{"id":37745,"date":"2025-02-03T19:01:03","date_gmt":"2025-02-03T11:01:03","guid":{"rendered":"https:\/\/17aitech.com\/?p=37745"},"modified":"2025-02-03T19:01:03","modified_gmt":"2025-02-03T11:01:03","slug":"%e8%bf%918%e5%b9%b4%e5%90%8e%ef%bc%8c%e8%b0%b7%e6%ad%8ctransformer%e7%bb%a7%e4%bb%bb%e8%80%85%e3%80%8ctitans%e3%80%8d%e6%9d%a5%e4%ba%86%ef%bc%8c%e4%b8%8a%e4%b8%8b%e6%96%87%e8%ae%b0%e5%bf%86%e7%93%b6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37745","title":{"rendered":"\u8fd18\u5e74\u540e\uff0c\u8c37\u6b4cTransformer\u7ee7\u4efb\u8005\u300cTitans\u300d\u6765\u4e86\uff0c\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u74f6\u9888\u88ab\u6253\u7834"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-15-15\" target=\"_blank\">\u8fd18\u5e74\u540e\uff0c\u8c37\u6b4cTransformer\u7ee7\u4efb\u8005\u300cTitans\u300d\u6765\u4e86\uff0c\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u74f6\u9888\u88ab\u6253\u7834<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"63\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u6b63\u5982\u8bba\u6587\u4e00\u4f5c\u6240\u8bf4\uff0c\u300c\u65b0\u67b6\u6784 Titans \u65e2\u6bd4 Transformer \u548c\u73b0\u4ee3\u7ebf\u6027 RNN \u66f4\u6709\u6548\uff0c\u4e5f\u6bd4 GPT-4 \u7b49\u8d85\u5927\u578b\u6a21\u578b\u6027\u80fd\u66f4\u5f3a\u3002\u300d<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u7ec8\u4e8e\uff0c\u5728 2017 \u5e74\u63a8\u51fa\u5f71\u54cd AI \u884c\u4e1a\u957f\u8fbe 8 \u5e74\u7684 Transformer \u67b6\u6784\u4e4b\u540e\uff0c\u8c37\u6b4c\u5e26\u6765\u4e86<strong>\u5168\u65b0\u7684\u67b6\u6784 Titans<\/strong>\u3002\u8fd9\u6b21\uff0c\u8c37\u6b4c\u7684\u91cd\u70b9\u662f\u5c06\u63a8\u7406\u9886\u57df\u975e\u5e38\u91cd\u8981\u7684\u6d4b\u8bd5\u65f6\uff08test-time\uff09\u8ba1\u7b97\u7528\u5728\u4e86\u8bb0\u5fc6\uff08memory\uff09\u5c42\u9762\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8c08\u5230\u63a8\u51fa Titans \u7684\u521d\u8877\u65f6\uff0c\u8bba\u6587\u4e00\u4f5c Ali Behrouz \u8868\u793a\uff0c\u300c\u6ce8\u610f\u529b\u673a\u5236\u4e00\u76f4\u662f\u5927\u591a\u6570 LLM \u8fdb\u5c55\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u4e0d\u8fc7\u5b83\u65e0\u6cd5\u6269\u5c55\u5230\u957f\u4e0a\u4e0b\u6587\u3002\u56e0\u6b64\uff0cTitans \u5e94\u8fd0\u800c\u51fa\uff0c\u5b83\u6210\u4e3a\u4e86\u4e00\u79cd\u540c\u65f6\u5177\u5907\u6ce8\u610f\u529b\u673a\u5236\u548c\u5143\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u7ed3\u6784\uff0c\u53ef\u4ee5\u5728\u6d4b\u8bd5\u65f6\u5b66\u4e60\u8bb0\u5fc6\u3002\u8be5\u67b6\u6784\u53ef\u4ee5\u5c06\u4e0a\u4e0b\u6587\u7a97\u53e3\u6269\u5c55\u5230 200 \u4e07 tokens\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3abd1b04c30610373d11c3b7e76947fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3abd1b04c30610373d11c3b7e76947fe.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u6e90\uff1ahttps:\/\/x.com\/behrouz_ali\/status\/1878859086227255347<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd9\u610f\u5473\u7740\uff0c\u8c37\u6b4c Transformer \u8fce\u6765\u4e86\u5b83\u7684\u300c\u7ee7\u4efb\u8005\u300d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d524a19f6e31588a4fe1716b59b9db6b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d524a19f6e31588a4fe1716b59b9db6b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u6e90\uff1ahttps:\/\/x.com\/mark_k\/status\/1878896628654022993<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u591a\u5e74\u6765\uff0c\u7814\u7a76\u4eba\u5458\u4e00\u76f4\u5728\u5e7f\u6cdb\u63a2\u7a76\u5982\u4f55\u6709\u6548\u5730\u5229\u7528\u5faa\u73af\u6a21\u578b\u548c\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5176\u4e2d\u5faa\u73af\u6a21\u578b\u65e8\u5728\u5c06\u6570\u636e\u538b\u7f29\u5230\u56fa\u5b9a\u5927\u5c0f\u7684\u8bb0\u5fc6\uff08\u79f0\u4e3a\u9690\u72b6\u6001\uff09\u4e2d\uff0c\u800c\u6ce8\u610f\u529b\u673a\u5236\u5141\u8bb8\u5904\u7406\u6574\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u6355\u6349\u6240\u6709 token \u7684\u76f4\u63a5\u4f9d\u8d56\u3002\u4e0d\u8fc7\uff0c\u66f4\u51c6\u786e\u7684\u4f9d\u8d56\u5efa\u6a21\u5f80\u5f80\u4f34\u968f\u7740\u4e8c\u6b21\u6210\u672c\uff0c\u5bfc\u81f4\u6a21\u578b\u53ea\u80fd\u5904\u7406\u56fa\u5b9a\u957f\u5ea6\u7684\u4e0a\u4e0b\u6587\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c<strong>\u8c37\u6b4c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u957f\u671f\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\uff08neural memory