{"id":24801,"date":"2025-03-04T10:17:47","date_gmt":"2025-03-04T02:17:47","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24801"},"modified":"2025-03-04T10:17:47","modified_gmt":"2025-03-04T02:17:47","slug":"%e6%80%a7%e8%83%bd%e6%97%a0%e6%8d%9f%ef%bc%8c%e6%a8%a1%e5%9e%8b%e9%9a%90%e7%a7%81%e4%bf%9d%e6%8a%a4%e6%95%88%e6%9e%9c%e6%8f%90%e5%8d%8750%e8%9a%82%e8%9a%81%e6%95%b0%e7%a7%91%e5%88%9b%e6%96%b0","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/04\/24801\/","title":{"rendered":"\u6027\u80fd\u65e0\u635f\uff0c\u6a21\u578b\u9690\u79c1\u4fdd\u62a4\u6548\u679c\u63d0\u534750%!\u8682\u8681\u6570\u79d1\u521b\u65b0\u8de8\u57df\u5fae\u8c03\u6846\u67b6| AAAI 2025 Oral"},"content":{"rendered":"<div><img data-dominant-color=\"394e62\" data-has-transparency=\"false\" style=\"--dominant-color: #394e62;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24803\" 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LLM \u5927\u5c0f\u7684\u4e00\u534a\uff0c\u8fd9\u610f\u5473\u7740\u5de8\u5927\u7684\u8bad\u7ec3\u6210\u672c\u4e3a\u63d0\u4f9b\u5177\u6709\u4e0d\u540c\u538b\u7f29\u6bd4\u7684\u4eff\u771f\u5668\u5e26\u6765\u4e86\u91cd\u5927\u7f3a\u9677\u3002<\/p>\n<h3>ScaleOT\u5b9e\u73b0\uff1a\u6846\u67b6\u8bbe\u8ba1\u548c\u521b\u5efa\u8fc7\u7a0b<\/h3>\n<p>\u5982\u56fe 2(c) \u6240\u793a\uff0c\u8be5\u6846\u67b6\u7531\u4e24\u4e2a\u9636\u6bb5\u7ec4\u6210\uff1a\u91cd\u8981\u6027\u4f30\u8ba1\u548c\u4eff\u771f\u5668\u751f\u6210\u3002<\/p>\n<p>\u5bf9\u4e8e\u7b2c\u4e00\u9636\u6bb5\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u91cd\u8981\u6027\u611f\u77e5\u578b\u5c42\u66ff\u6362\u7684\u7b97\u6cd5 Dynamic LayerReplace\uff0c\u8be5\u7b97\u6cd5\u9700\u8981\u4f7f\u7528\u4e00\u79cd\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u6765\u786e\u5b9a LLM \u4e2d\u6bcf\u4e00\u5c42\u7684\u91cd\u8981\u6027\u3002\u540c\u65f6\uff0c\u5bf9\u4e8e\u4e0d\u592a\u91cd\u8981\u7684\u5c42\uff0c\u52a8\u6001\u9009\u62e9\u5e76\u8bad\u7ec3\u4e00\u7ec4\u53ef\u8bad\u7ec3\u7684\u534f\u8c03\u5668\u4f5c\u4e3a\u66ff\u4ee3\uff0c\u8fd9\u4e9b\u534f\u8c03\u5668\u662f\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff0c\u53ef\u7528\u4e8e\u66f4\u597d\u5730\u5b9e\u73b0\u5269\u4f59\u5c42\u7684\u5bf9\u9f50\u3002<\/p>\n<p>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6839\u636e\u5b66\u4e60\u5230\u7684\u91cd\u8981\u6027\u5f97\u5206\uff0c\u53ef\u5c06\u539f\u59cb\u6a21\u578b\u5c42\u53ca\u5176\u5bf9\u5e94\u7684\u534f\u8c03\u5668\u4ee5\u5404\u79cd\u65b9\u5f0f\u7ec4\u5408\u5230\u4e00\u8d77\uff0c\u4ece\u800c\u5f97\u5230\u4eff\u771f\u5668\uff08emulator\uff09\uff0c\u540c\u65f6\u8fd8\u80fd\u5728\u6a21\u578b\u6240\u6709\u8005\u7aef\u7ef4\u6301\u4ee4\u4eba\u6ee1\u610f\u7684\u6027\u80fd\uff0c\u5982\u56fe 