\uff08\u56fd\u5bb6\u4e00\u7ea7\u5b66\u4f1a\uff09\u4f18\u535a\u3001\u6c5f\u82cf\u7701\u8ba1\u7b97\u673a\u5b66\u4f1a\u4f18\u535a\u3001ACM SIGBED\u4e2d\u56fd\u4f18\u535a\u7b49\u5956\u52b1\uff0c\u5165\u9009\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u201c\u94f8\u661f\u8ba1\u5212\u5b66\u8005\u201d\uff1b\u5728IEEE S&amp;P\u3001MobiCom\u3001TIFS\u3001TMC\u7b49\u56fd\u5185\u5916\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u8bba\u658720\u4f59\u7bc7\uff1b\u4e3b\u6301\u6216\u6838\u5fc3\u53c2\u4e0e\u56fd\u81ea\u7136\u9752\u5e74\u57fa\u91d1\u3001\u91cd\u70b9\u57fa\u91d1\u3001\u91cd\u70b9\u7814\u53d1\u5b50\u8bfe\u9898\u7b49\u9879\u76ee10\u4f59\u9879\uff1b\u4e3b\u5bfc\u548c\u53c2\u4e0e\u5236\u5b9a3\u9879\u56fd\u5bb6\u6807\u51c6\u548c2\u9879\u56e2\u4f53\u6807\u51c6\uff1b\u90e8\u5206\u6210\u679c\u5728\u534e\u4e3a\u3001\u7f8e\u56e2\u3001\u56fd\u5bb6\u7535\u7f51\u7b49\u77e5\u540d\u4f01\u4e1a\u843d\u5730\u8f6c\u5316\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u6768\u5b50\u797a.png\" alt=\"\" class=\"wp-image-6733\" width=\"140\" height=\"147\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u6768\u5b50\u797a.png 351w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u6768\u5b50\u797a-286x300.png 286w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u6768\u5b50\u797a-143x150.png 143w\" sizes=\"auto, (max-width: 140px) 100vw, 140px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u6768\u5b50\u797a &nbsp;\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u3001\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u9762\u5411\u5927\u6a21\u578b\u7684\u6570\u636e\u9690\u79c1\u63a8\u65ad\u653b\u51fb\u4e0e\u9632\u5fa1\u6280\u672f\u7814\u7a76<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u5927\u6a21\u578b\u4e3a\u4ee3\u8868\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5728\u8fd1\u5e74\u6765\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6838\u5fc3\u6280\u672f\uff0c\u63a8\u52a8\u4e86\u65b0\u4e00\u8f6e\u7684\u6280\u672f\u9769\u547d\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u53d1\u5c55\u6307\u660e\u4e86\u65b9\u5411\u3002\u76ee\u524d\uff0c\u5927\u6a21\u578b\u6280\u672f\u5df2\u5728\u591a\u4e2a\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u52a8\u5185\u5bb9\u751f\u6210\u3002\u7136\u800c\uff0c\u968f\u7740\u5927\u6a21\u578b\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u6570\u636e\u9690\u79c1\u5b89\u5168\u95ee\u9898\u65e5\u76ca\u51f8\u663e\u3002\u672c\u62a5\u544a\u91cd\u70b9\u63a2\u8ba8\u5927\u6a21\u578b\u6570\u636e\u9690\u79c1\u5b89\u5168\uff0c\u63ed\u793a\u4e86\u89c6\u89c9\u5927\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u9762\u4e34\u7684\u5c5e\u6027\u5b58\u5728\u63a8\u65ad\u653b\u51fb\u98ce\u9669\uff0c\u5e76\u63a2\u8ba8\u9488\u5bf9\u6570\u636e\u9690\u79c1\u63a8\u65ad\u7684\u9632\u5fa1\u6280\u672f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6768\u5b50\u797a\uff0c\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