{"id":7586,"date":"2025-10-21T05:32:00","date_gmt":"2025-10-20T20:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7586"},"modified":"2025-10-12T12:33:38","modified_gmt":"2025-10-12T03:33:38","slug":"self-improvement-in-multimodal-large-language-models-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7586","title":{"rendered":"Self-Improvement in Multimodal Large Language Models: A Survey\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Self-Improvement in Multimodal Large Language Models: A Survey\u00a0<\/strong>[34.4]<br>LLM(Large Language Models)\u306e\u81ea\u5df1\u6539\u5584\u306f\u3001\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u5897\u5927\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u3001\u52b9\u7387\u7684\u306b\u30e2\u30c7\u30eb\u6a5f\u80fd\u3092\u5f37\u5316\u3057\u3066\u3044\u308b\u3002 \u3053\u306e\u8abf\u67fb\u306f\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb LLM \u306b\u304a\u3051\u308b\u81ea\u5df1\u6539\u5584\u306b\u95a2\u3059\u308b\u7dcf\u5408\u7684\u306a\u6982\u8981\u3092\u63d0\u4f9b\u3059\u308b\u6700\u521d\u306e\u3082\u306e\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.02665v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.02665v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 03 Oct 2025 01:48:26 GMT)<\/li>\n\n\n\n<li>Self improvement\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3002\u300cWe provide a structured overview of the current literature and discuss methods from three perspectives: 1) data col- lection, 2) data organization, and 3) model optimization, to facilitate the further development of self-improvement in MLLMs. We also in- clude commonly used evaluations and down- stream applications.\u300d<\/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":[356,387],"class_list":["post-7586","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7586","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=7586"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7586\/revisions"}],"predecessor-version":[{"id":7587,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7586\/revisions\/7587"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7586"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7586"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7586"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}