1(d) \u6240\u793a\u3002<\/p>\n<p>\u6839\u636e\u5b9e\u8df5\u7ecf\u9a8c\u53d1\u73b0\uff0c\u5982\u679c\u4f7f\u7528\u79e9\u5206\u89e3\u6765\u8fdb\u4e00\u6b65\u5730\u538b\u7f29\u5269\u4f59\u7684\u6a21\u578b\u5c42\uff0c\u8fd8\u53ef\u4ee5\u66f4\u597d\u5730\u5b9e\u73b0\u9690\u79c1\u4fdd\u62a4\uff0c\u540c\u65f6\u6a21\u578b\u7684\u6027\u80fd\u4e0b\u964d\u4e5f\u4e0d\u4f1a\u592a\u591a\u3002\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u9009\u62e9\u6027\u79e9\u538b\u7f29\uff08SRC\uff09\u65b9\u6cd5\u3002<\/p>\n<p>\u56e2\u961f\u8fdb\u884c\u4e86\u5927\u91cf\u5b9e\u9a8c\uff0c\u6d89\u53ca\u591a\u4e2a\u6a21\u578b\u548c\u6570\u636e\u96c6\uff0c\u6700\u7ec8\u8bc1\u660e\u65b0\u63d0\u51fa\u7684\u65b9\u6cd5\u786e\u5b9e\u4f18\u4e8e\u4e4b\u524d\u7684\u65b9\u6cd5\uff0c\u540c\u65f6\u8fd8\u80fd\u8c03\u6574\u538b\u7f29\u540e\u4eff\u771f\u5668\u6a21\u578b\u7684\u5927\u5c0f\u4ee5\u53ca SRC \u4e2d\u7684\u79e9\u7ea6\u7b80\u7387\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u65b0\u65b9\u6cd5\u7684\u6709\u6548\u6027\u548c\u53ef\u884c\u6027\u90fd\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/p>\n<p><strong>\u603b\u7ed3\u8d77\u6765\uff0c\u8fd9\u9879\u7814\u7a76\u505a\u51fa\u4e86\u4e09\u5927\u8d21\u732e<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-PDWZ7cP0\">\n<li data-id=\"l34939b2-HblNApAn\">\u63d0\u51fa\u4e86\u4e00\u79cd\u7075\u6d3b\u7684\u65b9\u6cd5\uff0c\u53ef\u4e3a\u8de8\u57df\u5fae\u8c03\u5f97\u5230\u591a\u79cd\u5927\u5c0f\u7684\u538b\u7f29\u7248\u6a21\u578b\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd\u91cd\u8981\u6027\u611f\u77e5\u578b\u6709\u635f\u538b\u7f29\u7b97\u6cd5 Dynamic LayerReplace\uff0c\u8be5\u7b97\u6cd5\u9762\u5411\u4f7f\u7528 LLM \u7684\u8de8\u57df\u5fae\u8c03\uff0c\u53ef\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u548c\u534f\u8c03\u5668\u6765\u6269\u5c55\u4eff\u771f\u5668\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u53ef\u4ee5\u5b9e\u73b0\u7075\u6d3b\u7684\u591a\u79cd\u89c4\u6a21\u7684\u538b\u7f29\u6a21\u578b\u751f\u6210\u3002<\/li>\n<li data-id=\"l34939b2-qNohvrPC\">\u4ec5\u9700\u4e00\u70b9\u70b9\u5fae\u8c03\u6027\u80fd\u4e0b\u964d\uff0c\u5c31\u80fd\u901a\u8fc7\u8fdb\u4e00\u6b65\u7684\u538b\u7f29\u83b7\u5f97\u66f4\u597d\u7684\u9690\u79c1\uff1a\u65b0\u63d0\u51fa\u7684\u9009\u62e9\u6027\u79e9\u538b\u7f29\u7b56\u7565\u4ec5\u9700\u5c11\u91cf\u6027\u80fd\u635f\u5931\u5c31\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u9690\u79c1\u3002<\/li>\n<li data-id=\"l34939b2-SJHikiMr\">\u5168\u9762\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u65b0\u63d0\u51fa\u7684 ScaleOT \u4f18\u4e8e\u5f53\u524d\u6700\u4f73\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<p><img data-dominant-color=\"684e55\" data-has-transparency=\"true\" style=\"--dominant-color: #684e55;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24807\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e7c51cc1644299fe1c0700811fe0a5bb420df3.png\" width=\"996\" height=\"1144\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e7c51cc1644299fe1c0700811fe0a5bb420df3.png 996w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e7c51cc1644299fe1c0700811fe0a5bb420df3-261x300.png 