module\uff09\uff0c\u5b83\u80fd\u591f\u5b66\u4e60\u8bb0\u5fc6\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u5e76\u5e2e\u52a9\u6ce8\u610f\u529b\u673a\u5236\u5728\u5229\u7528\u8fc7\u53bb\u5df2\u4e45\u4fe1\u606f\u7684\u540c\u65f6\u5904\u7406\u5f53\u524d\u4e0a\u4e0b\u6587<\/strong>\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u79cd\u795e\u7ecf\u8bb0\u5fc6\u5177\u6709\u5feb\u901f\u5e76\u884c\u5316\u8bad\u7ec3\u7684\u4f18\u52bf\uff0c\u540c\u65f6\u8fd8\u80fd\u4fdd\u6301\u5feb\u901f\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u8bb0\u5fc6\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8c37\u6b4c\u8ba4\u4e3a\u6ce8\u610f\u529b\u673a\u5236\u867d\u7136\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u4f46\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u5efa\u6a21\u4f9d\u8d56\u5173\u7cfb\uff0c\u56e0\u6b64\u53ef\u4ee5\u8d77\u5230\u77ed\u671f\u8bb0\u5fc6\u7684\u4f5c\u7528\uff1b\u800c\u795e\u7ecf\u8bb0\u5fc6\u80fd\u591f\u5bf9\u6570\u636e\u8fdb\u884c\u8bb0\u5fc6\uff0c\u8d77\u5230\u4e86\u957f\u671f\u3001\u66f4\u6301\u4e45\u7684\u8bb0\u5fc6\u4f5c\u7528\u3002\u57fa\u4e8e\u8fd9\u4e24\u4e2a\u6a21\u5757\uff0c\u8c37\u6b4c\u5f15\u5165\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u7cfb\u5217\u67b6\u6784 \u2014\u2014 Titans\uff0c\u901a\u8fc7\u4e09\u79cd\u53d8\u4f53\u6709\u6548\u5730\u5c06\u8bb0\u5fc6\u878d\u5408\u5230\u8be5\u7cfb\u7edf\u67b6\u6784\u4e2d\uff0c\u5b83\u4eec\u5206\u522b\u662f\u8bb0\u5fc6\u4f5c\u4e3a<strong>\u4e0a\u4e0b\u6587\uff08Memory as a Context\uff0cMAC\uff09\u3001\u8bb0\u5fc6\u4f5c\u4e3a\u95e8\uff08Memory as a Gate\uff0cMAG\uff09\u548c\u8bb0\u5fc6\u4f5c\u4e3a\u5c42\uff08Memory as a Layer\uff0cMAL\uff09<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bed\u8a00\u5efa\u6a21\u3001\u5e38\u8bc6\u63a8\u7406\u3001\u57fa\u56e0\u7ec4\u5b66\u548c\u65f6\u5e8f\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cTitans \u67b6\u6784\u6bd4 Transformer \u548c\u8fd1\u5e74\u6765\u7684\u73b0\u4ee3\u7ebf\u6027\u5faa\u73af\u6a21\u578b\u66f4\u6709\u6548\u3002\u53e6\u5916\uff0c\u5728\u5927\u6d77\u635e\u9488\uff08needle-in-haystack\uff09\u4e2d\uff0cTitans \u67b6\u6784\u80fd\u591f\u6709\u6548\u5730\u6269\u5c55\u5230\u8d85\u8fc7 200 \u4e07 tokens \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5e76\u4e14\u6bd4\u57fa\u51c6\u6a21\u578b\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-339435b68213e5c7038443157ca194a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-339435b68213e5c7038443157ca194a6.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aTitans: Learning to Memorize at Test Time<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2501.00663v1<\/p>\n<\/li>\n<\/ul>\n<section>\u53e6\u5916\uff0c\u8bba\u6587\u4f5c\u8005\u4e4b\u4e00 Peilin Zhong \u4e3a\u8c37\u6b4c NYC \u7b97\u6cd5\u4e0e\u4f18\u5316\u56e2\u961f\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c2021 \u5e74\u52a0\u5165\u8c37\u6b4c\u3002\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u59da\u73ed\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0c\u5df2\u7ecf\u6709\u4eba\u641e\u51fa\u4e86\u6709\u5173 Titans \u67b6\u6784\u7684\u975e\u5b98\u65b9\u5b9e\u73b0\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53bb\u770b\u4e00\u4e0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ed16b5a4c6e56d62c3cd97254cc9e85f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ed16b5a4c6e56d62c3cd97254cc9e85f.png\"><\/a><\/section>\n<section>GitHub \u5730\u5740\uff1ahttps:\/\/github.com\/lucidrains\/titans-pytorch<\/section>\n<section><\/section>\n<section><strong>\u5b66\u4e60\u6d4b\u8bd5\u65f6\u8bb0\u5fc6<\/strong><\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u957f\u671f\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\uff0c\u5b83\u6210\u4e3a\u4e86\u4e00\u79cd\u53ef\u4ee5\u5728\u6d4b\u8bd5\u65f6\u5b66\u4e60\u8bb0\u5fc6\u7684\u5143\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>\u957f\u671f\u8bb0\u5fc6<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bbe\u8ba1\u4e00\u4e2a\u957f\u671f\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\uff0c\u6211\u4eec\u9700\u8981\u6a21\u578b\u80fd\u591f\u5c06\u8fc7\u53bb\u5386\u53f2\u7684\u62bd\u8c61\u7f16\u7801\u5230\u5176\u53c2\u6570\u4e2d\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u7b80\u5355\u7684\u601d\u8def\u662f\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u5e76\u671f\u671b\u5b83\u80fd\u591f\u8bb0\u4f4f\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u7136\u800c\u8bb0\u5fc6\u51e0\u4e4e\u4e00\u76f4\u662f\u795e\u7ecf\u7f51\u7edc\u4e2d\u4ee4\u4eba\u5934\u75bc\u7684\u73b0\u8c61\uff0c\u5b83\u9650\u5236\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u8fd8\u5f15\u53d1\u9690\u79c1\u95ee\u9898\uff0c\u56e0\u6b64\u5bfc\u81f4\u6d4b\u8bd5\u65f6\u6027\u80fd\u4e0d\u4f73\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u6b64\uff0c\u8c37\u6b4c\u8ba4\u4e3a\u9700\u8981\u4e00\u4e2a\u5728\u7ebf\u5143\u6a21\u578b\u6765\u5b66\u4e60\u5982\u4f55\u5728\u6d4b\u8bd5\u65f6\u8bb0\u5fc6\u6216\u5fd8\u8bb0\u6570\u636e\u3002\u5728\u8fd9\u79cd\u8bbe\u7f6e\u4e0b\uff0c\u6a21\u578b\u5b66\u4e60\u4e00\u4e2a\u80fd\u591f\u8bb0\u5fc6\u7684\u51fd\u6570\uff0c\u4f46\u4e0d\u4f1a\u8fc7\u62df\u5408\u8bad\u7ec3\u6570\u636e\uff0c\u4ece\u800c\u5728\u6d4b\u8bd5\u65f6\u5b9e\u73b0\u66f4\u597d\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b66\u4e60\u8fc7\u7a0b\u548c\u610f\u5916\u6307\u6807\uff08Learning Process and Surprise Metric\uff09<\/strong>\u3002\u8bad\u7ec3\u957f\u671f\u8bb0\u5fc6\u7684\u5173\u952e\u601d\u8def\u662f\u5c06\u8bad\u7ec3\u89c6\u4e3a\u5728\u7ebf\u5b66\u4e60\u95ee\u9898\uff0c\u5176\u4e2d\u5c06\u8fc7\u53bb\u4fe1\u606f