{"id":4686,"date":"2024-09-18T19:38:22","date_gmt":"2024-09-18T11:38:22","guid":{"rendered":"https:\/\/nullthought.net\/?p=4686"},"modified":"2025-01-07T11:29:27","modified_gmt":"2025-01-07T03:29:27","slug":"agenttorch%ef%bc%9a%e6%89%a9%e5%b1%95%e5%9f%ba%e4%ba%8e%e4%bb%a3%e7%90%86%e7%9a%84%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%96%b0%e5%9e%8b%e6%a1%86%e6%9e%b6%ef%bc%8c%e9%80%9a%e8%bf%87%e9%ab%98%e6%95%88%e7%9a%84","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4686","title":{"rendered":"AgentTorch\uff1a\u6269\u5c55\u57fa\u4e8e\u4ee3\u7406\u7684\u6a21\u578b\u7684\u65b0\u578b\u6846\u67b6\uff0c\u901a\u8fc7\u9ad8\u6548\u7684\u8ba1\u7b97\u65b9\u5f0f\u53ef\u5b9e\u73b0\u5bf9\u767e\u4e07\u7ea7\u522b\u4ee3\u7406\u7684\u6a21\u62df"},"content":{"rendered":"\n

\u8bba\u6587On the Limits of Agency in Agent-Based Models<\/a><\/strong>\uff08\u300a\u8bba\u57fa\u4e8e\u4ee3\u7406\u7684\u6a21\u578b\u4e2d\u7684\u4ee3\u7406\u9650\u5236\u300b\uff09\u901a\u8fc7\u63d0\u51faAgentTorch\u6846\u67b6\uff0c\u4e3a\u5927\u89c4\u6a21ABMs\u4e2d\u7684\u4ee3\u7406\u884c\u4e3a\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5c06\u5927\u8bed\u8a00\u6a21\u578bLLMs\u4f5c\u4e3a\u4ee3\u7406\uff0cAgentTorch\u80fd\u591f\u5728\u590d\u6742\u7684\u793e\u4f1a\u52a8\u6001\u6a21\u62df\u4e2d\u5b9e\u73b0\u9ad8\u5206\u8fa8\u7387\u7684\u4e2a\u4f53\u884c\u4e3a\u6355\u6349\u3002\u901a\u8fc7COVID-19\u5927\u6d41\u884c\u7684\u6848\u4f8b\uff0c\u5c55\u793a\u4e86\u6846\u67b6\u5728\u6a21\u62df\u5065\u5eb7\u548c\u7ecf\u6d4e\u52a8\u6001\u3001\u653f\u7b56\u8bbe\u8ba1\u4e0e\u5206\u6790\u4e2d\u7684\u5b9e\u9645\u5e94\u7528\u3002\u672a\u6765\u7814\u7a76\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316LLM\u7684\u884c\u4e3a\u751f\u6210\u673a\u5236\uff0c\u63d0\u5347\u6a21\u62df\u7684\u7ec6\u8282\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

\u8bba\u6587\u4f5c\u8005\u4e3aAyush Chopra, Shashank Kumar, Nurullah Giray-Kuru, Ramesh Raskar, Arnau Quera-Bofarull\uff0c\u5747\u6765\u81eaMIT Media Lab\uff08\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u5a92\u4f53\u5b9e\u9a8c\u5ba4\uff09\u3002<\/p>\n\n\n\n

