{"id":1715,"date":"2022-04-06T04:30:00","date_gmt":"2022-04-05T19:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=1715"},"modified":"2022-04-06T04:30:00","modified_gmt":"2022-04-05T19:30:00","slug":"%e3%83%96%e3%83%a9%e3%83%83%e3%82%af%e3%83%9c%e3%83%83%e3%82%af%e3%82%b9%e3%83%a2%e3%83%87%e3%83%ab%e3%81%ae%e9%a0%91%e5%81%a5%e6%80%a7%e5%90%91%e4%b8%8a","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=1715","title":{"rendered":"\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u30e2\u30c7\u30eb\u306e\u9811\u5065\u6027\u5411\u4e0a"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective\u00a0<\/strong>[74.5]<br>\u5165\u529b\u30af\u30a8\u30ea\u3068\u51fa\u529b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3060\u3051\u3067\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u30e2\u30c7\u30eb\u3092\u5805\u7262\u5316\u3059\u308b\u65b9\u6cd5? \u6211\u3005\u306f,\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u30e2\u30c7\u30eb\u306b\u9069\u7528\u53ef\u80fd\u306a\u9632\u5fa1\u64cd\u4f5c\u306e\u4e00\u822c\u7684\u306a\u6982\u5ff5\u3092\u63d0\u6848\u3057,\u4e00\u968e\u6cd5(FO)\u8a8d\u5b9a\u9632\u885b\u6280\u8853\u3067\u3042\u308b denoized smoothing (DS) \u306e\u30ec\u30f3\u30ba\u3092\u7528\u3044\u3066\u8a2d\u8a08\u3059\u308b\u3002 \u6211\u3005\u306f,Zeroth-Order AutoEncoder-based Denoised Smoothing\u304c\u65e2\u5b58\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3088\u308a\u3082\u7cbe\u5ea6,\u5805\u7262\u6027,\u30af\u30a8\u30ea\u306e\u8907\u96d1\u3055\u3092\u5411\u4e0a\u3067\u304d\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u7684\u306b\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2203.14195v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2203.14195v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 27 Mar 2022 03:23:32 GMT)<ul><li>\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u9811\u5065\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3068\u3044\u3046\u8ad6\u6587\u3002\u3068\u3066\u3082\u5b9f\u7528\u7684\u306a\u8a2d\u5b9a\u3067\u306f\u3042\u308b\u304c\u672c\u5f53\u306b\u3067\u304d\u308b\u306e\u304b\uff1f\u3068\u3044\u3046\u601d\u3044\u3082\u3042\u308b\u3002<\/li><li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/damon-demon\/black-box-defense\">GitHub &#8211; damon-demon\/Black-Box-Defense: Robustify Black-Box Models (ICLR&#8217;22 &#8211; Spotlight)<\/a><\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective\u00a0[74.5]\u5165\u529b\u30af\u30a8\u30ea\u3068\u51fa\u529b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3060\u3051\u3067\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9 &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=1715\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u30e2\u30c7\u30eb\u306e\u9811\u5065\u6027\u5411\u4e0a&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[11,108,344],"class_list":["post-1715","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-adversarial-attack","tag-defense","tag-robustness"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1715","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=1715"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1715\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1715"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1715"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1715"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}