{"id":6497,"date":"2025-04-02T03:50:00","date_gmt":"2025-04-01T18:50:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6497"},"modified":"2025-04-02T03:50:00","modified_gmt":"2025-04-01T18:50:00","slug":"mmdt-decoding-the-trustworthiness-and-safety-of-multimodal-foundation-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6497","title":{"rendered":"MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models\u00a0<\/strong>[101.7]<br>MMFM(Multimodal foundation model)\u306f\u3001\u81ea\u5f8b\u904b\u8ee2\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306a\u3069\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3002 \u65e2\u5b58\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u4e3b\u306b\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u6709\u7528\u6027\u3092\u8a55\u4fa1\u3059\u308b\u304b\u3001\u516c\u5e73\u6027\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u3068\u3044\u3063\u305f\u9650\u3089\u308c\u305f\u8996\u70b9\u306b\u306e\u307f\u30d5\u30a9\u30fc\u30ab\u30b9\u3059\u308b\u3002 MMFM\u306e\u5b89\u5168\u6027\u3068\u4fe1\u983c\u6027\u3092\u7dcf\u5408\u7684\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b,\u6700\u521d\u306e\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0MMDT(Multimodal DecodingTrust)\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.14827v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.14827v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 19 Mar 2025 01:59:44 GMT)<\/li>\n\n\n\n<li>Multimodal foundation models\u306e\u4fe1\u983c\u6027\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002\u4e3b\u306a\u5bfe\u8c61\u306fsafety, hallucination, fairness, privacy, adversarial robustness, out-of-distribution (OOD) robustness\u3002MMFMs\u3068\u3044\u3046\u3053\u3068\u3067T2I\u3001I2T\u306e\u4e21\u65b9\u304c\u542b\u307e\u308c\u308b\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/mmdecodingtrust.github.io\/\">MMDecodingTrust Benchmark<\/a>\u3001\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u3082\u5b58\u5728\u3059\u308b<a href=\"https:\/\/mmdecodingtrust.github.io\/leaderboard\/\">MMDecodingTrust Benchmark<\/a>\u3002\u516c\u958b\u30e2\u30c7\u30eb\u3088\u308a\u5546\u7528\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u5e73\u5747\u7684\u306b\u306f\u30b9\u30b3\u30a2\u304c\u9ad8\u305d\u3046\u3060\u304c\u3001\u8a55\u4fa1\u8ef8\u306b\u3088\u3063\u3066\u72b6\u6cc1\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u306e\u304c\u8208\u5473\u6df1\u3044\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":[517,622],"class_list":["post-6497","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6497","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=6497"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6497\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6497"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6497"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}