{"id":3311,"date":"2025-01-14T17:07:18","date_gmt":"2025-01-14T09:07:18","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=3311"},"modified":"2025-01-14T17:08:23","modified_gmt":"2025-01-14T09:08:23","slug":"%e8%b0%b7%e6%ad%8c%e6%96%b0%e6%9e%b6%e6%9e%84%e4%b8%80%e6%88%98%e6%88%90%e5%90%8d%ef%bc%8c%e6%89%93%e7%a0%b4transformer%e8%ae%b0%e5%bf%86%e7%93%b6%e9%a2%88%ef%bc%8c%e5%a7%9a%e7%8f%ad%e6%a0%a1%e5%8f%8b","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2025\/01\/14\/%e8%b0%b7%e6%ad%8c%e6%96%b0%e6%9e%b6%e6%9e%84%e4%b8%80%e6%88%98%e6%88%90%e5%90%8d%ef%bc%8c%e6%89%93%e7%a0%b4transformer%e8%ae%b0%e5%bf%86%e7%93%b6%e9%a2%88%ef%bc%8c%e5%a7%9a%e7%8f%ad%e6%a0%a1%e5%8f%8b\/","title":{"rendered":"\u8c37\u6b4c\u65b0\u67b6\u6784\u4e00\u6218\u6210\u540d\uff0c\u6253\u7834Transformer\u8bb0\u5fc6\u74f6\u9888\uff0c\u59da\u73ed\u6821\u53cb\u949f\u6c9b\u6797\u65b0\u4f5c"},"content":{"rendered":"\t\t
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\u60f3\u6311\u6218 Transformer \u7684\u65b0\u67b6\u6784\u6709\u5f88\u591a\uff0c\u6765\u81ea\u8c37\u6b4c\u7684\u201c\u6b63\u7edf\u201d\u7ee7\u627f\u8005Titan<\/strong>\u67b6\u6784\u66f4\u53d7\u5173\u6ce8\u3002<\/p>



<\/p>

\u82f1\u4f1f\u8fbe\u628a\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\uff08Test-time Computing\uff09\u79f0\u4e3a\u5927\u6a21\u578b\u7684\u7b2c\u4e09\u4e2a Scaling Law\u3002<\/p>

OpenAI \u628a\u5b83\u7528\u5728\u63a8\u7406\uff08Reasoning\uff09\uff0c\u8c37\u6b4c\u8fd9\u6b21\u628a\u5b83\u7528\u5728\u4e86\u8bb0\u5fc6\uff08Memory\uff09\u3002<\/p>

\u4e00\u4f5cAli Behrouz<\/strong>\u8868\u793a\uff1a<\/p>

\u00a0<\/p>

Titans \u6bd4 Transformers \u548c\u73b0\u4ee3\u7ebf\u6027 RNN \u66f4\u9ad8\u6548\uff0c\u5e76\u4e14\u53ef\u4ee5\u6709\u6548\u5730\u6269\u5c55\u5230\u8d85\u8fc7 200 \u4e07\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u6027\u80fd\u6bd4 GPT4\u3001Llama3 \u7b49\u5927\u6a21\u578b\u66f4\u597d\u3002<\/blockquote>

\u00a0<\/p>

\u4ed6\u8fd8\u89e3\u91ca\u4e86\u8fd9\u7bc7\u7814\u7a76\u7684\u52a8\u673a\uff0c\u56e2\u961f\u8ba4\u4e3a Transformer \u4e2d\u7684\u6ce8\u610f\u529b\u673a\u5236\u8868\u73b0\u4e3a\u77ed\u671f\u8bb0\u5fc6\uff0c\u56e0\u6b64\u8fd8\u9700\u8981\u4e00\u4e2a\u80fd\u8bb0\u4f4f\u5f88\u4e45\u4ee5\u524d\u4fe1\u606f\u7684\u795e\u7ecf\u8bb0\u5fc6\u6a21\u5757\u3002<\/p>



