{"id":7567,"date":"2025-10-13T03:02:00","date_gmt":"2025-10-12T18:02:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7567"},"modified":"2025-10-12T10:05:15","modified_gmt":"2025-10-12T01:05:15","slug":"less-is-more-recursive-reasoning-with-tiny-networks","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7567","title":{"rendered":"Less is More: Recursive Reasoning with Tiny Networks"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Less is More: Recursive Reasoning with Tiny Networks\u00a0<\/strong>[6.3]<br>\u968e\u5c64\u63a8\u8ad6\u30e2\u30c7\u30eb(Hierarchical Reasoning Model, HRM)\u306f\u3001\u7570\u306a\u308b\u5468\u6ce2\u6570\u3067\u518d\u5e30\u3059\u308b2\u3064\u306e\u5c0f\u3055\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7528\u3044\u305f\u65b0\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002 \u5c0f\u578b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u96e3\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b,Tiny Recursive Model (TRM)\u3092\u63d0\u6848\u3059\u308b\u3002 TRM\u306fARC-AGI-1\u306745%\u3001ARC-AGI-2\u30678%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.04871v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.04871v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 06 Oct 2025 14:58:08 GMT)<\/li>\n\n\n\n<li>\u7279\u5316\u578b\u306e\u63a8\u8ad6\u30e2\u30c7\u30eb\u306e\u63d0\u6848\u3001ARC-AGI\u3068\u6570\u72ec\u3067\u52b9\u679c\u3092\u691c\u8a3c\u3002<\/li>\n\n\n\n<li>\u300cContrary to the Hierarchical Reasoning Model (HRM), TRM requires no fixed-point theorem, no complex biological justifications, and no hierarchy.\u300d\u3068\u3044\u3046\u8a18\u8f09\u304c\u9762\u767d\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":[367,368],"class_list":["post-7567","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-small","tag-small-model"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7567","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=7567"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7567\/revisions"}],"predecessor-version":[{"id":7568,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7567\/revisions\/7568"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7567"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7567"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7567"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}