{"id":8304,"date":"2026-03-20T03:45:00","date_gmt":"2026-03-19T18:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8304"},"modified":"2026-03-14T14:42:14","modified_gmt":"2026-03-14T05:42:14","slug":"beyond-explainable-ai-xai-an-overdue-paradigm-shift-and-post-xai-research-directions","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8304","title":{"rendered":"Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions\u00a0<\/strong>[95.6]<br>\u672c\u7814\u7a76\u3067\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(DNN)\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306b\u7126\u70b9\u3092\u3042\u3066\u308b\u3001\u8aac\u660e\u53ef\u80fd\u306a\u4eba\u5de5\u77e5\u80fd(XAI)\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3002 \u3088\u308a\u6df1\u3044\u6839\u672c\u539f\u56e0\u306b\u8d77\u56e0\u3059\u308b\u81f4\u547d\u7684\u306a\u75c7\u72b6(2\u3064\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u30012\u3064\u306e\u6982\u5ff5\u7684\u6df7\u4e71\u30015\u3064\u306e\u8aa4\u3063\u305f\u4eee\u5b9a)\u306b\u3064\u3044\u3066\u8ad6\u3058\u308b\u3002 XAI\u306e\u9650\u754c\u3092\u8d85\u3048\u3066\u3001\u4fe1\u983c\u6027\u3068\u8a8d\u5b9a\u3055\u308c\u305fAI\u958b\u767a\u306b\u5411\u3051\u305f4\u3064\u306e\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.24176v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.24176v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 27 Feb 2026 16:58:27 GMT)<\/li>\n\n\n\n<li>\u300cAfter nearly a decade, the legacy of the XAI program is increasingly questioned, with critics arguing that challenges have outweighed achievements. It is described as being \u201cin trouble\u201d [6], and some scholars suggest it should be \u201cstopped\u201d for high-stakes decisions [21] or has no role in the future of human-centric AI approaches [22]; others view it as myth [23] or consider it already \u201cdead\u201d [24].\u300d\u3068\u53b3\u3057\u3044\u6307\u6458\u3092\u8a8d\u8b58\u3057\u3064\u3064\u306eXAI\u306e\u73fe\u72b6\u3068\u4eca\u5f8c\u306b\u95a2\u3059\u308b\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":[387,452],"class_list":["post-8304","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-survey","tag-xai"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8304","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=8304"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8304\/revisions"}],"predecessor-version":[{"id":8305,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8304\/revisions\/8305"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8304"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8304"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8304"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}