<\/p>

\u65b0\u7684\u957f\u671f\u8bb0\u5fc6\u6a21\u5757<\/p>

\u63d0\u5230\u8bb0\u5fc6\uff0c\u5927\u5bb6\u53ef\u80fd\u4f1a\u60f3\u5230 LSTM\u3001Transformer \u7b49\u7ecf\u5178\u6a21\u578b\uff0c\u5b83\u4eec\u4ece\u4e0d\u540c\u89d2\u5ea6\u6a21\u62df\u4e86\u4eba\u8111\u8bb0\u5fc6\uff0c\u4f46\u4ecd\u6709\u5c40\u9650\u6027\uff1a<\/p>

\u00a0<\/p>

  • \u8981\u4e48\u5c06\u6570\u636e\u538b\u7f29\u5230\u56fa\u5b9a\u5927\u5c0f\u7684\u9690\u72b6\u6001\uff0c\u5bb9\u91cf\u6709\u9650<\/li>
  • \u8981\u4e48\u53ef\u4ee5\u6355\u6349\u957f\u7a0b\u4f9d\u8d56\uff0c\u4f46\u8ba1\u7b97\u5f00\u9500\u968f\u5e8f\u5217\u957f\u5ea6\u5e73\u65b9\u7ea7\u589e\u957f<\/li><\/ul>

    \u00a0<\/p>

    \u5e76\u4e14\uff0c\u4ec5\u4ec5\u8bb0\u4f4f\u8bad\u7ec3\u6570\u636e\u5728\u5b9e\u9645\u4f7f\u7528\u65f6\u53ef\u80fd\u6ca1\u6709\u5e2e\u52a9\uff0c\u56e0\u4e3a\u6d4b\u8bd5\u6570\u636e\u53ef\u80fd\u5728\u5206\u5e03\u5916\u3002<\/p>

    \u4e3a\u6b64\uff0cTitans \u56e2\u961f\u6253\u7b97\u5c06\u8fc7\u53bb\u4fe1\u606f\u7f16\u7801\u5230\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u4e2d\uff0c\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5728\u7ebf\u5143\u6a21\u578b<\/strong>\uff08Online meta-model\uff09\uff0c\u8be5\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u5728\u6d4b\u8bd5\u65f6\u8bb0\u4f4f\/\u5fd8\u8bb0\u7279\u5b9a\u6570\u636e\u3002<\/p>

    \u4ed6\u4eec\u4ece\u795e\u7ecf\u5fc3\u7406\u5b66\u4e2d\u6c72\u53d6\u7075\u611f\uff0c\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u795e\u7ecf\u957f\u671f\u8bb0\u5fc6\u6a21\u5757<\/strong>\uff0c\u5b83\u501f\u9274\u4e86\u4eba\u8111\u539f\u7406\uff1a<\/p>

    \u00a0<\/p>

    • \u610f\u6599\u4e4b\u5916\u7684\u4e8b\u4ef6\uff08\u5373\u201c\u60ca\u559c\u201d\uff09\u66f4\u5bb9\u6613\u88ab\u8bb0\u4f4f\u3002<\/li>
    • \u60ca\u559c\u7a0b\u5ea6\u7531\u8bb0\u5fc6\u6a21\u5757\u5bf9\u8f93\u5165\u7684\u68af\u5ea6\u6765\u8861\u91cf\uff0c\u68af\u5ea6\u8d8a\u5927\u8bf4\u660e\u8f93\u5165\u8d8a\u51fa\u4eba\u610f\u6599\u3002<\/li>
    • \u5f15\u5165\u52a8\u91cf\u673a\u5236<\/strong>\u9057\u5fd8\u673a\u5236<\/strong>\uff0c\u524d\u8005\u5c06\u77ed\u671f\u5185\u7684\u60ca\u559c\u7d2f\u79ef\u8d77\u6765\u5f62\u6210\u957f\u671f\u8bb0\u5fc6\uff0c\u540e\u8005\u53ef\u4ee5\u64e6\u9664\u4e0d\u518d\u9700\u8981\u7684\u65e7\u8bb0\u5fc6\uff0c\u9632\u6b62\u8bb0\u5fc6\u6ea2\u51fa\u3002<\/li>
    • \u8bb0\u5fc6\u6a21\u5757\u7531\u591a\u5c42 MLP \u7ec4\u6210\uff0c\u53ef\u4ee5\u5b58\u50a8\u6df1\u5c42\u6b21\u7684\u6570\u636e\u62bd\u8c61\uff0c\u6bd4\u4f20\u7edf\u7684\u77e9\u9635\u8bb0\u5fc6\u66f4\u5f3a\u5927\u3002<\/li><\/ul>

