{"id":28096,"date":"2025-04-23T17:58:02","date_gmt":"2025-04-23T09:58:02","guid":{"rendered":"http:\/\/192.168.10.115\/?p=28096"},"modified":"2025-04-23T17:58:02","modified_gmt":"2025-04-23T09:58:02","slug":"rss-2025%ef%bd%9c%e8%8b%8f%e9%bb%8e%e4%b8%96%e6%8f%90%e5%87%ba%e3%80%8cllm-mpc%e6%b7%b7%e5%90%88%e6%9e%b6%e6%9e%84%e3%80%8d%e5%a2%9e%e5%bc%ba%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%ef%bc%8c%e6%8e%a8","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/04\/23\/28096\/","title":{"rendered":"RSS 2025\uff5c\u82cf\u9ece\u4e16\u63d0\u51fa\u300cLLM-MPC\u6df7\u5408\u67b6\u6784\u300d\u589e\u5f3a\u81ea\u52a8\u9a7e\u9a76\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u534710.5\u500d\uff01"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1897665662173811479\">https:\/\/zhuanlan.zhihu.com\/p\/1897665662173811479<\/a><\/p>\n\n\n\n<p><strong>\u5f15\u8a00<\/strong><br>\u968f\u7740\u6280\u672f\u6301\u7eed\u8fdb\u6b65\uff0c\u81ea\u52a8\u9a7e\u9a76\u4ece\u6982\u5ff5\u9010\u6b65\u8fc8\u5411\u73b0\u5b9e\uff0c\u4e3a\u672a\u6765\u51fa\u884c\u52fe\u52d2\u51fa\u5168\u65b0\u7684\u56fe\u666f\u3002\u7136\u800c\uff0c\u8fd9\u6761\u53d1\u5c55\u4e4b\u8def\u5e76\u975e\u4e00\u5e06\u98ce\u987a\uff0c\u4f20\u7edf\u6570\u636e\u9a71\u52a8\u7684\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u5728\u9762\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u590d\u6742\u591a\u6837\u7684\u9a7e\u9a76\u573a\u666f\u65f6\uff0c\u906d\u9047\u4e86\u4e25\u5cfb\u7684\u6311\u6218\u3002\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff0c\u5c3d\u7ba1\u5728\u5927\u91cf\u5e38\u89c1\u573a\u666f\u7684\u8bad\u7ec3\u4e0b\u80fd\u591f\u5c55\u73b0\u51fa\u4e00\u5b9a\u7684\u667a\u80fd\u6027\uff0c\u4f46\u5728\u5904\u7406\u6781\u7aef\u60c5\u51b5\u65f6\u5374\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u8fd9\u662f\u56e0\u4e3a\u73b0\u5b9e\u4e2d\u7684\u9a7e\u9a76\u573a\u666f\u60c5\u51b5\u590d\u6742\uff0c\u96be\u4ee5\u901a\u8fc7\u6709\u9650\u7684\u6570\u636e\u96c6\u8986\u76d6\u6240\u6709\u53ef\u80fd\u6027\u3002\u4f8b\u5982\uff0c\u9047\u5230\u9053\u8def\u4e34\u65f6\u65bd\u5de5\u3001\u52a8\u7269\u7a81\u7136\u95ef\u5165\u7b49\u60c5\u51b5\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5f80\u5f80\u65e0\u6cd5\u505a\u51fa\u51c6\u786e\u4e14\u5408\u7406\u7684\u51b3\u7b56\u3002<br>\u4e0e\u6b64\u540c\u65f6\uff0c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256672279&amp;content_type=Article&amp;match_order=1&amp;q=%E5%A4%A7%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u8bed\u8a00\u6a21\u578b<\/a>\uff08LLMs\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u5176\u5f3a\u5927\u7684\u77e5\u8bc6\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u80fd\u529b\u4ee4\u4eba\u77a9\u76ee\u3002\u8fd9\u4e00\u6280\u672f\u7684\u5d1b\u8d77\uff0c\u4e3a\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u66d9\u5149\u3002LLMs\u53ef\u4ee5\u7406\u89e3\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0c\u57fa\u4e8e\u5e7f\u6cdb\u7684\u77e5\u8bc6\u50a8\u5907\u8fdb\u884c\u63a8\u7406\uff0c\u8fd9\u4e0e\u81ea\u52a8\u9a7e\u9a76\u4e2d\u5bf9\u590d\u6742\u573a\u666f\u7684\u7406\u89e3\u548c\u51b3\u7b56\u9700\u6c42\u6709\u7740\u9ad8\u5ea6\u7684\u5951\u5408\u6027\u3002\u7136\u800c\uff0c\u5c06LLM\u76f4\u63a5\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u7b49\u5b89\u5168\u5173\u952e\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u4f9d\u8d56\u4e91\u7aef\u6a21\u578b\u7684\u505a\u6cd5\uff0c\u5e26\u6765\u4e86\u5ef6\u8fdf\u3001\u8fde\u63a5\u7a33\u5b9a\u6027\u3001\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u7b49\u591a\u91cd\u9690\u60a3\u3002\u6b64\u5916\uff0cLLM\u81ea\u8eab\u5b58\u5728\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u4e5f\u9650\u5236\u4e86\u5176\u76f4\u63a5\u63a7\u5236\u8f66\u8f86\u884c\u4e3a\u7684\u5e94\u7528\u8303\u56f4\u3002<br>\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u8bba\u6587\u300aEnhancing