x_1, \u2026, x_t-1 \u538b\u7f29\u5230\u957f\u671f\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u4e2d\u3002\u4eba\u7c7b\u5f80\u5f80\u80fd\u591f\u8bb0\u4f4f\u80cc\u79bb\u9884\u671f\uff08\u4ee4\u4eba\u60ca\u8bb6\uff09\u7684\u4e8b\u4ef6\uff0c\u53d7\u6b64\u542f\u53d1\uff0c\u6a21\u578b\u610f\u5916\u53ef\u4ee5\u7b80\u5355\u5b9a\u4e49\u4e3a\u5b83\u76f8\u5bf9\u4e8e\u8f93\u5165\u7684\u68af\u5ea6\u3002\u68af\u5ea6\u8d8a\u5927\uff0c\u8f93\u5165\u6570\u636e\u4e0e\u8fc7\u53bb\u6570\u636e\u7684\u504f\u5dee\u5c31\u8d8a\u5927\u3002\u56e0\u6b64\uff0c\u4f7f\u7528\u8fd9\u4e2a\u610f\u5916\u5206\u6570\uff0c\u53ef\u4ee5\u5c06\u8bb0\u5fc6\u66f4\u65b0\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f2b32b5a411c9d1ae95d979f356053bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f2b32b5a411c9d1ae95d979f356053bc.png\"><\/a><\/section>\n<section>\u8fd9\u4e00\u610f\u5916\u6307\u6807\u53ef\u4ee5\u5bfc\u81f4\u5728\u91cd\u5927\u610f\u5916\u65f6\u523b\u4e4b\u540e\u51fa\u73b0\u91cd\u8981\u4fe1\u606f\u7f3a\u5931\u3002\u4ece\u4eba\u7c7b\u8bb0\u5fc6\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5373\u4f7f\u4e00\u4e2a\u4e8b\u4ef6\u4ee4\u4eba\u96be\u5fd8\uff0c\u4f46\u5b83\u53ef\u80fd\u4e0d\u4f1a\u5728\u957f\u65f6\u95f4\u5185\u6301\u7eed\u8ba9\u6211\u4eec\u611f\u5230\u60ca\u8bb6\u3002\u4e3a\u4e86\u6539\u8fdb\u8fd9\u4e00\u73b0\u8c61\uff0c\u8c37\u6b4c\u5c06\u610f\u5916\u6307\u6807\u5206\u89e3\u4e3a\u4e86\uff081\uff09\u8fc7\u53bb\u610f\u5916\uff0c\u5b83\u8861\u91cf\u6700\u8fd1\u8fc7\u53bb\u7684\u610f\u5916\u7a0b\u5ea6\uff1b\uff082\uff09\u77ac\u65f6\u610f\u5916\uff0c\u5b83\u8861\u91cf\u4f20\u5165\u6570\u636e\u7684\u610f\u5916\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a30f2af04b2b5712b80d079cf4ed64e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a30f2af04b2b5712b80d079cf4ed64e7.png\"><\/a><\/section>\n<section>\u8fd9\u4e9b\u610f\u5916\u6307\u6807\u57fa\u4e8e\u4e00\u4e2a\u635f\u5931\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2a7bb621f55c1ad3be0ac1c7e47dbd9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2a7bb621f55c1ad3be0ac1c7e47dbd9a.png\"><\/a>\uff0c\u5b83\u5c31\u662f\u6211\u4eec\u7684\u8bb0\u5fc6\u5728\u6d4b\u8bd5\u65f6\u5b66\u4e60\u5145\u5f53\u7684\u76ee\u6807\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u8bb0\u5fc6\u6a21\u5757\u662f\u4e00\u4e2a\u5143\u6a21\u578b\uff0c\u5b83\u57fa\u4e8e\u635f\u5931\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-143827af337168beefd690aef72a5cd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-143827af337168beefd690aef72a5cd6.png\"><\/a>\u6765\u5b66\u4e60\u4e00\u4e2a\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section>\u5728\u672c\u6587\u4e2d\uff0c\u8c37\u6b4c\u5219\u4e13\u6ce8\u4e8e\u8054\u60f3\u8bb0\u5fc6\uff0c\u76ee\u7684\u662f\u5c06\u8fc7\u53bb\u7684\u6570\u636e\u5b58\u50a8\u4e3a\u952e\uff08keys\uff09\u548c\u503c\uff08values\uff09\u5bf9\u3002\u7c7b\u4f3c\u4e8e Transformer\uff0c\u5728\u7ed9\u5b9a x_t \u7684\u60c5\u51b5\u4e0b\uff0c\u8c37\u6b4c\u4f7f\u7528\u4e24\u4e2a\u7ebf\u6027\u5c42\u5c06 x_t \u6295\u5f71\u5230\u952e\u548c\u503c\u4e2d\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e89fb9c8835a43c0bf41ea3013e13b30.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e89fb9c8835a43c0bf41ea3013e13b30.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\uff0c\u8c37\u6b4c\u5e0c\u671b\u8bb0\u5fc6\u6a21\u5757\u53ef\u4ee5\u5b66\u4e60\u952e\u548c\u503c\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u4e3a\u6b64\u5c06\u635f\u5931\u5b9a\u4e49\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1deee76226dfcd3d469b979d2892cb49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1deee76226dfcd3d469b979d2892cb49.png\"><\/a><\/section>\n<section><strong>\u9057\u5fd8\u673a\u5236\uff08Forgetting Mechanism\uff09<\/strong>\u3002\u5728\u5904\u7406\u975e\u5e38\u5927\u7684\u5e8f\u5217\uff08\u6bd4\u5982\u767e\u4e07 tokens\uff09\u65f6\uff0c\u7ba1\u7406\u54ea\u4e9b\u8fc7\u53bb\u4fe1\u606f\u5e94\u8be5\u88ab\u9057\u5fd8\u975e\u5e38\u91cd\u8981\uff0c\u5373\u4f7f\u4f7f\u7528\u6df1\u5ea6\u6216\u8005\u975e\u5e38\u5927\u7684\u77e9\u9635\u503c\u8bb0\u5fc6\u65f6\u4e5f\u662f\u5982\u6b64\u3002\u56e0\u6b64\uff0c\u8c37\u6b4c\u4f7f\u7528\u4e86\u4e00\u79cd\u81ea\u9002\u5e94\u9057\u5fd8\u673a\u5236\uff0c\u5141\u8bb8\u8bb0\u5fc6\u5fd8\u8bb0\u4e0d\u518d\u9700\u8981\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7ba1\u7406\u6709\u9650\u7684\u8bb0\u5fc6\u5bb9\u91cf\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u7ed9\u5b9a\u4e0b\u4e00\u4e2a token x_t\uff0c\u8c37\u6b4c\u5c06\u66f4\u65b0\u89c4\u5219\u505a\u5982\u4e0b\u4fee\u6539\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b872b4dc1ada02856b9f448a4c79f34f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b872b4dc1ada02856b9f448a4c79f34f.png\"><\/a><\/section>\n<section><strong>\u8bb0\u5fc6\u67b6\u6784\uff08Memory