      \u00a0<\/p>



      <\/p>

      \u8fd9\u79cd\u5728\u7ebf\u5143\u5b66\u4e60\u8303\u5f0f\uff0c\u907f\u514d\u4e86\u6a21\u578b\u8bb0\u4f4f\u65e0\u7528\u7684\u8bad\u7ec3\u6570\u636e\u7ec6\u8282\uff0c\u800c\u662f\u5b66\u5230\u4e86\u5982\u4f55\u6839\u636e\u65b0\u6570\u636e\u8c03\u6574\u81ea\u5df1\uff0c\u5177\u6709\u66f4\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>

      \u53e6\u5916\uff0c\u56e2\u961f\u8fd8\u9a8c\u8bc1\u4e86\u8fd9\u4e2a\u6a21\u5757\u53ef\u4ee5\u5e76\u884c\u8ba1\u7b97<\/strong>\u3002<\/p>



      <\/p>

      \u5982\u4f55\u5c06\u8fd9\u4e2a\u5f3a\u5927\u7684\u8bb0\u5fc6\u6a21\u5757\u878d\u5165\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u4e2d\u5462\uff1f<\/p>

      \u4e3a\u6b64\uff0cTitans \u63d0\u51fa\u4e86\u4e09\u79cd\u53d8\u4f53\uff1a<\/p>

      MAC\uff0c\u8bb0\u5fc6\u4f5c\u4e3a\u4e0a\u4e0b\u6587<\/strong><\/p>

      \u5c06\u957f\u671f\u8bb0\u5fc6\u548c\u6301\u4e45\u8bb0\u5fc6\uff08\u7f16\u7801\u4efb\u52a1\u77e5\u8bc6\u7684\u4e0d\u53d8\u53c2\u6570\uff09\u4f5c\u4e3a\u5f53\u524d\u8f93\u5165\u7684\u4e0a\u4e0b\u6587\uff0c\u4e00\u8d77\u8f93\u5165\u7ed9 attention\u3002<\/p>



      <\/p>

      MAG\uff0c\u8bb0\u5fc6\u4f5c\u4e3a\u95e8<\/strong><\/p>

      \u5728\u8bb0\u5fc6\u6a21\u5757\u548c\u6ed1\u52a8\u7a97\u53e3 attention \u4e24\u4e2a\u5206\u652f\u4e0a\u8fdb\u884c\u95e8\u63a7\u878d\u5408\u3002<\/p>



      <\/p>

      MAL\uff0c\u8bb0\u5fc6\u4f5c\u4e3a\u5c42<\/strong><\/p>

      \u5c06\u8bb0\u5fc6\u6a21\u5757\u4f5c\u4e3a\u72ec\u7acb\u7684\u4e00\u5c42\uff0c\u538b\u7f29\u5386\u53f2\u4fe1\u606f\u540e\u518d\u8f93\u5165\u7ed9 attention\u3002<\/p>



      <\/p>

      \u5728\u5b9e\u9a8c\u4e2d\uff0c\u53d1\u73b0\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u7f3a\u70b9\u3002<\/p>

      Titans \u5728\u8bed\u8a00\u5efa\u6a21\u3001\u5e38\u8bc6\u63a8\u7406\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7b49\u4efb\u52a1\u4e0a\u5168\u9762\u8d85\u8d8a Transformer \u548c Mamba \u7b49\u5404\u8def\u67b6\u6784\u7684 SOTA \u6a21\u578b\u3002<\/p>

      \u5e76\u4e14\u4ec5\u9760\u957f\u671f\u8bb0\u5fc6\u6a21\u5757\uff08LMM\uff0cLong-term Memory Module\uff09\u672c\u8eab\uff0c\u5c31\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u51fb\u8d25\u57fa\u7ebf\u3002<\/p>

      \u8bc1\u660e\u4e86\u5373\u4f7f\u6ca1\u6709\u77ed\u671f\u8bb0\u5fc6\uff08\u4e5f\u5c31\u662f Attention\uff09\uff0c\u8be5\u673a\u5236\u4e5f\u5177\u5907\u72ec\u7acb\u5b66\u4e60\u7684\u80fd\u529b\u3002<\/p>



