{"id":3496,"date":"2023-07-04T05:57:00","date_gmt":"2023-07-03T20:57:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3496"},"modified":"2023-07-04T05:57:00","modified_gmt":"2023-07-03T20:57:00","slug":"you-dont-need-robust-machine-learning-to-manage-adversarial-attack-risks","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3496","title":{"rendered":"You Don&#8217;t Need Robust Machine Learning to Manage Adversarial Attack Risks"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>You Don&#8217;t Need Robust Machine Learning to Manage Adversarial Attack Risks\u00a0<\/strong>[31.1]<br>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4e0d\u898f\u5247\u306a\u4e88\u6e2c\u306b\u5909\u63db\u3059\u308b\u80fd\u529b\u306f\u9a5a\u304f\u3079\u304d\u3082\u306e\u3060\u3002 \u73fe\u884c\u306e\u7de9\u548c\u306b\u306f\u9ad8\u3044\u30b3\u30b9\u30c8\u304c\u4f34\u3044\u3001\u540c\u6642\u306b\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u3002 \u3053\u308c\u306f\u3001\u5b9f\u969b\u306b\u3053\u308c\u3089\u306e\u653b\u6483\u3092\u7de9\u548c\u3059\u308b\u65b9\u6cd5\u3001\u904b\u7528\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u30ea\u30b9\u30af\u3001\u305d\u3057\u3066\u305d\u308c\u3089\u306e\u30ea\u30b9\u30af\u3092\u3069\u306e\u3088\u3046\u306b\u7ba1\u7406\u3059\u308b\u304b\u3001\u3068\u3044\u3046\u8996\u70b9\u3067\u884c\u308f\u308c\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2306.09951v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2306.09951v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 16 Jun 2023 16:32:27 GMT)<\/li>\n\n\n\n<li>\u885d\u6483\u7684\u306a\u30bf\u30a4\u30c8\u30eb\u3060\u304c\u3001\u300cOur work elucidates that not all situations require robust machine learning to defend against adversarial attacks, and that a larger risk assessment should be performed.\u300d\u300cIn real-life deployments, the cost of adding robustness may exceed its benefits.\u300d\u3068\u306e\u3053\u3068\u3067\u7d50\u8ad6\u306f\u7d0d\u5f97\u306e\u3044\u304f\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u4e0d\u5fc5\u8981\u306b\u9811\u5f35\u308b\u5fc5\u8981\u306f\u306a\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":[344,622],"class_list":["post-3496","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-robustness","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3496","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=3496"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3496\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3496"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3496"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3496"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}