{"id":5277,"date":"2024-08-16T05:11:00","date_gmt":"2024-08-15T20:11:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5277"},"modified":"2024-08-16T05:11:00","modified_gmt":"2024-08-15T20:11:00","slug":"downstream-transfer-attack-adversarial-attacks-on-downstream-models-with-pre-trained-vision-transformers","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5277","title":{"rendered":"Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers\u00a0<\/strong>[95.2]<br>\u672c\u7a3f\u3067\u306f\u3001\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305fViT\u30e2\u30c7\u30eb\u304b\u3089\u4e0b\u6d41\u30bf\u30b9\u30af\u3078\u306e\u3053\u306e\u3088\u3046\u306a\u9006\u306e\u8106\u5f31\u6027\u306e\u4f1d\u9054\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 DTA\u306f\u653b\u6483\u6210\u529f\u7387(ASR)\u304c90%\u3092\u8d85\u3048\u3001\u65e2\u5b58\u306e\u624b\u6cd5\u3092\u306f\u308b\u304b\u306b\u4e0a\u56de\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2408.01705v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2408.01705v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 03 Aug 2024 08:07:03 GMT)<\/li>\n\n\n\n<li>\u4e0b\u6d41\u30bf\u30b9\u30af\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3057\u305f\u653b\u6483\u624b\u6cd5\u306e\u63d0\u6848\u3002downstream transfer attacks (DTAs)\u306f\u6709\u52b9\u3068\u306e\u3053\u3068\u3002\u307e\u305f\u3001\u300cWe also found that emerging PETL methods like LoRA are more susceptible to transfer attacks crafted on the pre-trained model.\u300d\u3068\u3044\u3046\u6307\u6458\u306f\u305d\u3046\u3060\u308d\u3046\u3068\u601d\u3044\u3064\u3064\u3001\u6709\u7528\u306a\u65b9\u6cd5\u306a\u306e\u3067\u982d\u304c\u75db\u3044\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":[32,438],"class_list":["post-5277","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-attack","tag-vit"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5277","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=5277"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5277\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5277"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5277"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5277"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}