      <\/p>

      \u5728\u957f\u6587\u672c\u4e2d\u5bfb\u627e\u7ec6\u7c92\u5ea6\u7ebf\u7d22\u7684\u201c\u5927\u6d77\u635e\u9488\u201d\u6d4b\u8bd5\u4e2d\uff0c\u5e8f\u5217\u957f\u5ea6\u4ece 2k \u589e\u52a0\u5230 16k\uff0c\u51c6\u786e\u7387\u4fdd\u6301\u5728 90% \u5de6\u53f3\u3002<\/p>



      <\/p>

      \u4f46\u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u901a\u7528\u7684\u6d4b\u8bd5\u5df2\u7ecf\u4f53\u73b0\u4e0d\u51fa Titans \u5728\u957f\u6587\u672c\u4e0a\u7684\u4f18\u52bf\u3002<\/p>

      \u5728\u53e6\u4e00\u9879\u9700\u8981\u5bf9\u5206\u5e03\u5728\u6781\u957f\u6587\u6863\u4e2d\u7684\u4e8b\u5b9e\u505a\u63a8\u7406\u7684\u4efb\u52a1\u4e2d\uff0cTitans \u8868\u73b0\u8d85\u8fc7\u4e86 GPT4 \u3001Mamba \u7b49\uff0c\u4ee5\u53ca Llama3.1 + RAG \u7684\u7cfb\u7edf\u3002<\/p>



      <\/p>

      \u53e6\u5916\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3001DNA \u5e8f\u5217\u5efa\u6a21\u7b49\u7279\u5b9a\u4efb\u52a1\u4e2d\uff0cTitans \u4e5f\u53d6\u5f97\u4e0d\u9519\u7684\u8868\u73b0\u3002<\/p>

      \u4e09\u4f4d\u4f5c\u8005\u6765\u81ea Google Research NYC \u7b97\u6cd5\u548c\u4f18\u5316\u56e2\u961f\uff0c\u76ee\u524d\u8fd8\u6ca1\u88ab\u5408\u5e76\u5230 Google DeepMind\u3002<\/p>

      \u4e00\u4f5c\u662fAli Behrouz<\/strong>\u6765\u81ea\u5eb7\u5948\u5c14\u5927\u5b66\u7684\u5b9e\u4e60\u751f\u3002<\/p>



      <\/p>

      \u949f\u6c9b\u6797<\/strong>\u662f\u6e05\u534e\u59da\u73ed\u6821\u53cb\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8e\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\uff0c2021 \u5e74\u8d77\u52a0\u5165\u8c37\u6b4c\u4efb\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/p>

      2016 \u5e74\uff0c\u949f\u6c9b\u6797\u672c\u79d1\u671f\u95f4\u7684\u4e00\u4f5c\u8bba\u6587\u88ab\u9876\u4f1a STOC 2016 \u63a5\u6536\uff0c\u662f\u9996\u6b21\u6709\u4e2d\u56fd\u672c\u79d1\u751f\u5728 STOC \u4e0a\u53d1\u8868\u4e00\u4f5c\u8bba\u6587\u3002<\/p>



      <\/p>

      \u9886\u961f\u7684Vahab Mirrokni<\/strong>\u662f Google Fellow \u4ee5\u53ca VP\u3002<\/p>



      <\/p>

      \u56e2\u961f\u8868\u793a Titians \u662f\u7528 Pytorch \u548c Jax \u4e2d\u5b9e\u73b0\u7684\uff0c\u6253\u7b97\u5f88\u5feb\u63d0\u4f9b\u7528\u4e8e\u8bad\u7ec3\u548c\u8bc4\u4f30\u6a21\u578b\u7684\u4ee3\u7801\u3002<\/p>

      \u8bba\u6587\u5730\u5740\uff1a
      https:\/\/arxiv.org\/abs\/2501.00663v1<\/p>

      \u53c2\u8003\u94fe\u63a5\uff1a
      [1]https:\/\/x.com\/behrouz_ali\/status\/1878859086227255347<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

      \u68a6\u6668 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":3313,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3311","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3311","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=3311"}],"version-history":[{"count":7,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3311\/revisions"}],"predecessor-version":[{"id":3319,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3311\/revisions\/3319"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3313"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=3311"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=3311"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=3311"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}