u3001\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458\uff0c\u535a\u58eb\u751f\u5bfc\u5e08\u3002\u5728\u4eba\u5de5\u667a\u80fd\u5bf9\u6297\u653b\u9632\u3001\u8bad\u7ec3\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u7b49\u7814\u7a76\u65b9\u5411\u4e0a\u505a\u51fa\u4e00\u7cfb\u5217\u521b\u65b0\u7814\u7a76\u5de5\u4f5c\u3002\u957f\u671f\u4ece\u4e8b\u5927\u6a21\u578b\u5b89\u5168\u8bc4\u6d4b\u3001\u5927\u6a21\u578b\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u3001\u751f\u6210\u5185\u5bb9\u6c34\u5370\u6807\u8bc6\u6eaf\u6e90\u7b49\u9886\u57df\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u5177\u6709\u4e30\u5bcc\u7684\u7406\u8bba\u57fa\u7840\u4e0e\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u4f5c\u4e3a\u533a\u5757\u94fe\u4e0e\u6570\u636e\u5b89\u5168\u5168\u56fd\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u6210\u5458\u53c2\u4e0e\u7814\u5236\u4e86\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u8bc4\u6d4b\u5e73\u53f0AIcert\u4e0e\u591a\u6a21\u6001\u5408\u6210\u5185\u5bb9\u5b89\u5168\u6807\u8bc6\u5e73\u53f0GCmark\u3002\u7814\u7a76\u6210\u679c\u4ee5\u7b2c\u4e00\u4f5c\u8005\u6216\u901a\u8baf\u4f5c\u8005\u5728\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u56db\u5927\u9876\u7ea7\u4f1a\u8bae\u4e0e\u4eba\u5de5\u667a\u80fd\u56fd\u9645\u9876\u7ea7\u4f1a\u8baeIEEE S&amp;P\u3001USENIX Security\u3001ACM CCS\u3001DAC\u3001AAAI\u3001MM\u7b49\u548c\u56fd\u9645\u9876\u7ea7\u671f\u520aTDSC\u3001TIFS\u7b49\u53d1\u8868\u8bba\u658720\u4f59\u7bc7\u3002\u957f\u671f\u62c5\u4efb\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u9886\u57df\u56db\u5927\u9876\u7ea7\u4f1a\u8baeIEEE S&amp;P \u7684\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\uff0c\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u9886\u57df\u9876\u7ea7\u671f\u520aIEEE TDSC\u3001ACM TOPS \u8bc4\u5ba1\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u9876\u7ea7\u4f1a\u8baeAAAI\u548c\u6df1\u5ea6\u5b66\u4e60\u5b89\u5168\u56fd\u9645\u4f1a\u8baeAISec\u3001DLS\u3001SatML\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u8d75\u5f6c\u5f6c.png\" alt=\"\" class=\"wp-image-6734\" width=\"110\" height=\"154\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u8d75\u5f6c\u5f6c.png 295w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u8d75\u5f6c\u5f6c-214x300.png 214w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u8d75\u5f6c\u5f6c-107x150.png 107w\" sizes=\"auto, (max-width: 110px) 100vw, 110px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u8d75\u5f6c\u5f6c &nbsp;\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u57fa\u4e8e\u4e8b\u4ef6\u7684\u56fa\u4ef6\u540e\u6a21\u7cca\u6d4b\u8bd5\u6545\u969c\u5b9a\u4f4d\u5206\u6790<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u7cca\u6d4b\u8bd5\u662f\u76ee\u524d\u53d1\u73b0\u5d4c\u5165\u5f0f\u56fa\u4ef6\u6f0f\u6d1e\u6700\u6709\u6548\u7684\u6280\u672f\u4e4b\u4e00\u3002\u7136\u800c\uff0c\u53d1\u73b0\u5d29\u6e83\u4ec5\u4ec5\u662f\u5b89\u5168\u4fdd\u969c\u7684\u7b2c\u4e00\u6b65\uff0c\u5982\u4f55\u4ece\u6d77\u91cf\u7684\u5d29\u6e83\u7528\u4f8b\u4e2d\uff0c\u5feb\u901f\u3001\u7cbe\u51c6\u5730\u5b9a\u4f4d\u5230\u5bfc\u81f4\u95ee\u9898\u7684\u6839\u56e0\u4ee3\u7801\uff0c\u5373\u201c\u6545\u969c\u5b9a\u4f4d\u201d\uff0c\u957f\u671f\u4ee5\u6765\u662f\u4e00\u4e2a\u8017\u65f6\u3001\u7e41\u7410\u4e14\u4f9d\u8d56\u4e13\u5bb6\u7ecf\u9a8c\u7684\u73af\u8282\uff0c\u5176\u81ea\u52a8\u5316\u6c34\u5e73\u548c\u6548\u7387\u5f80\u5f80\u6210\u4e3a\u56fa\u4ef6\u5b89\u5168\u4fee\u590d\u7684\u74f6\u9888\u3002\u4e0e\u901a\u7528\u8f6f\u4ef6\u4e0d\u540c\uff0c\u5d4c\u5165\u5f0f\u56fa\u4ef6\u7684\u6839\u56e0\u5206\u6790\u9762\u4e34\u7740\u72ec\u7279\u7684\u6311\u6218\uff0c\u4f8b\u5982\u7f3a\u4e4f\u8c03\u8bd5\u673a\u5236\u5bfc\u81f4\u6d77\u91cf\u8fd0\u884c\u65f6\u4fe1\u606f\u96be\u4ee5\u7b5b\u9009\u7b49\u3002\u672c\u6b21\u62a5\u544a\u5c06\u4ecb\u7ecd\u6211\u4eec\u63d0\u51fa\u7684\u81ea\u52a8\u5316\u6545\u969c\u5b9a\u4f4d\u6846\u67b6FirmRCA\uff0c\u901a\u8fc7\u5728\u5d29\u6e83\u590d\u73b0\u8fc7\u7a0b\u4e2d\u9ad8\u6548\u6355\u83b7\u5173\u952e\u7684\u5185\u5b58\u8bbf\u95ee\u548c\u6307\u4ee4\u6267\u884c\u5e8f\u5217\uff0c\u4ece\u800c\u7cbe\u786e\u91cd\u6784\u6570\u636e\u6d41\uff0c\u5e76\u7ed3\u5408\u4e00\u5957\u542f\u53d1\u5f0f\u6392\u5e8f\u7b97\u6cd5\uff0c\u4ece\u6570\u4ee5\u4e07\u8ba1\u7684\u6307\u4ee4\u4e2d\u9ad8\u4eae\u6807\u8bb0\u51fa\u4e0e\u6545\u969c\u6700\u4e3a\u76f8\u5173\u7684\u6839\u56e0\u6307\u4ee4\u3002FirmRCA\u63d0\u5347\u5d4c\u5165\u5f0f\u56fa\u4ef6\u5d29\u6e83\u7684\u5206\u6790\u6548\u7387\u548c\u51c6\u786e\u6027\uff0c\u4e3a\u6784\u5efa\u66f4\u5065\u58ee\u7684\u7269\u8054\u7f51\u8bbe\u5907\u5b89\u5168\u751f\u6001\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u51b3\u601d\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d75\u5f6c\u5f6c\uff0c\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u767e\u4eba\u8ba1\u5212\u7814\u7a76\u5458\u3001\u535a\u58eb\u751f\u5bfc\u5e08\uff0c\u83b7\u7f8e\u56fd\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u7535\u5b50\u4e0e\u8ba1\u7b97\u673a\u5de5\u7a0b\u535a\u58eb\u548c\u7855\u58eb\u5b66\u4f4d\u3001\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u58eb\u5b66\u4f4d\uff0c\u5165\u9009\u4f18\u79c0\u9752\u5e74\u79d1\u5b66\u57fa\u91d1\u9879\u76ee\uff08\u6d77\u5916\uff09\uff0c\u66fe\u83b7\u56fd\u5bb6\u4f18\u79c0\u81ea\u8d39\u7559\u5b66\u751f\u5956\u5b66\u91d1\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ec\u8f6f\u4ef6\u4e0e\u7cfb\u7edf\u5b89\u5168\u3001\u5177\u8eab\u667a\u80fd\u5b89\u5168\u3001\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u7b49\uff0c\u8fd1\u4e94\u5e74\u6765\uff0c\u5df2\u7d2f\u8ba1\u5728CCF 