{"id":628,"date":"2021-09-09T05:00:00","date_gmt":"2021-09-08T20:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=628"},"modified":"2021-09-09T05:00:00","modified_gmt":"2021-09-08T20:00:00","slug":"cx-tomcounterfactual-explanations-with-theory-of-mind","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=628","title":{"rendered":"CX-ToM(Counterfactual eXplanations with Theory-of Mind): \u53cd\u5fa9\u7684\u306aXAI"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>CX-ToM: Counterfactual Explanations with Theory-of-Mind for Enhancing Human Trust in Image Recognition Models\u00a0<\/strong>[84.3]<br>\u6211\u3005\u306f\u3001\u6df1\u5c64\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(CNN)\u306b\u3088\u308b\u6c7a\u5b9a\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306e\u3001\u65b0\u3057\u3044\u8aac\u660e\u53ef\u80fd\u306aAI(XAI)\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u5358\u767a\u5fdc\u7b54\u3068\u3057\u3066\u8aac\u660e\u3092\u751f\u6210\u3059\u308bXAI\u306e\u73fe\u5728\u306e\u624b\u6cd5\u3068\u306f\u5bfe\u7167\u7684\u306b,\u6211\u3005\u306f\u53cd\u5fa9\u7684\u306a\u901a\u4fe1\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\u8aac\u660e\u3092\u884c\u3046\u3002 \u672c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f,\u6a5f\u68b0\u306e\u5fc3\u3068\u4eba\u9593\u306e\u5fc3\u306e\u76f8\u9055\u3092\u5a92\u4ecb\u3057,\u5bfe\u8a71\u306b\u304a\u3051\u308b\u8aac\u660e\u6587\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u751f\u6210\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2109.01401v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2109.01401v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/translated\/2109.01401.pdf.html\">\u53c2\u8003\u8a33\uff08\u5168\u6587\uff09<\/a>\u00a0\u00a0(Mon, 6 Sep 2021 07:00:34 GMT)<ul><li>\u5bfe\u8a71\u578b\u306eXAI\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002AI\u3068\u30e6\u30fc\u30b6\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u901a\u3057\u3066\u8aac\u660e\u3092\u884c\u3063\u3066\u3044\u304f\u3068\u306e\u3053\u3068\u3067\u3001\u300c\u2460AI\u304c\u753b\u50cf\u3092\u30b7\u30de\u30a6\u30de\u3068\u8a8d\u8b58\u300d\u300c\u2461\u30e6\u30fc\u30b6\u304c\u306a\u305c\u99ac\u3067\u306a\u3044\u304b\u8cea\u554f\u300d\u300c\u2462AI\u306f\u7e1e\u6a21\u69d8\u306e\u753b\u50cf\u3092\u8868\u793a\u3001\u30e6\u30fc\u30b6\u306e\u8a8d\u8b58\u3092\u78ba\u8a8d\u300d\u300c\u2463AI\u306f\u7e1e\u6a21\u69d8\u3092\u91cd\u8996\u3057\u3066\u3044\u308b\u3068\u56de\u7b54\u300d\u3068\u3044\u3046\u4f8b\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u305f\u3002SHAP\u3084LIME\u3088\u308a\u30e6\u30fc\u30b6\u304b\u3089\u306e\u4fe1\u983c\u6027\u5ea6\u6570\u3068\u6e80\u8db3\u5ea6\u306e\u53cc\u65b9\u3067\u512a\u308c\u3066\u3044\u305f\u3068\u306e\u3053\u3068\u3002<ul><li>\u4eba\u9593\u540c\u58eb\u3067\u3082QA\u3092\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u306e\u7406\u89e3\u3092\u6df1\u3081\u308b\u308f\u3051\u3067\u81ea\u7136\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u898b\u3048\u308b\u3002\u4e00\u65b9\u3067\u8ad6\u6587\u4e2d\u306b\u306f\u3061\u3087\u304f\u3061\u3087\u304f\u624b\u4f5c\u696d\u304c\u5165\u3063\u3066\u3044\u3066\u6c4e\u7528\u7684\u306b\u5b8c\u5168\u81ea\u52d5\u5316\u3067\u304d\u308b\u306e\u304b\u306f\u7591\u554f\u3002<\/li><\/ul><\/li><\/ul><\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>CX-ToM: Counterfactual Explanations with Theory-of-Mind for Enhancing Human Trust in Image Recognition Models\u00a0 &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=628\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;CX-ToM(Counterfactual eXplanations with Theory-of Mind): \u53cd\u5fa9\u7684\u306aXAI&#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":[452],"class_list":["post-628","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-xai"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/628","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=628"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/628\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=628"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=628"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=628"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}