{"id":2859,"date":"2023-02-03T05:32:00","date_gmt":"2023-02-02T20:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=2859"},"modified":"2023-02-03T05:32:00","modified_gmt":"2023-02-02T20:32:00","slug":"bdmmt-backdoor-sample-detection-for-language-models-through-model-mutation-testing","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=2859","title":{"rendered":"BDMMT: Backdoor Sample Detection for Language Models through Model Mutation Testing\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>BDMMT: Backdoor Sample Detection for Language Models through Model Mutation Testing\u00a0<\/strong>[14.9]<br>\u672c\u7a3f\u3067\u306f,\u6df1\u5c64\u30e2\u30c7\u30eb\u5909\u7570\u691c\u67fb\u306b\u57fa\u3065\u304f\u9632\u5fa1\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 \u30d0\u30c3\u30af\u30c9\u30a2\u30b5\u30f3\u30d7\u30eb\u306e\u691c\u51fa\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u5909\u7570\u691c\u67fb\u306e\u6709\u52b9\u6027\u3092\u307e\u305a\u78ba\u8a8d\u3057\u305f\u3002 \u6b21\u306b,\u5e83\u7bc4\u306b\u7814\u7a76\u3055\u308c\u305f3\u3064\u306e\u30d0\u30c3\u30af\u30c9\u30a2\u30a2\u30bf\u30c3\u30af\u30ec\u30d9\u30eb\u306b\u5bfe\u3057\u3066,\u7cfb\u7d71\u7684\u306b\u9632\u5fa1\u3092\u884c\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2301.10412v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2301.10412v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 25 Jan 2023 05:24:46 GMT)<\/li>\n\n\n\n<li>\u300cbackdoor samples are much more robust than clean samples\u300d\u3068\u3044\u3046\u4eee\u5b9a\u306b\u57fa\u3065\u304f\u30d0\u30c3\u30af\u30c9\u30a2\u691c\u51fa\u624b\u6cd5\u306e\u63d0\u6848\u3002char-level, word-level, sentence-level, style-level\u306e4\u7a2e\u985e\u306e\u653b\u6483\uff08\u73fe\u6642\u70b9\u3067\u30e1\u30b8\u30e3\u30fc\u306a\u3059\u3079\u3066\u306e\u653b\u6483\uff09\u306b\u5bfe\u5fdc\u53ef\u80fd\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u5206\u91ce\u306f\u753b\u50cf\u3067\u76db\u3093\u306a\u5370\u8c61\u304c\u3042\u3063\u305f\u304c\u3001\u6700\u8fd1\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u9818\u57df\u3067\u3082\u5e83\u304f\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\u6c17\u304c\u3059\u308b\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[44,278],"class_list":["post-2859","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-backdoor","tag-nlp"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2859","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2859"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2859\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2859"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2859"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2859"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}