\u4ee5\u4e0b\u4e3a\u8bba\u6587\u6982\u8981\u5185\u5bb9\uff1a<\/p>\n\n\n\n

\u4e00\u3001\u80cc\u666f\u4ecb\u7ecd<\/strong><\/h5>\n\n\n\n

\u57fa\u4e8e\u4ee3\u7406\u7684\u6a21\u578b\uff08ABMs\uff09\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u6a21\u62df\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u4e2a\u4f53\u884c\u4e3a\u53ca\u5176\u76f8\u4e92\u4f5c\u7528\u3002\u8fd9\u79cd\u65b9\u6cd5\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u591a\u4e2a\u9886\u57df\uff0c\u5305\u62ec\u6d41\u884c\u75c5\u5b66\u3001\u7ecf\u6d4e\u5b66\u3001\u57ce\u5e02\u89c4\u5212\u548c\u707e\u5bb3\u7ba1\u7406\u7b49\u3002ABMs\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u901a\u8fc7\u6a21\u62df\u8bb8\u591a\u72ec\u7acb\u4e2a\u4f53\uff08\u79f0\u4e3a\u4ee3\u7406\uff09\u5728\u4e0d\u540c\u73af\u5883\u4e0b\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u6765\u63a8\u5bfc\u51fa\u590d\u6742\u7cfb\u7edf\u7684\u6574\u4f53\u52a8\u6001\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u5728\u6d41\u884c\u75c5\u5b66\u4e2d\uff0cABMs\u88ab\u7528\u4e8e\u6a21\u62df\u75ab\u82d7\u63a5\u79cd\u7b56\u7565\u7684\u6548\u679c\uff0c\u9884\u6d4b\u75ab\u60c5\u4f20\u64ad\u7684\u6ce2\u52a8\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0cABMs\u6709\u51e0\u4e2a\u663e\u8457\u7684\u6311\u6218\uff1a<\/p>\n\n\n\n

    \n
  1. \u8ba1\u7b97\u6210\u672c\u9ad8<\/strong>\uff1a\u5927\u89c4\u6a21\u6a21\u62df\u65f6\uff0c\u5c24\u5176\u662f\u5f53\u6d89\u53ca\u6570\u767e\u4e07\u4e2a\u4ee3\u7406\u65f6\uff0c\u6a21\u62df\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u3002<\/li>\n\n\n\n
  2. \u4e2a\u4f53\u884c\u4e3a\u7684\u590d\u6742\u6027<\/strong>\uff1a\u4f20\u7edf\u7684ABMs\u4f9d\u8d56\u542f\u53d1\u5f0f\u89c4\u5219\u6216\u7b80\u5355\u7684\u884c\u4e3a\u6a21\u578b\uff0c\u8fd9\u53ef\u80fd\u4e0d\u8db3\u4ee5\u6355\u6349\u590d\u6742\u7684\u3001\u52a8\u6001\u7684\u4e2a\u4f53\u884c\u4e3a\uff0c\u5c24\u5176\u662f\u5728\u6d89\u53ca\u5230\u4eba\u7c7b\u793e\u4f1a\u884c\u4e3a\u7684\u573a\u666f\u4e2d\u3002<\/li>\n\n\n\n
  3. \u6a21\u578b\u7684\u7075\u6d3b\u6027<\/strong>\uff1aABMs\u9700\u8981\u8db3\u591f\u7684\u7075\u6d3b\u6027\u6765\u6a21\u62df\u4e0d\u540c\u7684\u60c5\u666f\uff08\u5982\u653f\u7b56\u53d8\u66f4\u3001\u5916\u90e8\u51b2\u51fb\u7b49\uff09\uff0c\u4ee5\u4fbf\u652f\u6301\u653f\u7b56\u5236\u5b9a\u548c\u4f18\u5316\u3002<\/li>\n<\/ol>\n\n\n\n
    \u4e8c\u3001\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e0eABMs\u7684\u7ed3\u5408<\/strong><\/h5>\n\n\n\n

