{"id":4979,"date":"2024-06-12T04:14:00","date_gmt":"2024-06-11T19:14:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4979"},"modified":"2024-06-12T04:14:00","modified_gmt":"2024-06-11T19:14:00","slug":"mamba-2%e3%80%81%e6%a7%98%e3%80%85%e3%81%aamamba%e3%81%ae%e5%bf%9c%e7%94%a8%e5%85%88","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4979","title":{"rendered":"Mamba-2\u3001\u69d8\u3005\u306aMamba\u306e\u5fdc\u7528\u5148"},"content":{"rendered":"\n<p>\u6b21\u4e16\u4ee3Transformer\u3068\u3057\u3066\u671f\u5f85\u3055\u308c\u308bSSM\u306b\u3064\u3044\u3066\u8907\u6570\u306e\u8ad6\u6587\u304c\u51fa\u3066\u3044\u305f\u3002\u6700\u521d\u306e\u8ad6\u6587\u306fMamba-2\u3068\u3057\u3066\u3001Mamba\u4ee5\u4e0a\u306e\u69cb\u9020\u3092\u63d0\u6848\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u4ed6\u3001\u69d8\u3005\u306a\u30c9\u30e1\u30a4\u30f3\u3067\u6709\u52b9\u6027\u304c\u691c\u8a3c\u3055\u308c\u3066\u3044\u308b\u3002Transformer\u306f\u91cd\u3044\u69cb\u9020\u306a\u306e\u3067\u3053\u306e\u624b\u306e\u6539\u5584\u3078\u306e\u671f\u5f85\u306f\u5927\u304d\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality\u00a0<\/strong>[32.0]<br>Mamba \u306e\u3088\u3046\u306a\u72b6\u614b\u7a7a\u9593\u30e2\u30c7\u30eb (SSM) \u306f,\u5c0f\u578b\u30fb\u4e2d\u898f\u6a21\u3067\u306e\u5909\u63db\u5668\u306e\u6574\u5408\u6027\u3084\u6027\u80fd\u5411\u4e0a\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002 \u6211\u3005\u306e\u72b6\u614b\u7a7a\u9593\u53cc\u5bfe\u6027(SSD)\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30b3\u30a2\u5c64\u304c2\uff5e8\u500d\u9ad8\u901f\u306aMamba\u306e\u9078\u629eSSM\u306e\u7cbe\u7d30\u5316\u3067\u3042\u308b\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3(Mamba-2)\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2405.21060v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2405.21060v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 31 May 2024 17:50:01 GMT)<\/li>\n\n\n\n<li>Mamba-2\u306e\u63d0\u6848\u3001\u5c0f\u898f\u6a21\uff08\u3068\u3044\u3063\u3066\u30822.7B\uff09\u306e\u691c\u8a3c\u3067\u52b9\u679c\u3092\u78ba\u8a8d\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/state-spaces\/mamba\">GitHub &#8211; state-spaces\/mamba: Mamba SSM architecture<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Audio Mamba: Bidirectional State Space Model for Audio Representation Learning\u00a0<\/strong>[15.5]<br>\u672c\u7a3f\u3067\u306f,\u97f3\u58f0\u5206\u985e\u306e\u305f\u3081\u306eSSM\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u3057\u3066,\u81ea\u5df1\u6ce8\u610f\u306e\u306a\u3044\u521d\u306eAudio Mamba\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u6211\u3005\u306f\u3001AuM\u30926\u3064\u306e\u7570\u306a\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u542b\u3080\u69d8\u3005\u306a\u30aa\u30fc\u30c7\u30a3\u30aa\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a55\u4fa1\u3057\u3001\u540c\u7b49\u307e\u305f\u306f\u3088\u308a\u826f\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.03344v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.03344v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 05 Jun 2024 15:00:59 GMT)<\/li>\n\n\n\n<li>\u97f3\u58f0\u3092\u6271\u3046Mamba<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/mhamzaerol\/Audio-Mamba-AuM\">GitHub &#8211; mhamzaerol\/Audio-Mamba-AuM<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RoboMamba: Multimodal State Space Model for Efficient Robot Reasoning and