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class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u5b89\u5168\u4e0e\u6548\u7387\u5e76\u91cd\uff1a\u5b89\u5168\u4e24\u65b9\u8ba1\u7b97\u534f\u8bae\u7684\u8bbe\u8ba1\u4e0e\u4f18\u5316<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u7528\u5b89\u5168\u4e24\u65b9\u8ba1\u7b97\u662f\u4e00\u9879\u5bc6\u7801\u5b66\u6280\u672f\uff0c\u65e8\u5728\u4f7f\u4e24\u4e2a\u53c2\u4e0e\u65b9\u80fd\u591f\u5728\u4e0d\u6cc4\u9732\u5404\u81ea\u79c1\u6709\u8f93\u5165\u7684\u524d\u63d0\u4e0b\uff0c\u8054\u5408\u5b8c\u6210\u4efb\u610f\u51fd\u6570\u7684\u8ba1\u7b97\u3002\u5f53\u524d\u7684\u534f\u8bae\u6839\u636e\u5b89\u5168\u6027\u4e3b\u8981\u53ef\u4ee5\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a\u88ab\u52a8\u5b89\u5168\uff08\u534a\u8bda\u5b9e\uff09\u534f\u8bae\u5047\u8bbe\u53c2\u4e0e\u65b9\u4e25\u683c\u9075\u5faa\u534f\u8bae\u6267\u884c\uff0c\u4ec5\u53ef\u80fd\u901a\u8fc7\u534f\u8bae\u4ea4\u4e92\u4fe1\u606f\u5c1d\u8bd5\u63a8\u65ad\u5bf9\u65b9\u8f93\u5165\uff0c\u6b64\u7c7b\u534f\u8bae\u867d\u7136\u8ba1\u7b97\u6548\u7387\u8f83\u9ad8\uff0c\u4f46\u4e00\u65e6\u53c2\u4e0e\u65b9\u51fa\u73b0\u504f\u79bb\u534f\u8bae\u884c\u4e3a\uff0c\u5c06\u5b8c\u5168\u5931\u53bb\u5b89\u5168\u4fdd\u969c\uff1b\u4e3b\u52a8\u5b89\u5168\uff08\u6076\u610f\u5b89\u5168\uff09\u534f\u8bae\u5219\u80fd\u591f\u62b5\u5fa1\u53c2\u4e0e\u65b9\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u4efb\u610f\u504f\u79bb\u884c\u4e3a\uff0c\u786e\u4fdd\u8f93\u5165\u9690\u79c1\u548c\u8ba1\u7b97\u6b63\u786e\u6027\uff0c\u4f46\u9700\u8981\u627f\u62c5\u663e\u8457\u7684\u8ba1\u7b97\u548c\u901a\u4fe1\u5f00\u9500\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u62a5\u544a\u4eba\u8fd1\u671f\u7684\u7814\u7a76\u5c1d\u8bd5\u5728\u8fd9\u4e24\u7c7b\u65b9\u6848\u4e4b\u95f4\u5bfb\u627e\u6298\u4e2d\uff0c\u901a\u8fc7\u8bbe\u8ba1\u65b0\u7684\u534f\u8bae\u7ed3\u6784\uff0c\u5728\u5c3d\u91cf\u63a5\u8fd1\u4e3b\u52a8\u5b89\u5168\u6240\u80fd\u63d0\u4f9b\u7684\u5f3a\u5b89\u5168\u6027\u4fdd\u969c\u7684\u540c\u65f6\uff0c\u663e\u8457\u63d0\u5347\u6267\u884c\u6548\u7387\u3002\u672c\u62a5\u544a\u5c06\u4ecb\u7ecd\u76f8\u5173\u7814\u7a76\u6210\u679c\uff0c\u76f8\u5173\u8bba\u6587\u53d1\u8868\u5728ASIACRYPT\u4e0eIEEE S&amp;P\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5218\u9038\uff0c\u66a8\u5357\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u8bb2\u5e08\uff0c2023\u5e74\u83b7\u9999\u6e2f\u5927\u5b66\u535a\u58eb\u5b66\u4f4d\u3002\u7814\u7a76\u9886\u57df\u4e3a\u5bc6\u7801\u5b66\u4e0e\u4fe1\u606f\u5b89\u5168\uff0c\u4e13\u6ce8\u4e8e\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\u7b49\u5bc6\u7801\u534f\u8bae\u8bbe\u8ba1\u65b9\u5411\u3002\u7814\u7a76\u6210\u679c\u53d1\u8868\u5728IEEE S&amp;P\u3001ASIACRYPT\u3001PKC\u3001ESORICS\u3001TIFS\u7b49\u5bc6\u7801\u5b66\u4e0e\u4fe1\u606f\u5b89\u5168\u77e5\u540d\u56fd\u9645\u4f1a\u8bae\u4e0e\u671f\u520a\u4e0a\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u675c\u6797\u5eb7.png\" alt=\"\" class=\"wp-image-6736\" width=\"110\" height=\"153\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u675c\u6797\u5eb7.png 