Architecture\uff09<\/strong>\u3002\u8c37\u6b4c\u91cd\u70b9\u5c06\u5177\u6709 L_M\u22651 \u5c42\u7684\u7b80\u5355 MLP \u4f5c\u4e3a\u957f\u671f\u8bb0\u5fc6\u67b6\u6784\uff0c\u9009\u62e9\u5b83\u4eec\u7684\u539f\u56e0\u5728\u4e8e\u5e0c\u671b\u80fd\u591f\u66f4\u597d\u5730\u6fc0\u52b1\u957f\u671f\u8bb0\u5fc6\u8bbe\u8ba1\u4ee5\u53ca\u5c06\u5176\u878d\u5165\u67b6\u6784\u7684\u65b9\u6cd5\u3002\u8c37\u6b4c\u8868\u793a\uff0c\u672c\u6587\u7684\u67b6\u6784\u5f00\u8f9f\u4e86\u4e00\u4e2a\u65b0\u7684\u7814\u7a76\u65b9\u5411\uff0c\u6709\u52a9\u4e8e\u8bbe\u8ba1\u66f4\u6709\u6548\u4e14\u9ad8\u6548\u8bb0\u5fc6\u6570\u636e\u7684\u795e\u7ecf\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section><strong>\u68c0\u7d22\u8bb0\u5fc6\uff08Retrieving a Memory\uff09<\/strong>\u3002\u5728\u63a2\u8ba8\u5982\u4f55\u8bbe\u8ba1\u548c\u8bad\u7ec3\u4e00\u4e2a\u53ef\u4ee5\u5728\u6d4b\u8bd5\u65f6\u5b66\u4e60\u8bb0\u5fc6\u7684\u957f\u671f\u8bb0\u5fc6\u6a21\u5757\u4e4b\u540e\uff0c\u5269\u4e0b\u7684\u5173\u952e\u95ee\u9898\u4fbf\u662f\u5982\u4f55\u4ece\u8bb0\u5fc6\u4e2d\u68c0\u7d22\u4fe1\u606f\uff1f\u8c37\u6b4c\u4ec5\u4ec5\u4f7f\u7528\u4e86\u6ca1\u6709\u66f4\u65b0\u6743\u91cd\u7684\u524d\u5411\u4f20\u9012\uff08\u5373\u63a8\u7406\uff09\u6765\u68c0\u7d22\u4e0e\u67e5\u8be2\u76f8\u5bf9\u5e94\u7684\u8bb0\u5fc6\u3002\u5728\u5f62\u5f0f\u4e0a\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165 x_t\uff0c\u8c37\u6b4c\u4f7f\u7528\u7ebf\u6027\u5c42 W_Q \u6765\u6295\u5f71\u8f93\u5165\uff0c\u5373 q_t = x_tW_Q\uff0c\u5e76\u901a\u8fc7\u4ee5\u4e0b\u516c\u5f0f\u4ece\u8bb0\u5fc6 y_t \u4e2d\u68c0\u7d22\u76f8\u5e94\uff08\u6216\u6709\u7528\uff09\u7684\u4fe1\u606f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d8c32d494de5dafa147d96232f6a3ebe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d8c32d494de5dafa147d96232f6a3ebe.png\"><\/a><\/section>\n<section><strong>\u5e76\u884c\u5316\u957f\u671f\u8bb0\u5fc6\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u7406\u8bba\u4e0a\uff0c\u957f\u671f\u8bb0\u5fc6\u6a21\u5757\u7684\u8bad\u7ec3\u9700\u8981<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-81e4eeee659b60ce3125ade39bc971fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-81e4eeee659b60ce3125ade39bc971fe.png\"><\/a>\u00a0FLOPS\uff0c\u5176\u4e2d N \u4e3a\u5e8f\u5217\u957f\u5ea6\u3002\u4e0d\u8fc7\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u5e76\u884c\u5316\u8bad\u7ec3\u8fc7\u7a0b\u5e76\u5145\u5206\u5229\u7528 TPU\u3001GPU \u7b49\u786c\u4ef6\u52a0\u901f\u5668\uff0c\u540c\u65f6\u9700\u8981\u5f20\u91cf\u5316\u8be5\u8fc7\u7a0b\u5e76\u4f7f\u7528\u66f4\u591a\u77e9\u9635\u4e58\u6cd5\uff08matmuls\uff09\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\uff0c\u8c37\u6b4c\u8868\u793a\uff0c\u4f7f\u7528\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u3001\u6570\u636e\u5b66\u4e60\u7387\u548c\u6743\u91cd\u8870\u51cf\u6765\u8ba1\u7b97\u5185\u5faa\u73af\u6743\u91cd\u7684\u65b9\u5f0f\u53ef\u4ee5\u91cd\u65b0\u6765\u8868\u793a\uff0c\u4ee5\u4fbf\u5b83\u53ea\u4f7f\u7528\u77e9\u9635\u4e58\u6cd5\u548c\u6c42\u548c\uff08sums\uff09\u3002\u8fd9\u91cc\u5c06\u5e8f\u5217\u62c6\u5206\u4e3a\u5927\u5c0f\u4e3a b \u2265 1 \u7684\u5757\uff0c\u5e76\u5c06\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u5199\u505a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-50ac3f6121d884cfa405a59808f9fe12.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-50ac3f6121d884cfa405a59808f9fe12.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u8c37\u6b4c\u89e3\u91ca\u4e86 M_t = W_t \u4e3a\u7ebf\u6027\u65f6\u7684\u60c5\u51b5\u3002\u5bf9\u4e8e N_p \u2265 2 \u7684 MLP\uff0c\u8fc7\u7a0b\u7c7b\u4f3c\u3002\u4f7f\u7528\u672c\u6587\u7684\u635f\u5931\u51fd\u6570\u53ef\u4ee5\u5f97\u5230\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-408c866fb89d007647a838e94cc2f8d3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-408c866fb89d007647a838e94cc2f8d3.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u8c37\u6b4c\u6269\u5c55\u8fd9\u4e00\u8868\u793a\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5408\u5e76\u52a8\u91cf\u9879\u3002\u5728\u5177\u6709\u52a8\u91cf\u7684\u5757\u5f0f\u68af\u5ea6\u4e0b\u964d\u4e2d\uff0c\u5982\u679c\u89c2\u5bdf\u52a8\u91cf\u9879\u5219\u53ef\u4ee5\u5f97\u5230\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8c7b62d2d9a0ee726d7d12a3e23ea4fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8c7b62d2d9a0ee726d7d12a3e23ea4fa.png\"><\/a><\/section>\n<section><strong>\u4f5c\u4e3a\u51fd\u6570\u5757\u7684\u53c2\u6570\uff08Parameters as the Function of Chunks\uff09<\/strong>\u3002\u8c37\u6b4c\u6ca1\u6709\u8ba9\u53c2\u6570 a_t\u3001\u03b8_t \u548c \u03b7_t \u4f9d\u8d56\u4e8e\u8f93\u5165\uff0c\u800c\u662f\u8ba9\u5b83\u4eec\u6210\u4e3a\u51fd\u6570\u5757\u3002\u5c3d\u7ba1\u5931\u53bb\u4e86\u8868\u8fbe\u80fd\u529b\uff0c\u4f46\u53ef\u4ee5\u5e2e\u52a9\u66f4\u5feb\u5730\u8bad\u7ec3\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8c37\u6b4c\u5728\u6bcf\u4e2a\u5757\u4e2d\u5bf9\u6bcf\u4e00\u4e2a a\u3001\u03b8 \u548c \u03b7 \u90fd\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u503c\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u8c37\u6b4c\u5c06\u8fd9\u4e9b\u53c2\u6570\u4f5c\u4e3a\u4e86 token \u7684\u51fd\u6570\uff0c\u5e76\u8868\u793a\uff0c\u8fd9\u79cd\u7b80\u5316\uff08\u5373\u4f5c\u4e3a\u5757\u51fd\u6570\uff09\u53ef\u80fd\u662f\u672a\u6765\u5de5\u4f5c\u611f\u5174\u8da3\u7684\u5730\u65b9\uff0c\u4ee5\u4fbf\u4ee5\u66f4\u9ad8\u6548\u7684\u65b9\u5f0f\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe 1 \u5c55\u793a\u4e86\u5982\u4f55\u5e76\u884c\u5e76\u5728\u4f7f\u7528\u77e9\u9635\u4e58\u6cd5\u65f6\u5b8c\u6210\u795e\u7ecf\u8bb0\u5fc6\u8bad\u7ec3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-992b861b2e5f194388375af6ab7654ea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-992b861b2e5f194388375af6ab7654ea.png\"><\/a><\/section>\n<section><strong>\u5982\u4f55\u878d\u5408\u8bb0\u5fc6\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\u9700\u8981\u89e3\u51b3\u7684\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u662f\uff1a<strong>\u5982\u4f55\u6709\u6548\u4e14\u9ad8\u6548\u5730\u5c06\u795e\u7ecf\u8bb0\u5fc6\u878d\u5408\u5230\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u4e2d<\/strong>\uff1f<\/section>\n<section><\/section>\n<section>\u4ece\u8bb0\u5fc6\u7684\u89d2\u5ea6\u6765\u770b\uff0cTransformer \u4e2d\u7684 K \u548c V \u77e9\u9635\u5bf9\u53ef\u4ee5\u89e3\u91ca\u4e3a\u8054\u60f3\u8bb0\u5fc6\u5757\u3002\u7531\u4e8e\u5b83\u4eec\u5bf9\u4f9d\u8d56\u5173\u7cfb\u7684\u7cbe\u786e\u5efa\u6a21\u4ee5\u53ca\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5b83\u4eec\u53ef\u4ee5\u88ab\u7528\u4f5c\u77ed\u671f\u8bb0\u5fc6\u6a21\u5757\uff0c\u4ee5\u5904\u7406\u5f53\u524d\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u795e\u7ecf\u8bb0\u5fc6\u80fd\u591f\u4e0d\u65ad\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u5e76\u5b58\u50a8\u5728\u5176\u6743\u91cd\u4e2d\uff0c\u56e0\u800c\u53ef\u4ee5\u53d1\u6325\u957f\u671f\u8bb0\u5fc6\u7684\u4f5c\u7528\u3002\u8c37\u6b4c\u901a\u8fc7\u4e09\u4e2a\u4e0d\u540c\u7684 Titans \u53d8\u4f53\u6765\u56de\u7b54\u4ee5\u4e0a\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bb0\u5fc6\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff08Memory as a Context\uff0cMAC\uff09<\/strong><\/section>\n<section><\/section>\n<section>Titans \u7684\u7b2c\u4e00\u4e2a\u53d8\u4f53 MAC \u7684\u67b6\u6784\u8bbe\u8ba1\u5982\u4e0b\u56fe 2 \u6240\u793a\uff0c\u5c06\u8bb0\u5fc6\u4f5c\u4e3a\u5f53\u524d\u4fe1\u606f\u7684\u4e0a\u4e0b\u6587\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3d53e9f2d1d9e2f23d407888c1072a9f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3d53e9f2d1d9e2f23d407888c1072a9f.png\"><\/a><\/section>\n<section>\u4e5f\u5c31\u662f\u8bf4\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u957f\u5e8f\u5217<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9e676c8a604f98ebaff18052a121e67f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9e676c8a604f98ebaff18052a121e67f.png\"><\/a>\uff0c\u9996\u5148\u5c06\u5e8f\u5217\u5206\u6210\u56fa\u5b9a\u5927\u5c0f\u7684\u7247\u6bb5 S^(\ud835\udc56)\uff0c\u5176\u4e2d \ud835\udc56 = 1,&#8230;,\ud835\udc41\/\ud835\udc36\u3002\u7ed9\u5b9a\u4f20\u5165\u7247\u6bb5 S^(\ud835\udc61)\uff0c\u8c37\u6b4c\u5c06\u5b83\u89c6\u4e3a\u5f53\u524d\u4e0a\u4e0b\u6587\uff0c\u5c06\u5176\u8fc7\u53bb\u7684\u7247\u6bb5\u89c6\u4e3a\u5386\u53f2\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u8c37\u6b4c\u8ba9 M_\ud835\udc61-1 \u6210\u4e3a\u7247\u6bb5 S^(\ud835\udc61) \u4e4b\u524d\u7684\u957f\u671f\u8bb0\u5fc6\u72b6\u6001\uff0c\u4f7f\u7528\u8f93\u5165\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u5bf9\u8bb0\u5fc6 M^\ud835\udc61-1 \u7684\u67e5\u8be2\uff0c\u4ee5\u4ece\u957f\u671f\u8bb0\u5fc6\u4e2d\u68c0\u7d22\u76f8\u5e94\u7684\u4fe1\u606f\u3002\u8c37\u6b4c\u5982\u4e0b\u6240\u793a\u68c0\u7d22\u4e0e S^(\ud835\udc61) \u76f8\u5bf9\u5e94\u7684\u8fc7\u53bb\u4fe1\u606f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-935d71fb0fb1334dd392b7e480d8661c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-935d71fb0fb1334dd392b7e480d8661c.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\u5c06\u8fd9\u4e9b\u5386\u53f2\u4fe1\u606f\u4e0e\u6301\u4e45\u8bb0\u5fc6\u53c2\u6570\u4e00\u8d77\u4f5c\u4e3a\u6ce8\u610f\u529b\u6a21\u5757\u7684\u8f93\u5165\u5e8f\u5217\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1980f50e8e66bbe2f29b7cd145418771.