{"id":3636,"date":"2023-08-03T04:47:00","date_gmt":"2023-08-02T19:47:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3636"},"modified":"2023-08-03T04:47:00","modified_gmt":"2023-08-02T19:47:00","slug":"generating-adversarial-examples-robust-to-round-trip-translation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3636","title":{"rendered":"Generating Adversarial Examples Robust to Round-Trip Translation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Lost In Translation: Generating Adversarial Examples Robust to Round-Trip Translation\u00a0<\/strong>[66.3]<br>\u672c\u7814\u7a76\u306f, \u30e9\u30a6\u30f3\u30c9\u30c8\u30ea\u30c3\u30d7\u7ffb\u8a33\u306b\u304a\u3051\u308b\u73fe\u5728\u306e\u30c6\u30ad\u30b9\u30c8\u5bfe\u9006\u653b\u6483\u306e\u5805\u7262\u6027\u306b\u95a2\u3059\u308b\u5305\u62ec\u7684\u7814\u7a76\u3067\u3042\u308b\u3002 \u7b46\u8005\u3089\u306f,\u73fe\u5728\u6700\u5148\u7aef\u306e\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e6\u3064\u306e\u6575\u653b\u6483\u304c,\u30e9\u30a6\u30f3\u30c9\u30c8\u30ea\u30c3\u30d7\u7ffb\u8a33\u5f8c\u306e\u6709\u52b9\u6027\u3092\u7dad\u6301\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u305f\u3002 \u672c\u7a3f\u3067\u306f,\u6a5f\u68b0\u7ffb\u8a33\u3092\u9006\u4f8b\u751f\u6210\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u306b\u3088\u308a,\u3053\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u4ecb\u5165\u306b\u57fa\u3065\u304f\u89e3\u6c7a\u7b56\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2307.12520v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2307.12520v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 24 Jul 2023 04:29:43 GMT)<\/li>\n\n\n\n<li>\u591a\u304f\u306eadversarial attacks\u00a0\u624b\u6cd5\u304c\u6a5f\u68b0\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u3092\u7528\u3044\u305f\u30e9\u30a6\u30f3\u30c9\u30c8\u30ea\u30c3\u30d7\u7ffb\u8a33\uff08\u65e5\u2192\u82f1\u2192\u65e5\u306e\u3088\u3046\u306b\u3042\u308b\u8a00\u8a9e\u3092\u4ecb\u3057\u3066\u5143\u306e\u8a00\u8a9e\u306b\u623b\u3059\u7ffb\u8a33\uff09\u4e0b\u3067\u6709\u52b9\u6027\u304c\u6e1b\u3058\u308b\u305f\u3081\u3001\u305d\u308c\u3092\u4e57\u308a\u8d8a\u3048\u308b\u624b\u6cd5\u3092\u63d0\u6848\u3057\u305f\u3068\u306e\u5831\u544a\u3002<\/li>\n\n\n\n<li>\u300cWe demonstrate that round trip translation can be used as a cheap and effective defence against current textual adversarial attacks.\u300d\u3068\u3044\u3046\u306e\u306f\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u3044\u308b\u5074\u3068\u3057\u3066\u306f\u9762\u767d\u3044\u8a71\u3060\u304c\u3001\u300cwe find that round-trip translation defensive capabilities can be bypassed by our proposed attack-agnostic algorithm\u300d\u3068\u3044\u3046\u306e\u306b\u3044\u305f\u3061\u3054\u3063\u3053\u3055\u611f\u3058\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/neelbhandari6\/NMT_Text_Attack\">GitHub &#8211; neelbhandari6\/NMT_Text_Attack: This repository is the implementation of the paper &#8216;Lost In Translation&#8217;.<\/a><\/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":[11,108,505],"class_list":["post-3636","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-adversarial-attack","tag-defense","tag-505"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3636","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=3636"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3636\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3636"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3636"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}