261w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e7c51cc1644299fe1c0700811fe0a5bb420df3-892x1024.png 892w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e7c51cc1644299fe1c0700811fe0a5bb420df3-131x150.png 131w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e7c51cc1644299fe1c0700811fe0a5bb420df3-768x882.png 768w\" sizes=\"auto, (max-width: 996px) 100vw, 996px\" \/><\/p>\n<p>\u25b3\u56feoffsite tuning\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u4e0d\u540c\u6a21\u578b<\/p>\n<p>\u5728\u7814\u7a76\u4e2d\uff0c\u8003\u8651\u5230\u9690\u79c1\u95ee\u9898\u963b\u6b62\u4e86\u6570\u636e\u548cLLM\u7684\u6240\u6709\u8005\u4e4b\u95f4\u5171\u4eab\u548c\u5171\u5b58\u6570\u636e\u53ca\u6a21\u578b\u3002\u76ee\u6807\u662f\u5728\u4e0d\u8bbf\u95ee\u6a21\u578b\u6240\u6709\u8005\u7684\u6a21\u578b\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u6570\u636e\u6240\u6709\u8005\u7684\u6570\u636e\u6765\u8c03\u6574\u6a21\u578b\u3002\u4ece\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u2460\u5f00\u59cb\uff0c\u4ee5\u53ca\u4e0b\u6e38\u6570\u636e\u96c6D\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u5728\u4e0b\u6e38\u6570\u636e\u4e0a\u5fae\u8c03\u8fd9\u4e2a\u6a21\u578b\uff0c\u4ee5\u5b9e\u73b0<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/03\/c701cf8395955d29550806426cb0c6297b6e78.png\" data-type=\"inline\" \/><\/p>\n<p>\u5f97\u5230\u6a21\u578b\u2464\uff0c\u5176\u4e2d<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/03\/816ecea88c244478756372055c8b107eeefcaa.png\" data-type=\"inline\" \/><\/p>\n<p>\u8be5\u56e2\u961f\u7684\u76ee\u6807\u662f\u901a\u8fc7\u627e\u5230\u4e00\u4e2a\u6bd4\u6a21\u578b\u2460\u66f4\u5c0f\u3001\u66f4\u5f31\u7684\u66ff\u4ee3\u6a21\u578b\u6a21\u578b\u2461\uff08\u79f0\u4e3a\u4eff\u771f\u5668\uff09\uff0c\u6765\u4fc3\u8fdb\u9690\u79c1\u8fc1\u79fb\u5b66\u4e60\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u53ef\u786e\u4fdd\u4e0e\u4e0b\u6e38\u7528\u6237\u5171\u4eab\u6a21\u578b\u2461\u4e0d\u4f1a\u5a01\u80c1\u5230LLM\u7684\u6240\u6709\u6743\u3002<\/p>\n<p>\u7136\u540e\uff0c\u6570\u636e\u6240\u6709\u8005\u4f7f\u7528\u4ed6\u4eec\u7684\u6570\u636e\u96c6\u5bf9\u66ff\u4ee3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5f97\u5230\u6a21\u578b\u2462\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u5e0c\u671b\uff0c\u901a\u8fc7\u5c06\u8bad\u7ec3\u597d\u7684\u6743\u91cd\u91cd\u65b0\u6574\u5408\u5230\u539f\u59cb\u6a21\u578b\u4e2d\u5f97\u5230\u6a21\u578b\u2463\uff0c\u51e0\u4e4e\u53ef\u4ee5\u590d\u5236\u6a21\u578b\u2464\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u76f4\u63a5\u6a21\u578b\u2460\u7684\u9700\u6c42\u3002<\/p>\n<p>\u4e00\u4e2a\u6709\u6548\u7684\u8de8\u57df\u5fae\u8c03\u5e94\u8be5\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\uff1a<\/p>\n<p>1\uff09\u6a21\u578b\u2460 &lt; \u6a21\u578b\u2463\uff0c\u4ee5\u4f7f\u5fae\u8c03\u8fc7\u7a0b\u6210\u4e3a\u5fc5\u8981\u3002<\/p>\n<p>2\uff09\u6a21\u578b\u2462 &lt; \u6a21\u578b\u2463\uff0c\u4ee5\u963b\u6b62\u4e0b\u6e38\u7528\u6237\u4f7f\u7528\u5fae\u8c03\u540e\u7684\u4eff\u771f\u5668\u3002<\/p>\n<p>3\uff09\u6a21\u578b\u2463 \u2248 \u6a21\u578b\u2464\uff0c\u4ee5\u9f13\u52b1\u4e0b\u6e38\u7528\u6237\u4f7f\u7528\u6a21\u578b\u2463\u3002<\/p>\n<h2>\u57fa\u4e8e Transformer \u67b6\u6784\u8bbe\u8ba1\u8de8\u57df\u5fae\u8c03\uff0c\u66f4\u5f3a\u7684\u5b9e\u7528\u6027<\/h2>\n<p>\u8fd9\u7bc7\u8bba\u6587\u5173\u6ce8\u7684\u91cd\u70b9\u662f\u57fa\u4e8e Transformer \u67b6\u6784\u6765\u8bbe\u8ba1\u8de8\u57df\u5fae\u8c03\u3002<\/p>\n<p>\u8fd9\u91cc\u9700\u8981\u5c06\u6bcf\u4e2a Transformer \u5c42\u89c6\u4e3a\u4e00\u4e2a\u57fa\u672c\u5355\u5143\uff0c\u800c LLM \u53ef\u4ee5\u8868\u793a\u6210 M = {m_1, m_2, . . . , m_n}\uff0c\u5176\u4e2d n \u662f\u603b\u5c42\u6570\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u7684\u65b0\u65b9\u6cd5\u9700\u8981\u5c06 M \u5206\u6210\u4e24\u4e2a\u7ec4\u4ef6\uff1a**\u4e00\u4e2a\u7d27\u51d1\u578b\u7684\u53ef\u8bad\u7ec3\u9002\u5e94\u5668 A \u548c\u6a21\u578b\u7684\u5176\u4f59\u90e8\u5206 E\u3002\u5c42\u7d22\u5f15\u7684\u96c6\u5408\u53ef\u4ee5\u5b9a\u4e49\u6210\u6ee1\u8db3\u6b64\u6761\u4ef6\u3002<\/p>\n<p><img data-dominant-color=\"e9e9e8\" data-has-transparency=\"false\" style=\"--dominant-color: #e9e9e8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24808\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89674c4226a64a4953b367449e77a7e1eb4eb0.jpg\" width=\"226\" height=\"38\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89674c4226a64a4953b367449e77a7e1eb4eb0.jpg 226w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/89674c4226a64a4953b367449e77a7e1eb4eb0-150x25.jpg 150w\" sizes=\"auto, (max-width: 226px) 100vw, 226px\" \/><\/p>\n<p>\u4e3a\u4e86\u4fdd\u62a4\u6a21\u578b\u7684\u9690\u79c1\uff0c\u9700\u8981\u5bf9\u4fdd\u6301\u4e0d\u53d8\u7684\u7ec4\u4ef6 E \u6267\u884c\u4e00\u6b21\u6709\u635f\u538b\u7f29\uff0c\u8fd9\u4f1a\u5f97\u5230\u4e00\u4e2a\u4eff\u771f\u5668 E*\uff0c\u4ece\u800c\u53ef\u901a\u8fc7\u66f4\u65b0 A \u6765\u4fc3\u8fdb\u6a21\u578b\u5fae\u8c03\u3002<\/p>\n<p>\u5f85\u5b8c\u6210\u5728\u6570\u636e\u6240\u6709\u8005\u7aef\u7684\u8bad\u7ec3\u540e\uff0c\u66f4\u65b0\u540e\u7684\u9002\u5e94\u5668 A\u2032 \u4f1a\u88ab\u8fd4\u56de\u5230\u6a21\u578b\u6240\u6709\u8005\u7aef\u5e76\u66ff\u6362 M \u4e2d\u7684\u539f\u6765\u7684 A\u3002\u4e8e\u662f\u53ef\u5c06\u6700\u7ec8\u66f4\u65b0\u540e\u7684 LLM \u8868\u793a\u4e3a M\u2032 = [A\u2032, E]\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6709\u635f\u538b\u7f29\u5fc5\u5b9a\u4f1a\u9650\u5236\u4e0b\u6e38\u7528\u6237\u7684 [A\u2032, E\u2217] \u6a21\u578b\u6027\u80fd\uff0c\u4f46\u5374\u5b9e\u73b0\u4e86\u5bf9\u6a21\u578b\u6240\u6709\u6743\u7684\u4fdd\u62a4\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u89e3\u51b3\u4e86\u8be5\u95ee\u9898\u7684\u4e24\u4e2a\u5173\u952e\uff1a\u83b7\u5f97 A \u548c E \u7684\u9002\u5f53\u5212\u5206\u4ee5\u53ca\u5b9e\u73b0\u4ece