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1980f50e8e66bbe2f29b7cd145418771.png\"><\/a><\/section>\n<section>\u8be5\u67b6\u6784\u5177\u6709\u4e24\u4e2a\u5173\u952e\u4f18\u52bf\uff1a\u4e00\u662f\u6ce8\u610f\u529b\u6a21\u5757\u540c\u65f6\u5177\u6709\u5386\u53f2\u548c\u5f53\u524d\u4e0a\u4e0b\u6587\uff0c\u80fd\u591f\u6839\u636e\u5f53\u524d\u6570\u636e\u51b3\u5b9a\u662f\u5426\u9700\u8981\u957f\u671f\u8bb0\u5fc6\u4fe1\u606f\uff0c\u4e8c\u662f\u6ce8\u610f\u529b\u6a21\u5757\u5e2e\u52a9\u957f\u671f\u8bb0\u5fc6\u53ea\u5b58\u50a8\u6765\u81ea\u5f53\u524d\u4e0a\u4e0b\u6587\u7684\u6709\u7528\u4fe1\u606f\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5e76\u975e\u6bcf\u4e2a\u7247\u6bb5\u4e2d\u7684\u6240\u6709 token \u90fd\u662f\u6709\u7528\u7684\uff0c\u8bb0\u5fc6\u6240\u6709 token \u53ef\u80fd\u4f1a\u5bfc\u81f4\u5185\u5b58\u6ea2\u51fa\u3002\u56e0\u6b64\uff0c\u6ce8\u610f\u529b\u6a21\u5757\u5e2e\u52a9\u8bb0\u5fc6\u4e86\u89e3\u54ea\u4e9b\u4fe1\u606f\u662f\u6709\u7528\u7684\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7ba1\u7406\u5185\u5b58\u5bb9\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u5728\u6d4b\u8bd5\u65f6\uff0c\uff08i\uff09\u6301\u4e45\u8bb0\u5fc6\u53c2\u6570\u662f\u56fa\u5b9a\u7684\uff0c\u5b83\u4eec\u7f16\u7801\u4e86\u6709\u5173\u4efb\u52a1\u7684\u77e5\u8bc6\uff0c\u4e0d\u5e94\u6539\u53d8\uff1b\uff08ii\uff09\u6ce8\u610f\u529b\u6a21\u5757\u6743\u91cd\u662f\u4e0a\u4e0b\u6587\u5b66\u4e60\u5668\uff1b\uff08iii\uff09\u957f\u671f\u8bb0\u5fc6\u6a21\u5757\u5728\u6d4b\u8bd5\u65f6\u4ecd\u7136\u5b66\u4e60\uff08\u8bb0\u5fc6\uff09\u4fe1\u606f\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5373\u4f7f\u5728\u6d4b\u8bd5\u65f6\uff0c\u795e\u7ecf\u8bb0\u5fc6\u7684\u6743\u91cd\u4e5f\u4f1a\u66f4\u65b0\uff0c\u8fd9\u662f\u56e0\u4e3a\u6743\u91cd\u5bf9\u8fc7\u53bb\u5df2\u4e45\u7684\u62bd\u8c61\u8fdb\u884c\u4e86\u7f16\u7801\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bb0\u5fc6\u4f5c\u4e3a\u95e8\uff08Memory as a Gate\uff0cMAG\uff09<\/strong><\/section>\n<section><\/section>\n<section>Titans \u7b2c\u4e8c\u4e2a\u53d8\u4f53 MAG \u7684\u67b6\u6784\u8bbe\u8ba1\u5982\u4e0b\u56fe 4 \u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-518a1ad0711edcfee3a98a5fc5a15c76.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-518a1ad0711edcfee3a98a5fc5a15c76.png\"><\/a><\/section>\n<section>\u5728\u5176\u4e2d\u4e00\u4e2a\u5206\u652f\u4e2d\uff0c\u8c37\u6b4c\u76f4\u63a5\u4f7f\u7528\u8f93\u5165\u6570\u636e\u6765\u66f4\u65b0\u957f\u671f\u8bb0\u5fc6\uff1b\u5728\u7b2c\u4e8c\u4e2a\u5206\u652f\u4e2d\uff0c\u8c37\u6b4c\u4f7f\u7528\u4e86\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\uff08SWA\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-027745290bccbbd741bf41c5e073c1c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-027745290bccbbd741bf41c5e073c1c2.png\"><\/a><\/section>\n<section>\u8be5\u67b6\u6784\u7684\u6574\u4f53\u6ce8\u610f\u529b\u63a9\u7801\u5982\u4e0b\u56fe 3b \u6240\u793a\uff0c\u5176\u4e2d\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\uff08SWA\uff09\u5145\u5f53\u7cbe\u786e\u7684\u77ed\u671f\u8bb0\u5fc6\uff0c\u800c\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u5145\u5f53\u6a21\u578b\u7684\u8870\u51cf\u8bb0\u5fc6\u3002\u8be5\u8bbe\u8ba1\u4e5f\u53ef\u4ee5\u770b\u4f5c\u662f\u591a\u5934\u67b6\u6784\uff0c\u5176\u4e2d\u5404\u5934\u7684\u7ed3\u6784\u4e0d\u540c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-369112572f35c40bfbbbb4daa38911f9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-369112572f35c40bfbbbb4daa38911f9.png\"><\/a><\/section>\n<section><strong>\u8bb0\u5fc6\u4f5c\u4e3a\u5c42\uff08Memory as a Layer\uff0cMAL\uff09<\/strong><\/section>\n<section><\/section>\n<section>Titans \u7684\u7b2c\u4e09\u4e2a\u53d8\u4f53 MAL \u4f7f\u7528\u4e86\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u79cd\u67b6\u6784\u8bbe\u8ba1\u5728\u6587\u732e\u4e2d\u66f4\u4e3a\u5e38\u89c1\uff0c\u5176\u4e2d\u6df7\u5408\u6a21\u578b\u5806\u53e0\u5177\u6709\u5b8c\u6574\u6216\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u7684\u5faa\u73af\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-56c5ec9fb1870ac2bc7dc618b785cc21.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-56c5ec9fb1870ac2bc7dc618b785cc21.png\"><\/a><\/section>\n<section>\u7ed9\u5b9a\u8f93\u5165 x\uff0c\u53ef\u4ee5\u5f97\u5230\u4ee5\u4e0b:<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aa41cd05feab2732600251f8be1223f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aa41cd05feab2732600251f8be1223f8.png\"><\/a><\/section>\n<section>\u5176\u4e2d SW-Attn \u662f\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u65e0\u6ce8\u610f\u529b\u8bb0\u5fc6\uff08Memory Without Attention\uff09<\/strong>\u3002\u4ece\u8bb0\u5fc6\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8c37\u6b4c\u671f\u671b\u8bb0\u5fc6\u7cfb\u7edf\u7684\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u80fd\u72ec\u7acb\u5de5\u4f5c\uff0c\u5373\u4f7f\u5176\u4ed6\u7ec4\u4ef6\u53d7\u5230\u4e86\u5e72\u6270\u3002\u56e0\u6b64\uff0c\u5373\u4f7f\u6ca1\u6709\u77ed\u671f\u8bb0\u5fc6\uff08\u5373\u6ce8\u610f\u529b\uff09\uff0c\u957f\u671f\u8bb0\u5fc6\u6a21\u5757\u4ecd\u7136\u5e94\u8be5\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6a21\u578b\u3002\u8c37\u6b4c\u5728\u5b9e\u9a8c\u4e2d\u5c06\u8fd9\u79cd\u53d8\u4f53\u79f0\u4e3a Titans (LMM)\u3002<\/section>\n<section><\/section>\n<section><strong>\u67b6\u6784\u7ec6\u8282<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u6240\u6709\u5757\u4e2d\uff0c\u8c37\u6b4c\u4f7f\u7528\u4e86\u6b8b\u5dee\u8fde\u63a5\uff1b\u5728\u5b9e\u73b0\u4e2d\uff0c\u8c37\u6b4c\u4f7f\u7528 SiLU (.) \u6fc0\u6d3b\u51fd\u6570\u4f5c\u4e3a\u8ba1\u7b97\u67e5\u8be2\u3001\u952e\u548c\u503c\u7684\u975e\u7ebf\u6027\u6fc0\u6d3b\uff0c\u5e76\u4f7f\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c113abebf11ea9b69fc04a539ddc6770.