325w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u675c\u6797\u5eb7-215x300.png 215w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u675c\u6797\u5eb7-107x150.png 107w\" sizes=\"auto, (max-width: 110px) 100vw, 110px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u675c\u6797\u5eb7 &nbsp;\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u52a9\u7406\u6559\u6388\u3001\u7855\u58eb\u751f\u5bfc\u5e08<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u9762\u5411\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u4fb5\u6743\u68c0\u6d4b\u4e0e\u786e\u6743\u65b9\u6cd5\u7814\u7a76<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u673a\u5668\u5b66\u4e60\u6280\u672f\u5feb\u901f\u53d1\u5c55\u7684\u80cc\u666f\u4e0b\uff0c\u6d77\u91cf\u6570\u636e\u4f5c\u4e3a\u6a21\u578b\u8bad\u7ec3\u7684\u57fa\u7840\u8d44\u6e90\uff0c\u4e3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8d4b\u4e88\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u548c\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002\u4f8b\u5982\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u56fe\u50cf\u751f\u6210\u548c\u591a\u6a21\u6001\u4ea4\u4e92\u7b49\u9886\u57df\uff0c\u901a\u8fc7\u5bf9\u6d77\u91cf\u6570\u636e\u7684\u5b66\u4e60\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u80fd\u591f\u5b9e\u73b0\u9ad8\u8d28\u91cf\u7684\u5185\u5bb9\u751f\u6210\u548c\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u5904\u7406\uff0c\u4e3a\u667a\u80fd\u5ba2\u670d\u3001\u521b\u610f\u8bbe\u8ba1\u4ee5\u53ca\u77e5\u8bc6\u7ba1\u7406\u7b49\u65b9\u9762\u63d0\u4f9b\u4e86\u7684\u6280\u672f\u652f\u6491\u3002\u7136\u800c\uff0c\u4f9d\u8d56\u4e8e\u6d77\u91cf\u6570\u636e\u7684\u8bad\u7ec3\u6a21\u5f0f\uff0c\u4f7f\u5f97\u673a\u5668\u5b66\u4e60\u6a21\u578b\u9762\u4e34\u65e5\u76ca\u7a81\u51fa\u7684\u7248\u6743\u4fdd\u62a4\u95ee\u9898\u3002\u672a\u7ecf\u6388\u6743\u4f7f\u7528\u53d7\u7248\u6743\u4fdd\u62a4\u7684\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff0c\u53ef\u80fd\u4fb5\u72af\u539f\u4f5c\u8005\u7684\u5408\u6cd5\u6743\u76ca\uff0c\u8fdb\u800c\u5f15\u53d1\u7ecf\u6d4e\u635f\u5931\u548c\u6cd5\u5f8b\u7ea0\u7eb7\u3002\u5728\u672c\u6b21\u62a5\u544a\u4e2d\uff0c\u6211\u5c06\u4ecb\u7ecd\u8bad\u7ec3\u6570\u636e\u4fb5\u6743\u68c0\u6d4b\u548c\u786e\u6743\u7684\u7814\u7a76\u80cc\u666f\u3001\u95ee\u9898\u5b9a\u4e49\u4ee5\u53ca\u73b0\u6709\u65b9\u6cd5\uff0c\u5e76\u5206\u4eab\u6211\u4eec\u5728\u6269\u6563\u6a21\u578b\u548c\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u7684\u7814\u7a76\u6210\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u675c\u6797\u5eb7\uff0c\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u52a9\u7406\u6559\u6388\uff0c\u7855\u58eb\u751f\u5bfc\u5e08\uff0c\u5165\u9009\u897f\u5b89\u4ea4\u901a\u5927\u5b66\u201c\u4f18\u79c0\u9752\u5e74\u4eba\u624d\u8ba1\u5212\u201dA\u7c7b\uff0c\u535a\u58eb\u540e\u521b\u65b0\u4eba\u624d\u652f\u6301\u8ba1\u5212\u3002\u57282018\u5e74\u30012023\u5e74\u83b7\u6d59\u6c5f\u5927\u5b66\u5b66\u58eb\u3001\u535a\u58eb\u5b66\u4f4d\uff0c\u5e76\u5728\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\u671f\u95f4\u53d7\u56fd\u5bb6\u7559\u5b66\u57fa\u91d1\u59d4\u7684\u8d44\u52a9\u524d\u5f80\u5fb7\u56fd\u4ea5\u59c6\u970d\u5179\u4fe1\u606f\u5b89\u5168\u4e2d\u5fc3\uff08CISPA\uff09Michael