E \u5230 E\u2217 \u7684\u66f4\u597d\u538b\u7f29\uff0c\u4ece\u800c\u5b9e\u73b0\u6709\u6548\u7684\u5fae\u8c03\u5e76\u4fdd\u6301\u9690\u79c1\u3002<\/p>\n<p>\u5bf9\u4e8e\u524d\u8005\uff0c\u8be5\u56e2\u961f\u5728\u6a21\u578b\u5c42\u4e0a\u5f15\u5165\u4e86\u91cd\u8981\u6027\u5206\u6570\uff08importance score\uff09\uff0c\u53ef\u7528\u4e8e\u5f15\u5bfc A \u548c E \u7684\u9009\u62e9\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u7528\u8f7b\u91cf\u7ea7\u7f51\u7edc\u52a8\u6001\u66ff\u6362\u539f\u59cb\u5c42\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6765\u4f30\u8ba1\u91cd\u8981\u6027\u5206\u6570\u3002<\/p>\n<p>\u8fd9\u4e9b\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff08\u79f0\u4e3a\u534f\u8c03\u5668\/harmonizer\uff09\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7528\u4f5c E \u4e2d\u5404\u5c42\u7684\u66ff\u4ee3\uff0c\u4ece\u800c\u63d0\u9ad8\u5b8c\u6574\u7248\u5df2\u9002\u5e94\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5bf9\u4e8e E \u4e2d\u88ab\u534f\u8c03\u5668\u66ff\u6362\u7684\u5176\u4f59\u5c42\uff0c\u8be5\u56e2\u961f\u8fd8\u63d0\u51fa\u4e86\u9009\u62e9\u6027\u79e9\u538b\u7f29\uff08selective rank compression\uff09\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5728\u4fdd\u6301\u5b8c\u6574\u7248\u5df2\u9002\u5e94\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u8fd8\u80fd\u4fdd\u8bc1\u66f4\u597d\u7684\u9690\u79c1\u3002<\/p>\n<h3>\u91cd\u8981\u6027\u611f\u77e5\u578b\u52a8\u6001\u5c42\u66ff\u6362<\/h3>\n<p><img data-dominant-color=\"d4d5c9\" data-has-transparency=\"true\" style=\"--dominant-color: #d4d5c9;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24809\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/450dd81364ce627139e582c8ea25336627daec.png\" width=\"1080\" height=\"864\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/450dd81364ce627139e582c8ea25336627daec.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/450dd81364ce627139e582c8ea25336627daec-300x240.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/450dd81364ce627139e582c8ea25336627daec-1024x819.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/450dd81364ce627139e582c8ea25336627daec-150x120.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/450dd81364ce627139e582c8ea25336627daec-768x614.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u25b3\u56fe\u52a8\u6001\u5c42\u66ff\u6362\u7b97\u6cd5\u5c55\u793a\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u57fa\u4e8e\u5c42\u66ff\u6362\u7684\u538b\u7f29\u7b97\u6cd5\uff1a<strong>Dynamic LayerReplace\uff08\u52a8\u6001\u5c42\u66ff\u6362\uff09<\/strong>\u3002<\/p>\n<p>\u5176\u76ee\u6807\u662f\u4f30\u8ba1 LLM \u4e2d\u6bcf\u5c42\u7684\u91cd\u8981\u6027\uff0c\u5e76\u7528\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff08\u79f0\u4e3a\u534f\u8c03\u5668\uff09\u66ff\u6362\u4e0d\u592a\u91cd\u8981\u7684\u5c42\uff0c\u4ee5\u4fdd\u6301\u5c42\u4e4b\u95f4\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u53cc\u8fc7\u7a0b\u65b9\u6cd5\uff0c\u5305\u542b\u4e86\u534f\u8c03\u5668\u66f4\u65b0\u5faa\u73af\u548c\u91cd\u8981\u6027\u66f4\u65b0\u5faa\u73af\u3002<\/p>\n<p>\u5728\u534f\u8c03\u5668\u66f4\u65b0\u5faa\u73af\u4e2d\uff0c\u6839\u636e\u91cd\u8981\u6027\u8bc4\u5206\uff0c\u9009\u62e9\u90e8\u5206\u5b8c\u6574\u5c42\u66ff\u6362\u4e3a\u548c\u8c10\u5668\uff0c\u7136\u540e\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\uff08DL\uff09\u6765\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u8bad\u7ec3\u534f\u8c03\u5668\u3002\u5728\u91cd\u8981\u6027\u66f4\u65b0\u5faa\u73af\u4e2d\uff0c\u6bcf\u5c42\u7684\u91cd\u8981\u6027\u8bc4\u5206\u901a\u8fc7\u501f\u9274\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684K\u81c2\u8d4c\u535a\u673a\u95ee\u9898\u8fdb\u884c\u66f4\u65b0\u3002<\/p>\n<p>\u5728\u8bad\u7ec3\u7ed3\u675f\u65f6\uff0c\u53ef\u4ee5\u83b7\u5f97\u4e00\u7ec4\u7528\u4e8e\u5c42\u66ff\u6362\u7684\u534f\u8c03\u5668\uff0c\u4ee5\u53ca\u4f30\u8ba1\u7684\u9010\u5c42\u91cd\u8981\u6027\u8bc4\u5206\u3002\u5b83\u4eec\u5c06\u7528\u4e8e\u968f\u540e\u7684\u53ef\u6269\u5c55\u4eff\u771f\u5668\u751f\u6210\u9636\u6bb5\u3002<\/p>\n<h3>\u9009\u62e9\u6027\u79e9\u538b\u7f29<\/h3>\n<p>\u8be5\u56e2\u961f\u901a\u8fc7\u5927\u91cf\u7814\u7a76\u53d1\u73b0\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53c2\u6570\u6570\u91cf\u8fdc\u8d85\u8fc7\u5b9e\u9645\u9700\u8981\uff0c\u5373\u4f7f\u53bb\u6389\u4e00\u90e8\u5206\u53c2\u6570\u4e5f\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e00\u53d1\u73b0\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u8fc7<strong>\u4f4e\u79e9\u8fd1\u4f3c\u538b\u7f29\u4eff\u771f\u5668\u6743\u91cd<\/strong>\u7684\u65b9\u6cd5\u6765\u589e\u5f3a\u6a21\u578b\u7684\u9690\u79c1\u4fdd\u62a4\u529f\u80fd\u3002\u5f53\u6743\u91cd\u7684\u9ad8\u9636\u5206\u91cf\u88ab\u964d\u4f4e\u65f6\uff0c\u4eff\u771f\u5668\u7684\u8868\u8fbe\u80fd\u529b\u4f1a\u76f8\u5e94\u51cf\u5f31\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u5927\u7684\u6027\u80fd\u5dee\u8ddd\u3002\u540c\u65f6\uff0c\u5269\u4f59\u7684\u4f4e\u9636\u6743\u91cd\u5206\u91cf\u4ecd\u7136\u53ef\u4ee5\u4e3a\u8c03\u4f18\u8fc7\u7a0b\u4e2d\u7684\u9002\u914d\u5668\u66f4\u65b0\u63d0\u4f9b\u8fd1\u4f3c\u68af\u5ea6\u65b9\u5411\u3002<\/p>\n<p>Transformer\u6a21\u578b\u7684\u6bcf\u4e00\u5c42\u4e3b\u8981\u7531\u4e24\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u591a\u5934\u81ea\u6ce8\u610f\u529b\u5c42(MHSA)\u548c\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42(FFN)\u3002MHSA\u8d1f\u8d23\u5904\u7406\u8bcd\u5143\u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u800cFFN\u5219\u8fdb\u4e00\u6b65\u5904\u7406\u5355\u4e2a\u8bcd\u5143\u5185\u7684\u4fe1\u606f\u8f6c\u6362\u3002\u4e3a\u4e86\u63d0\u5347\u8868\u8fbe\u80fd\u529b\uff0cFFN\u7684\u9690\u85cf\u7ef4\u5ea6\u901a\u5e38\u8bbe\u7f6e\u5f97\u5f88\u9ad8\uff0c\u662f\u8f93\u5165\u8f93\u51fa\u7ef4\u5ea6\u76842.5\u52304\u500d\u3002<\/p>