Autonomous Driving Systems with On-Board Deployed Large Language Models\u300b\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u6df7\u5408\u67b6\u6784\uff0c\u5de7\u5999\u5730\u5c06\u5f3a\u5927\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0e\u7ecf\u5178\u7684\u4f4e\u5c42<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256672279&amp;content_type=Article&amp;match_order=1&amp;q=%E6%A8%A1%E5%9E%8B%E9%A2%84%E6%B5%8B%E6%8E%A7%E5%88%B6%E5%99%A8&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u6a21\u578b\u9884\u6d4b\u63a7\u5236\u5668<\/a><\/p>\n\n\n\n<p>\uff08MPC\uff09\u76f8\u7ed3\u5408\uff0c\u5e76\u5f3a\u8c03\u5728\u8f66\u8f86\u672c\u5730\uff08On-Board\uff09\u90e8\u7f72LLM\uff0c\u65e8\u5728\u589e\u5f3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u51b3\u7b56\u80fd\u529b\u3001\u4eba\u673a\u4ea4\u4e92\uff08HMI\uff09\u4f53\u9a8c\u548c\u63a7\u5236\u9002\u5e94\u6027\u3002<br><br><strong>\u4e3b\u8981\u65b9\u6cd5<\/strong><br>\u4e3a\u89e3\u51b3\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u5904\u7406\u6781\u7aef\u60c5\u51b5\u7684\u5c40\u9650\uff0c\u8bba\u6587\u63d0\u51fa\u5c06\u4f4e\u7ea7\u6a21\u578b\u9884\u6d4b\u63a7\u5236\u5668\uff08MPC\uff09\u4e0e\u672c\u5730\u90e8\u7f72\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u76f8\u7ed3\u5408\u7684\u6df7\u5408\u67b6\u6784\uff0c\u7efc\u5408\u8fd0\u7528\u591a\u79cd\u6280\u672f\u5b9e\u73b0\u9ad8\u6548\u51b3\u7b56\u548c\u4eba\u673a\u4ea4\u4e92\u3002\u8be5\u7cfb\u7edf\u7531\u4e24\u4e2a\u5173\u952e\u7684\u3001\u76f8\u4e92\u534f\u4f5c\u7684\u6a21\u5757\u6784\u6210\u2014\u2014\u8d1f\u8d23\u7406\u89e3\u4eba\u7c7b\u610f\u56fe\u548c\u8bc4\u4f30\u8f66\u8f86\u72b6\u6001\u7684DecisionxLLM\uff0c\u4ee5\u53ca\u8d1f\u8d23\u5c06\u9ad8\u5c42\u6307\u4ee4\u8f6c\u5316\u4e3a\u5177\u4f53MPC\u53c2\u6570\u8c03\u6574\u7684MPCxLLM\u3002\u8fd9\u79cd\u8bbe\u8ba1\u65e8\u5728\u878d\u5408LLM\u7684\u8ba4\u77e5\u667a\u80fd\u4e0eMPC\u7684\u63a7\u5236\u4f18\u52bf\uff0c\u5b9e\u73b0\u66f4\u5b89\u5168\u3001\u66f4\u667a\u80fd\u3001\u66f4\u5177\u9002\u5e94\u6027\u7684\u81ea\u52a8\u9a7e\u9a76\u4f53\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-003ca2c8af587fef635ca2e06ba06464_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe1 \u7cfb\u7edf\u603b\u4f53\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p><br><strong>DecisionxLLM \u6a21\u5757<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"664\" height=\"636\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/04\/042301.png\" alt=\"\" class=\"wp-image-28097\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/042301.png 664w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/042301-300x287.png 300w\" sizes=\"(max-width: 664px) 100vw, 664px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"592\" height=\"280\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-361.png\" alt=\"\" class=\"wp-image-28098\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-361.png 592w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/\u56fe\u7247-361-300x142.png 300w\" sizes=\"(max-width: 592px) 100vw, 592px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"665\" height=\"397\" src=\"http:\/\/192.168.10.115\/wp-content\/uploads\/2025\/04\/042302.png\" alt=\"\" class=\"wp-image-28099\" srcset=\"http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/042302.png 665w, http:\/\/222.128.65.89:18086\/wp-content\/uploads\/2025\/04\/042302-300x179.png 300w\" sizes=\"(max-width: 665px) 100vw, 