{"id":6546,"date":"2025-04-17T05:02:00","date_gmt":"2025-04-16T20:02:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6546"},"modified":"2025-04-17T05:02:00","modified_gmt":"2025-04-16T20:02:00","slug":"a-survey-on-unlearnable-data","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6546","title":{"rendered":"A Survey on Unlearnable Data\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey on Unlearnable Data\u00a0<\/strong>[27.3]<br>Unlearnable Data(ULD)\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u3076\u306e\u3092\u9632\u3050\u9769\u65b0\u7684\u306a\u9632\u5fa1\u6280\u8853\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002 \u6211\u3005\u306f\u3001\u7570\u306a\u308bUDL\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6bd4\u8f03\u3057\u3001\u6bd4\u8f03\u3057\u3001\u305d\u306e\u5f37\u307f\u3001\u5236\u9650\u3001\u304a\u3088\u3073\u975e\u5b66\u7fd2\u6027\u3001\u4e0d\u53d7\u5bb9\u6027\u3001\u52b9\u7387\u3001\u5805\u7262\u6027\u306b\u95a2\u9023\u3059\u308b\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u5206\u6790\u3057\u307e\u3059\u3002 \u672c\u7a3f\u3067\u306f, \u30e2\u30c7\u30eb\u52a3\u5316\u306b\u4f34\u3046\u6442\u52d5\u4e0d\u611f\u306e\u30d0\u30e9\u30f3\u30b9\u3084, ULD\u751f\u6210\u306e\u8a08\u7b97\u8907\u96d1\u6027\u306a\u3069, \u91cd\u8981\u306a\u8ab2\u984c\u306b\u3064\u3044\u3066\u8ad6\u3058\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.23536v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.23536v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 30 Mar 2025 17:41:30 GMT)<\/li>\n\n\n\n<li>\u300cUnlearnable Data (ULD) refers to a category of data that has been deliberately modified through subtle perturbations, preventing models from effectively learning useful representations during training while maintaining perceptual quality for human observers.\u300d\u306e\u30b5\u30fc\u30d9\u30a4\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":[387,425],"class_list":["post-6546","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey","tag-unlearnable-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6546","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=6546"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6546\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6546"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6546"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6546"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}