{"id":6717,"date":"2025-09-26T17:07:00","date_gmt":"2025-09-26T09:07:00","guid":{"rendered":"https:\/\/www.icnlab.cn\/?p=6717"},"modified":"2026-02-19T11:49:16","modified_gmt":"2026-02-19T03:49:16","slug":"%e7%ac%ac-33%e5%b1%8a-ieee-%e5%9b%bd%e9%99%85%e7%bd%91%e7%bb%9c%e5%8d%8f%e8%ae%ae%e4%bc%9a%e8%ae%ae%ef%bc%88icnp-2025%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.icnlab.cn\/?p=6717","title":{"rendered":"\u7b2c33\u5c4aIEEE ICNP2025\u56fd\u9645\u7f51\u7edc\u534f\u8bae\u4f1a\u8bae\uff08CCF B, \u9996\u5c14\uff09"},"content":{"rendered":"\n

2025\u5e749\u670822-25\u65e5\uff0c\u7b2c\u00a033\u5c4a\u00a0IEEE\u00a0\u56fd\u9645\u7f51\u7edc\u534f\u8bae\u4f1a\u8bae\uff08ICNP\u00a02025\uff09\u5728\u97e9\u56fd\u9996\u5c14\u4e3e\u529e\u3002\u4f1a\u8bae\u4ee5\u4e25\u683c\u7b5b\u9009\u673a\u5236\u8457\u79f0\uff0c2024\u5e74\u5f55\u7528\u7387\u7ea624.4%\uff0c\u88ab\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\uff08CCF\uff09\u5217\u4e3a\u63a8\u8350B\u7c7b\u4f1a\u8bae\u3002\u5b9e\u9a8c\u5ba4\u540c\u5b66\u590f\u9716\u7ff0\uff08\u76ee\u524d\u5df2\u5728\u7f8e\u56fd\u8bfb\u535a\u58eb\uff09\u8bba\u6587\u300aMamba4Net:\u00a0Distilled\u00a0Hybrid\u00a0Mamba\u00a0Large\u00a0Language\u00a0Models\u00a0For\u00a0Networking<\/a>\u300b\u88ab\u5f55\u7528\uff0cMamba4Net\u4ee3\u7801\u5df2\u7ecf\u5f00\u6e90<\/a>\u3002<\/p>\n\n\n\n

\u57fa\u4e8e Transformer \u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6b63\u8d8a\u6765\u8d8a\u591a\u5730\u88ab\u5e94\u7528\u4e8e\u7f51\u7edc\u7814\u7a76\u9886\u57df\uff0c\u4ee5\u5e94\u5bf9\u7279\u5b9a\u9886\u57df\u7684\u6311\u6218\u3002\u7136\u800c\uff0c\u5176\u4e8c\u6b21\u65b9\u65f6\u95f4\u590d\u6742\u5ea6\u548c\u5e9e\u5927\u7684\u6a21\u578b\u5c3a\u5bf8\uff0c\u5e38\u5e38\u5bfc\u81f4\u5de8\u5927\u7684\u8ba1\u7b97\u5f00\u9500\u548c\u5185\u5b58\u9650\u5236\uff0c\u5c24\u5176\u662f\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u3002<\/p>\n\n\n\n