665px\" \/><\/figure>\n\n\n\n<p><strong>\u8f66\u8f7d\u90e8\u7f72\u4f18\u5316\u6280\u672f<\/strong><\/p>\n\n\n\n<p><br>\u4e3a\u4e86\u8ba9\u901a\u5e38\u8ba1\u7b97\u91cf\u5e9e\u5927\u7684LLM\u80fd\u591f\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8f66\u8f7d\u786c\u4ef6\u4e0a\u9ad8\u6548\u8fd0\u884c\uff0c\u8be5\u65b9\u6cd5\u7efc\u5408\u8fd0\u7528\u4e86\u591a\u79cd\u4f18\u5316\u7b56\u7565\u3002RAG\u901a\u8fc7\u5728\u63a8\u7406\u65f6\u6ce8\u5165\u76f8\u5173\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u63d0\u9ad8\u4e86\u5c0f\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u51cf\u5c11\u4e86\u5bf9\u8d85\u5927\u6a21\u578b\u7684\u4f9d\u8d56\u3002<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256672279&amp;content_type=Article&amp;match_order=1&amp;q=LoRA&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">LoRA<\/a><\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u79cd\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u6280\u672f\uff0c\u5141\u8bb8\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u76f8\u5bf9\u8f83\u5c11\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u6765\u9002\u914d\u9884\u8bad\u7ec3LLM\uff0c\u4f7f\u5176\u66f4\u597d\u5730\u7406\u89e3\u673a\u5668\u4eba\u72b6\u6001\u548cMPC\u53c2\u6570\u3002\u6700\u540e\uff0c\u6a21\u578b\u91cf\u5316\u6280\u672f\u901a\u8fc7\u964d\u4f4e\u6a21\u578b\u53c2\u6570\u7684\u7cbe\u5ea6\uff0c\u663e\u8457\u51cf\u5c0f\u4e86\u6a21\u578b\u7684\u5185\u5b58\u5360\u7528\u548c\u8ba1\u7b97\u9700\u6c42\uff0c\u5927\u5e45\u63d0\u5347\u4e86LLM\u5728\u5d4c\u5165\u5f0f\u5e73\u53f0\u4e0a\u7684\u63a8\u7406\u901f\u5ea6\uff08\u541e\u5410\u91cf\uff09\uff0c\u4f7f\u5176\u6ee1\u8db3\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u7684\u5b9e\u65f6\u6027\u9700\u6c42\u3002\u8fd9\u4e9b\u6280\u672f\u7684\u7ed3\u5408\u4f7f\u5f97\u5728\u7aef\u4fa7\u90e8\u7f72\u529f\u80fd\u5f3a\u5927\u7684LLM\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h2>\n\n\n\n<p><br>\u8bba\u6587\u901a\u8fc7\u4e00\u7cfb\u5217\u5b9a\u91cf\u548c\u5b9a\u6027\u5b9e\u9a8c\uff0c\u5168\u9762\u9a8c\u8bc1\u4e86\u6240\u63d0\u51fa\u7684\u8f66\u8f7d\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u589e\u5f3a\u578b\u81ea\u52a8\u9a7e\u9a76\u6846\u67b6\u7684\u6709\u6548\u6027\u3002\u5728\u63a8\u7406\u51b3\u7b56\u80fd\u529b\u65b9\u9762\uff0c\u5bf9DecisionxLLM\u6a21\u5757\u7684\u8bc4\u4f30\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u7ed3\u5408\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u548cLoRA\u5fae\u8c03\u6280\u672f\u80fd\u591f\u663e\u8457\u63d0\u5347\u672c\u5730\u90e8\u7f72LLM\uff08\u5982<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256672279&amp;content_type=Article&amp;match_order=1&amp;q=Qwen2.5&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Qwen2.5<\/a><\/p>\n\n\n\n<p>-7b\uff09\u5224\u65ad\u8f66\u8f86\u72b6\u6001\u662f\u5426\u7b26\u5408\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7684\u51c6\u786e\u6027\uff0c\u76f8\u8f83\u4e8e\u57fa\u7840\u6a21\u578b\u6700\u9ad8\u83b7\u5f97\u4e8610.45%\u7684\u7edd\u5bf9\u7cbe\u5ea6\u63d0\u5347\u3002\u5b9e\u9a8c\u8fd8\u8868\u660e\uff0cRAG\u666e\u904d\u63d0\u9ad8\u4e86\u5404\u6a21\u578b\u7684\u51b3\u7b56\u6027\u80fd\uff0c\u800c\u5bf9\u4e8e\u5b9e\u9645\u90e8\u7f72\u81f3\u5173\u91cd\u8981\u7684\u6a21\u578b\u91cf\u5316\u5bf9\u51c6\u786e\u7387\u7684\u5f71\u54cd\u751a\u5fae\uff0c\u8bc1\u660e\u4e86\u4f18\u5316\u540e\u6a21\u578b\u5728\u4fdd\u6301\u6027\u80fd\u7684\u540c\u65f6\u5177\u6709\u9ad8\u6548\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pica.zhimg.com\/v2-04f78b101074992dfc85b873745258be_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe2 DecisionxLLM\u6a21\u5757\u8bc4\u4f30\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-d8b7a8cdb336cc8744d72b4f9e0015af_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe3 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