{"id":8046,"date":"2026-01-09T02:32:00","date_gmt":"2026-01-08T17:32:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8046"},"modified":"2026-01-06T21:32:41","modified_gmt":"2026-01-06T12:32:41","slug":"mhc-manifold-constrained-hyper-connections","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8046","title":{"rendered":"mHC: Manifold-Constrained Hyper-Connections"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>mHC: Manifold-Constrained Hyper-Connections&nbsp;<\/strong>[43.9]<br>\u30cf\u30a4\u30d1\u30fc\u30b3\u30cd\u30af\u30b7\u30e7\u30f3(HC)\u306f\u3001\u6b8b\u6d41\u5e45\u3092\u62e1\u5927\u3057\u3001\u63a5\u7d9a\u30d1\u30bf\u30fc\u30f3\u3092\u591a\u69d8\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30d3\u30ad\u30bf\u30b9\u306a\u6b8b\u5dee\u63a5\u7d9a\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u62e1\u5f35\u3057\u305f\u3002 \u6b8b\u7559\u63a5\u7d9a\u306b\u56fa\u6709\u306e\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u30de\u30c3\u30d4\u30f3\u30b0\u7279\u6027\u3092\u5fa9\u5143\u3059\u308b\u305f\u3081\u306b,manifold-Constrained Hyper-Connection (mHC)\u3092\u63d0\u6848\u3059\u308b\u3002 mHC\u306f\u5927\u898f\u6a21\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6709\u52b9\u3067\u3001\u5177\u4f53\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6539\u5584\u3068\u512a\u308c\u305f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.24880v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.24880v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 31 Dec 2025 14:16:26 GMT)<\/li>\n\n\n\n<li>Deepseek\u306b\u3088\u308bHyper-Connections\u304b\u3089\u306e\u6539\u5584\u63d0\u6848\u3002\u300cmHC yields comprehensive improvements, consistently outperforming the baseline and surpassing HC on the majority of tasks. Notably, compared to HC, mHC further enhances the model\u2019s reasoning capabilities, delivering performance gains of 2.1% on BBH (Suzgun et al , 2022) and 2.3% on DROP (Dua et al , 2019).\u300d\u3068\u52b9\u679c\u3092\u78ba\u8a8d\u300227B\u3068\u76f8\u5fdc\u306e\u898f\u6a21\u3067\u5b9f\u9a13\u3092\u3057\u3066\u3044\u308b\u70b9\u3082\u3055\u3059\u304c\u3068\u3044\u3046\u3068\u3053\u308d\u3002<\/li>\n\n\n\n<li>MATH\u306b\u3064\u3044\u3066\u306fHC\u306b\u50c5\u5dee\u3067\u306f\u3042\u308b\u304c\u8ca0\u3051\u3066\u3044\u3066\u7406\u7531\u304c\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3067\u306f\u3042\u308b\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":[415],"class_list":["post-8046","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-transformer"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8046","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=8046"}],"version-history":[{"count":3,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8046\/revisions"}],"predecessor-version":[{"id":8051,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8046\/revisions\/8051"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8046"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8046"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8046"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}