Backes\u4e3b\u4efb\u8bfe\u9898\u7ec4\u5b66\u672f\u8bbf\u95ee\u4e00\u5e74\u3002\u4e3b\u6301\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9752\u5e74\u79d1\u5b66\u57fa\u91d1\u9879\u76ee\u3001\u4e2d\u56fd\u535a\u58eb\u540e\u79d1\u5b66\u57fa\u91d1\u9762\u4e0a\u8d44\u52a9\u9879\u76ee\uff0c\u53c2\u4e0e\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u91cd\u70b9\u9879\u76ee\u3001\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u56fd\u9645\u5408\u4f5c\u4e0e\u4ea4\u6d41\u7814\u7a76\u9879\u76ee\u3001\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9762\u4e0a\u9879\u76ee\u7b49\u591a\u4e2a\u56fd\u5bb6\u7ea7\u79d1\u7814\u9879\u76ee\u3002\u76ee\u524d\u5df2\u53d1\u8868\u591a\u7bc7\u7f51\u7edc\u4e0e\u4fe1\u606f\u5b89\u5168\u9876\u7ea7\u4f1a\u8bae\u8bba\u6587\uff0c\u56fd\u5bb6\u53d1\u660e\u4e13\u5229\u6388\u67434\u9879\uff0c\u53d7\u74066\u9879\uff0c\u5e76\u62c5\u4efbIEEE TIFS\u3001IEEE TDSC\u7b49\u591a\u4e2a\u56fd\u9645\u671f\u520a\/\u4f1a\u8bae\u5ba1\u7a3f\u4eba\u3002\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u3001\u6570\u636e\u6eaf\u6e90\u4e0e\u786e\u6743\uff08\u9762\u5411\u591a\u6a21\u6001\u5927\u6a21\u578b\u5e94\u7528\u573a\u666f\uff09\u3001\u673a\u5668\u5b66\u4e60\u5b89\u5168\u4e0e\u9690\u79c1\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inforsec.org\/wp\/wp-content\/uploads\/2025\/08\/\u9f50\u57f9\u8d35.png\" alt=\"\" class=\"wp-image-6737\" width=\"104\" height=\"139\" srcset=\"http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9f50\u57f9\u8d35.png 381w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9f50\u57f9\u8d35-225x300.png 225w, http:\/\/202.112.238.40\/wp\/wp-content\/uploads\/2025\/08\/\u9f50\u57f9\u8d35-113x150.png 113w\" sizes=\"auto, (max-width: 104px) 100vw, 104px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>\u9f50\u57f9\u8d35 &nbsp;\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u5728\u8bfb\u535a\u58eb<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u62a5\u544a\u4e3b\u9898\uff1a\u5927\u6a21\u578b\u5185\u5bb9\u5b89\u5168\uff1a\u4ece\u6587\u672c\u5230\u591a\u6a21\u6001\u7684\u68c0\u6d4b\u4e0e\u9632\u5fa1\u4f53\u7cfb<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5bb9\u6458\u8981\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u3001\u6587\u751f\u56fe\u548c\u6587\u751f\u89c6\u9891\u5927\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u8fd9\u4e9b\u6280\u672f\u5728\u521b\u9020\u4ef7\u503c\u7684\u540c\u65f6\u4e5f\u5e26\u6765\u4e86\u5185\u5bb9\u5b89\u5168\u6311\u6218\u3002\u672c\u62a5\u544a\u805a\u7126\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u5b89\u5168\u9886\u57df\u7684\u524