\u53d7\u77e5\u8bc6\u84b8\u998f\u8303\u5f0f\u4e2d Deepseek-R1 \u6a21\u578b\u7684\u9ad8\u6548\u6027\u4e0e\u9ad8\u6027\u80fd\u542f\u53d1\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a Mamba4Net<\/strong> \u7684\u65b0\u578b\u8de8\u67b6\u6784<\/strong>\u84b8\u998f\u6846\u67b6\u3002Mamba4Net \u5c06\u57fa\u4e8e Transformer \u7684 LLMs \u4e2d\u7684\u7f51\u7edc\u7279\u5b9a\u77e5\u8bc6\uff0c\u8fc1\u79fb\u5230\u91c7\u7528 Mamba \u67b6\u6784\u6784\u5efa\u7684\u5b66\u751f\u6a21\u578b\u4e2d\uff0c\u800c Mamba \u67b6\u6784\u7684\u7279\u70b9\u662f\u5177\u6709\u7ebf\u6027\u65f6\u95f4O\uff08n\uff09<\/strong>\u590d\u6742\u5ea6\u3002\u4e0e Transformer \u6a21\u578b\u7684\u4e8c\u6b21\u65b9O(n2)\u590d\u6742\u5ea6\u76f8\u6bd4\uff0c\u8fd9\u79cd\u8bbe\u8ba1\u663e\u8457\u63d0\u5347\u4e86\u8ba1\u7b97\u6548\u7387\uff0c\u540c\u65f6\u66f4\u5c0f\u7684\u6a21\u578b\u5c3a\u5bf8\u4e5f\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u8ba1\u7b97\u9700\u6c42\uff0c\u4ece\u800c\u63d0\u5347\u4e86\u6574\u4f53\u6027\u80fd\u548c\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u8bc4\u4f30\u5176\u6709\u6548\u6027\uff0cMamba4Net \u5728\u4e09\u4e2a\u4e0d\u540c\u7684\u7f51\u7edc\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff1a\u89c6\u53e3\u9884\u6d4b\u3001\u81ea\u9002\u5e94\u7801\u7387\u6d41\u4f20\u8f93\u548c\u96c6\u7fa4\u4f5c\u4e1a\u8c03\u5ea6\u3002\u4e0e\u672a\u5229\u7528 LLMs \u7684\u73b0\u6709\u65b9\u6cd5\u76f8\u6bd4\uff0cMamba4Net \u5c55\u73b0\u51fa\u4e86\u66f4\u4f18\u8d8a\u7684\u4efb\u52a1\u6027\u80fd\u3002\u6b64\u5916\uff0c\u4e0e\u76f4\u63a5\u5e94\u7528\u57fa\u4e8e Transformer \u7684 LLMs \u76f8\u6bd4\uff0c\u5b83\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\uff0c\u5305\u62ec\u541e\u5410\u91cf\u9ad8\u8fbe 3.96 \u500d<\/strong>\uff084\u500d\uff09\uff0c\u4ee5\u53ca\u5b58\u50a8\u5360\u7528\u4ec5\u4e3a\u5148\u524d\u57fa\u4e8e LLM \u65b9\u6cd5\u7684 5.48%<\/strong>(\u4e8c\u5341\u5206\u4e4b\u4e00)\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u7ed3\u679c\u7a81\u663e\u4e86 Mamba4Net \u5728\u7f51\u7edc\u73af\u5883\u4e2d\u5b9e\u73b0 LLM \u884d\u751f\u77e5\u8bc6\u4f4e\u6210\u672c\u5e94\u7528\u7684\u6f5c\u529b\u3002\u5176\u6e90\u4ee3\u7801\u5df2\u516c\u5f00\u53ef\u7528\uff0c\u4ee5\u652f\u6301\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u4e0e\u5f00\u53d1\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u8981\u70b9\u603b\u7ed3<\/h3>\n\n\n\n
  1. \u95ee\u9898<\/strong>\uff1aTransformer LLMs \u5728\u7f51\u7edc\u7814\u7a76\u4e2d\u8ba1\u7b97\u5f00\u9500\u5927\u3001\u5185\u5b58\u5360\u7528\u9ad8\u3002<\/li>
  2. \u65b9\u6848<\/strong>\uff1a\u63d0\u51fa Mamba4Net<\/strong> \u6846\u67b6\uff0c\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\uff0c\u5c06 Transformer LLM \u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u66f4\u9ad8\u6548\u7684 Mamba \u6a21\u578b\u4e2d (\u601d\u8def\u4e0eDeepSeek\u7c7b\u4f3c\uff0c\u964d\u4f4e\u5168\u8bad\u7ec3\u5f00\u9500\u548c\u6210\u672c)\u3002<\/li>
  3. \u4f18\u52bf<\/strong>\uff1aMamba \u6a21\u578b\u5177\u6709\u7ebf\u6027\u590d\u6742\u5ea6\uff0c\u6a21\u578b\u66f4\u5c0f\uff0c\u8ba1\u7b97\u66f4\u5feb\u3002<\/li>
  4. \u9a8c\u8bc1<\/strong>\uff1a\u5728\u89c6\u53e3\u9884\u6d4b\u3001\u81ea\u9002\u5e94\u7801\u7387\u6d41\u3001\u96c6\u7fa4\u8c03\u5ea6\u4e09\u4e2a\u4efb\u52a1\u4e0a\uff0cMamba4Net \u6027\u80fd\u4f18\u4e8e\u4f20\u7edf\u65b9\u6cd5\uff0c\u4e14\u6bd4\u76f4\u63a5\u4f7f\u7528 Transformer LLMs \u541e\u5410\u91cf\u9ad8 3.96 \u500d\uff0c\u5b58\u50a8\u5360\u7528\u4ec5\u4e3a 5.48%<\/strong>\u3002<\/li>
  5. \u610f\u4e49<\/strong>\uff1a\u4e3a\u5728\u7f51\u7edc\u9886\u57df\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u5730\u5e94\u7528 LLM \u77e5\u8bc6\u63d0\u4f9b\u4e86\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>
  6. \u4ee3\u7801\u5f00\u6e90<\/strong>\uff1a https:\/\/github.com\/Xia12121\/Mamba4Net <\/li><\/ol>\n\n\n\n
    \"\u7b2c33\u5c4aIEEE
    \u6676\u6676\u535a\u540e\u505a\u5ba3\u8bb2<\/figcaption><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"

    2025\u5e749\u670822-25\u65e5\uff0c\u7b2c\u00a033\u5c4a\u00a0IEEE\u00a0\u56fd\u9645\u7f51\u7edc\u534f\u8bae\u4f1a\u8bae\uff08ICNP\u00a02025\uff09\u5728\u97e9\u56fd\u9996\u5c14\u4e3e\u529e\u3002\u4f1a\u8bae\u4ee5 […]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[31,34,4],"tags":[49],"_links":{"self":[{"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=\/wp\/v2\/posts\/6717"}],"collection":[{"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6717"}],"version-history":[{"count":5,"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=\/wp\/v2\/posts\/6717\/revisions"}],"predecessor-version":[{"id":6787,"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=\/wp\/v2\/posts\/6717\/revisions\/6787"}],"wp:attachment":[{"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.icnlab.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}