\n<p>\u8003\u8651\u5230FFN\u672c\u8eab\u5c31\u5177\u6709\u9ad8\u79e9\u7684\u7279\u6027\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u7b56\u7565\u2014\u2014\u53ea\u5bf9MHSA\u5c42\u7684\u6743\u91cd\u8fdb\u884c\u79e9\u538b\u7f29\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u9690\u79c1\u4fdd\u62a4\u3002<\/p>\n<p>\u5982\u56fe3\u6240\u793a\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u5982\u679c\u5bf9\u6240\u6709\u5c42(MHSA+FFN)\u6216\u4ec5\u5bf9FFN\u8fdb\u884c\u79e9\u538b\u7f29\uff0c\u90fd\u4f1a\u5bfc\u81f4\u6a21\u578b\u548c\u6570\u636e\u6027\u80fd\u7684\u6307\u6570\u7ea7\u4e0b\u964d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4ec5\u5bf9MHSA\u5c42\u8fdb\u884c\u79e9\u538b\u7f29\u65f6\u3002\u867d\u7136\u4f1a\u4f7f\u4eff\u771f\u5668\u6027\u80fd\u5feb\u901f\u4e0b\u964d\uff0c\u4f46\u5bf9\u63d2\u4ef6\u6027\u80fd\u7684\u5f71\u54cd\u8f83\u5c0f\uff0c\u5c24\u5176\u662f\u5728\u538b\u7f29\u6bd4\u5927\u4e8e0.6\u65f6\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u9009\u62e9\u4e86\u5bf9\u4eff\u771f\u5668\u4e2d\u7684MHSA\u5c42\u8fdb\u884c\u79e9\u538b\u7f29\u7684\u7b56\u7565\u3002<\/p>\n<p><img data-dominant-color=\"e8e6e2\" data-has-transparency=\"false\" style=\"--dominant-color: #e8e6e2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24810\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e4cacca83f0e612d6904400d5c1b1b16e68630.jpg\" width=\"910\" height=\"723\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e4cacca83f0e612d6904400d5c1b1b16e68630.jpg 910w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e4cacca83f0e612d6904400d5c1b1b16e68630-300x238.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e4cacca83f0e612d6904400d5c1b1b16e68630-150x119.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/e4cacca83f0e612d6904400d5c1b1b16e68630-768x610.jpg 768w\" sizes=\"auto, (max-width: 910px) 100vw, 910px\" 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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d3c083053bea9e12d9f3174259cc0c90bbb4a8.png\" width=\"1080\" height=\"378\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d3c083053bea9e12d9f3174259cc0c90bbb4a8.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d3c083053bea9e12d9f3174259cc0c90bbb4a8-300x105.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d3c083053bea9e12d9f3174259cc0c90bbb4a8-1024x358.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d3c083053bea9e12d9f3174259cc0c90bbb4a8-150x53.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d3c083053bea9e12d9f3174259cc0c90bbb4a8-768x269.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" 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\/>\nhttps:\/\/arxiv.org\/pdf\/2412.09812<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_24801\" class=\"pvc_stats total_only  \" data-element-id=\"24801\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 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