d\u6cbf\u7814\u7a76\uff0c\u7cfb\u7edf\u6027\u5730\u4ecb\u7ecd\u4e86\u4ece\u6587\u672c\u5230\u591a\u6a21\u6001\u7684\u4e0d\u5b89\u5168\u5185\u5bb9\u68c0\u6d4b\u4e0e\u9632\u5fa1\u4f53\u7cfb\u3002\u5728\u8bed\u8a00\u6a21\u578b\u65b9\u9762\uff0c\u6211\u4eec\u805a\u7126\u4e8e\u6709\u5bb3\u6587\u672c\u751f\u6210\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u521b\u65b0\u7684\u8bc4\u4f30\u548c\u7f13\u89e3\u6846\u67b6\uff0c\u81f4\u529b\u4e8e\u6784\u5efa\u66f4\u52a0\u5b89\u5168\u53ef\u9760\u7684\u8bed\u8a00\u6a21\u578b\u751f\u6001\uff1b\u5bf9\u4e8e\u56fe\u50cf\u751f\u6210\uff0c\u6211\u4eec\u6df1\u5165\u7814\u7a76\u4e86\u5bf9\u6297\u653b\u51fb\u4e0b\u7684\u5b89\u5168\u9632\u62a4\u673a\u5236\uff0c\u8bbe\u8ba1\u4e86\u517c\u987e\u751f\u6210\u8d28\u91cf\u4e0e\u9632\u5fa1\u80fd\u529b\u7684\u89e3\u51b3\u65b9\u6848\uff1b\u5728\u89c6\u9891\u751f\u6210\u9886\u57df\uff0c\u6211\u4eec\u63a2\u7d22\u4e86\u57fa\u4e8e\u5185\u5bb9\u7406\u89e3\u7684\u5b89\u5168\u63a7\u5236\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u5bf9\u751f\u6210\u8fc7\u7a0b\u7684\u667a\u80fd\u8c03\u63a7\u4e0e\u98ce\u9669\u7ba1\u7406\u3002\u8fd9\u4e9b\u7814\u7a76\u5728\u4e0d\u540c\u6a21\u6001\u4e2d\u5c55\u73b0\u4e86\u6280\u672f\u521b\u65b0\u4e0e\u5b9e\u7528\u4ef7\u503c\u7684\u7ed3\u5408\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u3001\u4ece\u6587\u672c\u5230\u591a\u6a21\u6001\u7684\u5927\u6a21\u578b\u5b89\u5168\u9632\u62a4\u4f53\u7cfb\u3002\u6211\u4eec\u7684\u5de5\u4f5c\u4e0d\u4ec5\u63ed\u793a\u4e86\u5927\u6a21\u578b\u5b89\u5168\u7684\u5185\u5728\u673a\u5236\uff0c\u4e5f\u4e3aAI\u6280\u672f\u7684\u8d1f\u8d23\u4efb\u53d1\u5c55\u548c\u5b89\u5168\u90e8\u7f72\u63d0\u4f9b\u4e86\u5207\u5b9e\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5bf9\u4fc3\u8fdb\u4eba\u5de5\u667a\u80fd\u7684\u5065\u5eb7\u53d1\u5c55\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5609\u5bbe\u7b80\u4ecb\uff1a<\/strong><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9f50\u57f9\u8d35\uff0c\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u5728\u8bfb\u535a\u58eb\u3002\u7814\u7a76\u65b9\u5411\u5305\u62ecAIGC\u7684\u5185\u5bb9\u68c0\u6d4b\u4e0e\u5b89\u5168\u9632\u62a4\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5b89\u5168\u7b49\u3002\u7814\u7a76\u6210\u679c\u53d1\u8868\u4e8eACM CCS 2024\u3001ACM CCS 2025\u7b49\u56fd\u9645\u4f1a\u8bae\u3002\u66fe\u83b7\u5f97\u7b2c31\u5c4aACM CCS Distinguished Artifact Award\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u6b21\u6d3b\u52a8\u7ec4\u7ec7\u59d4\u5458\u4f1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8054\u5408\u4e3b\u5e2d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u674e &nbsp; \u6656&nbsp; &nbsp;&nbsp;\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6768 &nbsp; \u73c9 &nbsp; &nbsp;\u590d\u65e6\u5927\u5b66 &nbsp; &nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bb5\u6d77\u65b0&nbsp; &nbsp;&nbsp;\u6e05\u534e\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bba\u575b\u6267\u884c\u59d4\u5458<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5218\u4fdd\u541b &nbsp; &nbsp;\u6e05\u534e\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f20 &nbsp; \u6e90&nbsp; &nbsp;&nbsp;\u590d\u65e6\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d3e\u76f8\u5803&nbsp; &nbsp;&nbsp;\u4e2d\u56fd\u79d1\u5b66\u9662\u8f6f\u4ef6\u6240<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u738b &nbsp; \u5586&nbsp; &nbsp;&nbsp;\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6240<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u6b21\u6d3b\u52a8\u6307\u5bfc\u59d4\u5458\u4f1a\uff08\u62fc\u97f3\u987a\u5e8f\uff09<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a0b &nbsp; \u5149 &nbsp; &nbsp;\u4e1c\u5357\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u90ed\u5c71\u6e05 &nbsp; &nbsp;\u5c71\u4e1c\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7eaa\u5b88\u9886 &nbsp; &nbsp;\u6d59\u6c5f\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u82cf &nbsp; \u6d32 &nbsp; &nbsp;\u897f\u5b89\u4ea4\u901a\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e07 &nbsp; \u6d9b &nbsp; &nbsp;\u52a0\u62ff\u5927\u5361\u5c14\u987f\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u738b &nbsp; \u4f1f &nbsp; &nbsp;\u897f\u5b89\u4ea4\u901a\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u97e6 &nbsp; \u97ec &nbsp; &nbsp;\u8682\u8681\u96c6\u56e2<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f20 &nbsp; \u8d85 &nbsp; &nbsp;\u6e05\u534e\u5927\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f20\u536b\u660e &nbsp; &nbsp;\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f1a\u8bae\u65f6\u95f4 2025\u5e748\u67086\uff5e7\u65e5 \u4f1a\u8bae\u5730\u70b9 \u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\uff08\u5357\u533a\uff09\u7f51\u5b89\u5927\u697cB101\u62a5\u544a\u5385 \u4e3b\u529e\u5355\u4f4d&#8230; <a class=\"continue-reading-link\" href=\"http:\/\/202.112.238.40\/wp\/?p=6713\"> Continue reading <span class=\"meta-nav\">&rarr; <\/span><\/a><\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-6713","post","type-post","status-publish","format-standard","hentry","category-research"],"_links":{"self":[{"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=\/wp\/v2\/posts\/6713","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6713"}],"version-history":[{"count":4,"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=\/wp\/v2\/posts\/6713\/revisions"}],"predecessor-version":[{"id":6738,"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=\/wp\/v2\/posts\/6713\/revisions\/6738"}],"wp:attachment":[{"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6713"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6713"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/202.112.238.40\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6713"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}