Manipulation\u00a0<\/strong>[38.9]<br>\u6211\u3005\u306f\u3001\u30ed\u30dc\u30c3\u30c8\u63a8\u8ad6\u3068\u30a2\u30af\u30b7\u30e7\u30f3\u6a5f\u80fd\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3059\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30ed\u30dc\u30c3\u30c8MLLM\u3067\u3042\u308bRoboMamba\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001\u8996\u899a\u30a8\u30f3\u30b3\u30fc\u30c0\u3092Mamba\u3068\u7d71\u5408\u3057\u3001\u5354\u8abf\u5b66\u7fd2\u306b\u3088\u308b\u8a00\u8a9e\u57cb\u3081\u8fbc\u307f\u3068\u8996\u899a\u30c7\u30fc\u30bf\u3092\u6574\u5217\u3059\u308b\u3002 \u4e00\u5ea6RoboMamba\u304c\u5341\u5206\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u6301\u3064\u3068\u3001\u6700\u5c0f\u9650\u306e\u5fae\u8abf\u6574\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u64cd\u4f5c\u30b9\u30ad\u30eb\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.04339v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.04339v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 6 Jun 2024 17:59:47 GMT)<\/li>\n\n\n\n<li>\u30ed\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306eMamba\u3001Reasoning\u3060\u3051\u3067\u306a\u304fManipuration\u3092\u5bfe\u8c61\u306b\u3057\u3066\u3044\u308b\u306e\u304c\u3059\u3054\u3044<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/sites.google.com\/view\/robomamba-web\">RoboMamba (google.com)<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CDMamba: Remote Sensing Image Change Detection with Mamba\u00a0<\/strong>[30.4]<br>\u6211\u3005\u306fCDMamba\u3068\u547c\u3070\u308c\u308b\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3057\u3001CD\u30bf\u30b9\u30af\u3092\u6271\u3046\u305f\u3081\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u6a5f\u80fd\u3068\u30ed\u30fc\u30ab\u30eb\u6a5f\u80fd\u3068\u3092\u52b9\u679c\u7684\u306b\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u308b\u3002 \u5177\u4f53\u7684\u306b\u306f,Mamba\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u7279\u5fb4\u62bd\u51fa\u3068\u7573\u307f\u8fbc\u307f\u306b\u3088\u308b\u5c40\u6240\u7684\u8a73\u7d30\u5316\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b,Scaled Residual ConvMamba\u30d6\u30ed\u30c3\u30af\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.04207v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.04207v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 06 Jun 2024 16:04:30 GMT)<\/li>\n\n\n\n<li>Change Detection\u306e\u305f\u3081\u306eMamba<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/zmoka-zht\/CDMamba\">GitHub &#8211; zmoka-zht\/CDMamba<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6b21\u4e16\u4ee3Transformer\u3068\u3057\u3066\u671f\u5f85\u3055\u308c\u308bSSM\u306b\u3064\u3044\u3066\u8907\u6570\u306e\u8ad6\u6587\u304c\u51fa\u3066\u3044\u305f\u3002\u6700\u521d\u306e\u8ad6\u6587\u306fMamba-2\u3068\u3057\u3066\u3001Mamba\u4ee5\u4e0a\u306e\u69cb\u9020\u3092\u63d0\u6848\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u4ed6\u3001\u69d8\u3005\u306a\u30c9\u30e1\u30a4\u30f3\u3067\u6709\u52b9\u6027\u304c\u691c\u8a3c\u3055\u308c\u3066\u3044\u308b\u3002Transformer &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=4979\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Mamba-2\u3001\u69d8\u3005\u306aMamba\u306e\u5fdc\u7528\u5148&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[235],"class_list":["post-4979","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mamba"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4979","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=4979"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4979\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}