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c113abebf11ea9b69fc04a539ddc6770.png\"><\/a>\u5bf9\u67e5\u8be2\u548c\u952e\u8fdb\u884c\u5f52\u4e00\u5316\u3002<\/section>\n<section><\/section>\n<section>\u5377\u79ef\uff08Convolution\uff09\u3002\u9075\u5faa\u6700\u8fd1\u7684\u73b0\u4ee3\u7ebf\u6027\u5faa\u73af\u6a21\u578b\uff0c\u8c37\u6b4c\u5728\u6bcf\u4e2a\u67e5\u8be2\u3001\u952e\u548c\u503c\u6295\u5f71\u540e\u90fd\u878d\u5408\u4e86\u4e00\u4e2a 1D \u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\u5c42\u3002\u8fd9\u4e9b 1D \u5377\u79ef\u53ef\u4ee5\u63d0\u5347\u6027\u80fd\uff0c\u5e76\u4e14\u8ba1\u7b97\u9ad8\u6548\u3002<\/section>\n<section><\/section>\n<section>\u95e8\u63a7\uff08Gating\uff09\u3002\u8c37\u6b4c\u8fd8\u5728\u6700\u7ec8\u8f93\u51fa\u6295\u5f71\u4e4b\u524d\u5229\u7528\u7ebf\u6027\u5c42\u8fdb\u884c\u5f52\u4e00\u5316\u548c\u95e8\u63a7\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u5728\u5b9e\u9a8c\u90e8\u5206\u5173\u6ce8\u4e0a\u8ff0\u4e09\u79cd Titans \u53d8\u4f53\uff0c\u5206\u522b\u662f MAC\u3001MAG \u548c MAL\uff0c\u4ee5\u53ca\u5355\u72ec\u7684\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u6a21\u578b\uff0c\u8c37\u6b4c\u4f7f\u7528\u4e86\u56db\u79cd\u5c3a\u5bf8\u7684\u6a21\u578b\uff0c\u53c2\u6570\u5206\u522b\u662f (i) 170M\u3001(ii) 340M\u3001(iii) 400M \u548c (iv) 760M\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bed\u8a00\u5efa\u6a21<\/strong><\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u9996\u5148\u5173\u6ce8\u6a21\u578b\u5728\u8bed\u8a00\u5efa\u6a21\u548c\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u56f0\u60d1\u5ea6\u3002\u4e0b\u8868 1 \u62a5\u544a\u4e86 Titans \u53d8\u4f53\u548c\u4e09\u79cd\u4e0d\u540c\u5927\u5c0f\uff08340M\u3001400M \u548c 760M\uff09\u57fa\u7ebf\u7684\u7ed3\u679c\u3002\u5728\u5305\u62ec Transformer++ \u5728\u5185\u7684\u975e\u6df7\u5408\u6a21\u578b\u4e2d\uff0c\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u5728\u56f0\u60d1\u5ea6\u548c\u51c6\u786e\u5ea6\u6d4b\u91cf\u65b9\u9762\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u8fd8\u53d1\u73b0\uff0cTitans \u7684\u4e09\u79cd\u53d8\u4f53\uff08MAC\uff0c MAG \u548c MAL\uff09\u90fd\u4f18\u4e8e Samba \uff08Mamba + \u6ce8\u610f\u529b\uff09\u548c Gated DeltaNet-H2\uff08Gated DeltaNet + \u6ce8\u610f\u529b\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0cab996ce16fc014ac7dfe93a7d6c83c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0cab996ce16fc014ac7dfe93a7d6c83c.png\"><\/a><\/section>\n<section><strong>\u5927\u6d77\u635e\u9488\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u8868 2 \u7ed3\u679c\u663e\u793a\uff0c\u4e0e\u57fa\u7ebf\u76f8\u6bd4\uff0c\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u5747\u53d6\u5f97\u4e86\u6700\u4f73\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u5c06\u8fd9\u79cd\u5353\u8d8a\u7684\u8868\u73b0\u5f52\u56e0\u4e8e Titans \u4e0e\u73b0\u6709\u5e8f\u5217\u6a21\u578b\u7684\u4e09\u4e2a\u5173\u952e\u5dee\u5f02\uff1a\uff081\uff09\u4e0e TTT \u76f8\u6bd4\uff0c\u795e\u7ecf\u8bb0\u5fc6\u80fd\u591f\u901a\u8fc7\u4f7f\u7528\u52a8\u91cf\u548c\u9057\u5fd8\u673a\u5236\uff08\u5373\u6743\u91cd\u8870\u51cf\uff09\u66f4\u597d\u5730\u5904\u7406\u8bb0\u5fc6\u5bb9\u91cf\u3002\u56e0\u6b64\uff0c\u968f\u7740\u5e8f\u5217\u957f\u5ea6\u7684\u589e\u52a0\uff0c\u795e\u7ecf\u8bb0\u5fc6\u7684\u6027\u80fd\u4e0d\u4f1a\u4e0b\u964d\uff0c\u5448\u73b0\u51fa\u4e00\u81f4\u7684\u8d8b\u52bf\uff1b\uff082\uff09\u4e0e\u5177\u6709\u95e8\u63a7\uff08\u9057\u5fd8\uff09\u673a\u5236\u7684 Mamba2 \u76f8\u6bd4\uff0cTitans \u5177\u6709\u6df1\u5ea6\u975e\u7ebf\u6027\u8bb0\u5fc6\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u8bb0\u5fc6\u7ba1\u7406\u3002\u6b64\u5916\uff0c\u4e0e\u795e\u7ecf\u8bb0\u5fc6\u548c DeltaNet \u4e0d\u540c\uff0cMamba2 \u65e0\u6cd5\u79fb\u9664\u8bb0\u5fc6\uff0c\u56e0\u6b64\u5728\u589e\u52a0\u5e8f\u5217\u957f\u5ea6\u65f6\uff0c\u5176\u6027\u80fd\u4f1a\u51fa\u73b0\u663e\u8457\u4e0b\u964d\uff1b\uff083\uff09\u4e0e DeltaNet \u76f8\u6bd4\uff0c\u5c3d\u7ba1\u5b83\u80fd\u591f\u4f7f\u7528\u589e\u91cf\u89c4\u5219\u79fb\u9664\u8bb0\u5fc6\uff0c\u4f46\u65e0\u6cd5\u64e6\u9664\u8bb0\u5fc6\uff0c\u7f3a\u4e4f\u9057\u5fd8\u673a\u5236\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0c\u6b63\u5982\u9884\u671f\u7684\u90a3\u6837\uff0c\u4f7f\u7528 Titans \u53d8\u4f53\u65f6\u80fd\u770b\u5230\u76f8\u5f53\u6216\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u5176\u4e2d\u6700\u4f73\u7ed3\u679c\u6765\u81ea MAC\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d303f16a6a08da8f9988784348a42a35.