{"id":4864,"date":"2025-10-23T13:18:59","date_gmt":"2025-10-23T04:18:59","guid":{"rendered":"https:\/\/ku-mfip.kijima-p.co.jp\/?p=4864"},"modified":"2025-12-12T09:09:21","modified_gmt":"2025-12-12T00:09:21","slug":"osaka-univarsity-ai%e3%83%bbdate-seminar-100th-nov21","status":"publish","type":"post","link":"https:\/\/ku-mfip.kijima-p.co.jp\/en\/post-4864\/","title":{"rendered":"Osaka Univarsity AI\u30fbDate Seminar 100th, NOV21"},"content":{"rendered":"\n<p>Title: Model-Independent Explainable AI<br>Speaker: Mr. Yuya Yoshikawa (Senior Researcher, Artificial Intelligence and Software Technology Research Center (STAIR Lab), Chiba Institute of Technology)<br>Abstract: Explainable AI (XAI) is a technology that provides human-understandable explanations for the outputs of black-box AI models. When explaining non-differentiable models or models provided as Software-as-a-Service (SaaS), it is common to use model-agnostic explanation methods that infer reasons from the model&#8217;s inputs and outputs. This presentation introduces representative model-agnostic explanation methods that are particularly suitable for XAI. We then explain a model-agnostic explanation method we researched, which enables efficient explanation generation by leveraging the nested structure of the input.<\/p>\n\n\n\n<dl class=\"swell-block-dl is-style-border\">\n<dt class=\"swell-block-dl__dt\">Date<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>21st November, 2025\uff08Fri,\uff0918:00\uff5e20:00<\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\">Venue<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>Held online<\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\"><strong>Organizer<\/strong><\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>Co-organizer (HRAM The Japan Society for Industrial and Applied Mathematics, D-DRIVE National Network)<\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\"><strong>Participation Fee<\/strong><\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>Free\uff08Advance registration required\uff09<\/p>\n\n\n\n<p><a href=\"https:\/\/www-mmds.sigmath.es.osaka-u.ac.jp\/structure\/activity\/ai_data.php?id=103\">https:\/\/www-mmds.sigmath.es.osaka-u.ac.jp\/structure\/activity\/ai_data.php?id=103<\/a><\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\">web<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p><a href=\"https:\/\/www-mmds.sigmath.es.osaka-u.ac.jp\/structure\/activity\/ai_data.php?id=103\">https:\/\/www-mmds.sigmath.es.osaka-u.ac.jp\/structure\/activity\/ai_data.php?id=103<\/a><\/p>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\"><strong>Contact<\/strong><\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>Takashi Suzuki<br>suzuki@sigmath.es.osaka-u.ac.jp<\/p>\n<\/dd>\n<\/dl>\n","protected":false},"excerpt":{"rendered":"<p>Title: Model-Independent Explainable AISpeaker: Mr. Yuya Yoshikawa (Senior Researcher, Artificial Intelligence [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","_locale":"en_US","_original_post":"https:\/\/ku-mfip.kijima-p.co.jp\/?p=4863","footnotes":""},"categories":[113],"tags":[117],"class_list":["post-4864","post","type-post","status-publish","format-standard","hentry","category-past-events","tag-partner-events","en-US"],"acf":[],"_links":{"self":[{"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/posts\/4864","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/comments?post=4864"}],"version-history":[{"count":1,"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/posts\/4864\/revisions"}],"predecessor-version":[{"id":4866,"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/posts\/4864\/revisions\/4866"}],"wp:attachment":[{"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/media?parent=4864"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/categories?post=4864"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ku-mfip.kijima-p.co.jp\/wp-json\/wp\/v2\/tags?post=4864"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}