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d303f16a6a08da8f9988784348a42a35.png\"><\/a><\/section>\n<section><strong>BABILong \u57fa\u51c6<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5fae\u8c03\u8bbe\u7f6e\u4e2d\uff0c\u8c37\u6b4c\u5c06\u5c0f\u578b\u5fae\u8c03\u7248\u672c\u7684 Titans (MAC) \u4e0e\u5176\u4ed6\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/section>\n<section><\/section>\n<section>Titans \u548c\u57fa\u7ebf\u7684\u7ed3\u679c\u5982\u4e0b\u56fe 6b \u6240\u793a\u3002Titans \u7684\u8868\u73b0\u4f18\u4e8e\u6240\u6709\u6a21\u578b\uff0c\u751a\u81f3\u6bd4 GPT4 \u8fd9\u6837\u7684\u8d85\u5927\u578b\u6a21\u578b\u8fd8\u8981\u597d\u3002\u6b64\u5916\uff0c\u4e0e\u57fa\u4e8e Transformer \u7684 RMT \u7b49\u8bb0\u5fc6\u6a21\u578b\u76f8\u6bd4\uff0cTitans \u8868\u73b0\u51fa\u66f4\u597d\u7684\u6027\u80fd\uff0c\u8fd9\u4e3b\u8981\u5f52\u529f\u4e8e\u5176\u5f3a\u5927\u7684\u8bb0\u5fc6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ae4678240a1bc47f6b05a6c924d4261a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ae4678240a1bc47f6b05a6c924d4261a.png\"><\/a><\/section>\n<section><strong>\u6df1\u5ea6\u8bb0\u5fc6\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\u7684\u5b9e\u9a8c\u8bc4\u4f30\u4e86\u6df1\u5ea6\u8bb0\u5fc6\u5bf9 wall-clock \u8bad\u7ec3\u65f6\u95f4\u548c\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe 7 \u4e2d\u62a5\u544a\u4e86 Titans\uff08LMM\uff09\u548c\u57fa\u7ebf\u7684\u56f0\u60d1\u5ea6\u4e0e\u5e8f\u5217\u957f\u5ea6\u7684\u5173\u7cfb\u3002\u6709\u8da3\u7684\u662f\uff0c\u968f\u7740\u8bb0\u5fc6\u6df1\u5ea6\u7684\u589e\u52a0\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u5728\u6240\u6709\u5e8f\u5217\u957f\u5ea6\u4e0a\u5b9e\u73b0\u66f4\u597d\u7684\u56f0\u60d1\u5ea6\u3002\u6b64\u5916\uff0c\u5f53\u6a21\u578b\u7684\u53c2\u6570\u91cf\u8f83\u5c11\u65f6\uff0c\u66f4\u6df1\u7684\u8bb0\u5fc6\u6a21\u5757\u5bf9\u5e8f\u5217\u957f\u5ea6\u7684\u9c81\u68d2\u6027\u66f4\u5f3a\u3002\u968f\u7740\u53c2\u6570\u91cf\u7684\u589e\u52a0\uff0c\u6240\u6709\u6a21\u578b\u5728\u8f83\u957f\u7684\u5e8f\u5217\u4e0a\u90fd\u8868\u73b0\u51fa\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4e0693e58226f06bb72ff81ff516f9fc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-4e0693e58226f06bb72ff81ff516f9fc.png\"><\/a><\/section>\n<section><strong>\u65f6\u5e8f\u9884\u6d4b<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u5c55\u793a\u8bb0\u5fc6\u6a21\u5757\u5728\u66f4\u5e7f\u6cdb\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\uff0c\u8c37\u6b4c\u8bc4\u4f30\u4e86 Titans \u5728\u65f6\u5e8f\u9884\u6d4b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u7ed3\u679c\u5982\u4e0b\u8868 3 \u6240\u793a\uff0c\u8c37\u6b4c\u7684\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u4f18\u4e8e\u6240\u6709\u57fa\u7ebf\uff0c\u5305\u62ec\u57fa\u4e8e Mamba\u3001\u7ebf\u6027\u548c Transformer \u7684\u67b6\u6784\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-157a7ebbb645bdff846debfb4850e6e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-157a7ebbb645bdff846debfb4850e6e4.png\"><\/a><\/section>\n<section><strong>DNA \u5efa\u6a21<\/strong><\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u8fd8\u8fdb\u4e00\u6b65\u8bc4\u4f30\u4e86\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u5728 DNA \u5efa\u6a21\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u7ed3\u679c\u5982\u4e0b 4 \u6240\u793a\uff0c\u76f8\u8f83\u4e8e\u5f53\u524d\u7684 SOTA \u67b6\u6784\uff0cTitans\uff08LMM\uff09\u5728\u4e0d\u540c\u7684\u4e0b\u6e38\u57fa\u56e0\u7ec4\u4efb\u52a1\u4e2d\u4ecd\u5177\u6709\u7ade\u4e89\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bbb578b09e5baa49d93ab2dc0c49e98d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bbb578b09e5baa49d93ab2dc0c49e98d.png\"><\/a><\/section>\n<section><strong>\u6548\u7387<\/strong><\/section>\n<section><\/section>\n<section>\u8c37\u6b4c\u8fd8\u5bf9 Titans \u4e0e\u5f53\u524d SOTA \u5e8f\u5217\u6a21\u578b\u7684\u6548\u7387\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u4e0b\u56fe 9 \u663e\u793a\u4e86\u4e0d\u540c\u5e8f\u5217\u957f\u5ea6 x \u6279\u5927\u5c0f\u7684\u6a21\u578b\u7684\u8bad\u7ec3\u541e\u5410\u91cf\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u8c37\u6b4c\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u6bd4 Mamba2 \u548c Gated DeltaNet \u7a0d\u6162\uff0c\u4e0d\u8fc7 Titans (MAL) \u6bd4\u57fa\u7ebf\u548c\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u90fd\u8981\u5feb\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1f2cdd06324079cecc263c4542f5918a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1f2cdd06324079cecc263c4542f5918a.png\"><\/a><\/section>\n<section>\u66f4\u591a\u6280\u672f\u7ec6\u8282\u548c\u5b9e\u9a8c\u7ed3\u679c\u8bf7\u53c2\u9605\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-15-15\" target=\"_blank\">\u8fd18\u5e74\u540e\uff0c\u8c37\u6b4cTransformer\u7ee7\u4efb\u8005\u300cTitans\u300d\u6765\u4e86\uff0c\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u74f6\u9888\u88ab\u6253\u7834<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8fd18\u5e74\u540e\uff0c\u8c37\u6b4cTran 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