    \u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff0c\u5982GPT-3\u3001GPT-4\uff09\u5c55\u793a\u4e86\u5f3a\u5927\u7684\u6587\u672c\u751f\u6210\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u7406\u89e3\u590d\u6742\u7684\u8bed\u5883\uff0c\u8fd8\u53ef\u4ee5\u751f\u6210\u4eba\u7c7b\u7ea7\u522b\u7684\u53cd\u5e94\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u5c06LLMs\u5f15\u5165ABMs\u53ef\u4ee5\u589e\u5f3a\u4ee3\u7406\u7684\u884c\u4e3a\u9002\u5e94\u6027\uff0c\u4f7f\u5f97\u4e2a\u4f53\u884c\u4e3a\u66f4\u52a0\u903c\u771f\u548c\u590d\u6742\u3002<\/p>\n\n\n\n

    \u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u6846\u67b6\u2014\u2014AgentTorch<\/strong>\uff0c\u5176\u6838\u5fc3\u76ee\u6807\u662f\u89e3\u51b3\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n\n\n\n

      \n
    1. \u5982\u4f55\u5c06LLMs\u4f5c\u4e3a\u4ee3\u7406\u5f15\u5165ABMs\uff1f<\/strong><\/li>\n\n\n\n
    2. \u5982\u4f55\u5728\u4fdd\u6301\u4e2a\u4f53\u884c\u4e3a\u590d\u6742\u6027\u7684\u540c\u65f6\uff0c\u652f\u6301\u767e\u4e07\u7ea7\u522b\u7684\u4ee3\u7406\u6a21\u62df\uff1f<\/strong><\/li>\n\n\n\n
    3. \u5982\u4f55\u5229\u7528LLMs\u589e\u5f3aABMs\u7684\u5206\u6790\u548c\u51b3\u7b56\u652f\u6301\u80fd\u529b\uff1f<\/strong><\/li>\n<\/ol>\n\n\n\n
      \u4e09\u3001AgentTorch\u6846\u67b6<\/strong><\/h5>\n\n\n\n

      AgentTorch \u662f\u4e00\u4e2a\u7528\u4e8e\u6269\u5c55\u57fa\u4e8e\u4ee3\u7406\u7684\u6a21\u578b\u7684\u65b0\u578b\u6846\u67b6\uff0c\u5176\u8bbe\u8ba1\u65e8\u5728\u901a\u8fc7\u9ad8\u6548\u7684\u8ba1\u7b97\u65b9\u5f0f\u5b9e\u73b0\u5bf9\u767e\u4e07\u7ea7\u522b\u4ee3\u7406\u7684\u6a21\u62df\uff0c\u540c\u65f6\u7ed3\u5408LLMs\u589e\u5f3a\u4e2a\u4f53\u884c\u4e3a\u7684\u590d\u6742\u6027\u3002AgentTorch\u5177\u6709\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u7279\u6027\uff1a<\/p>\n\n\n\n

        \n
      1. \u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u901a\u8fc7\u5411\u91cf\u5316\u8ba1\u7b97\u65b9\u6cd5\uff0cAgentTorch\u80fd\u591f\u9ad8\u6548\u5730\u5904\u7406\u73af\u5883\u52a8\u6001\u4e0e\u5e72\u9884\u63aa\u65bd\uff0c\u652f\u6301\u6570\u767e\u4e07\u4e2a\u4ee3\u7406\u7684\u6a21\u62df\u3002\u4f8b\u5982\uff0c\u5728\u6d41\u884c\u75c5\u5b66ABMs\u4e2d\uff0cAgentTorch\u53ef\u4ee5\u5bf96000\u4e07\u4ee3\u7406\u8fdb\u884c\u6a21\u62df\uff0c\u8ba1\u7b97\u901f\u5ea6\u6bd4\u4f20\u7edf\u7684\u9762\u5411\u5bf9\u8c61\u6846\u67b6\u5feb40,000\u500d\u3002<\/li>\n\n\n\n
      2. \u53ef\u5fae\u5206\u6027<\/strong>\uff1aAgentTorch\u5141\u8bb8\u901a\u8fc7\u68af\u5ea6\u8f85\u52a9\u7684\u6280\u672f\u5bf9ABMs\u8fdb\u884c\u81ea\u52a8\u5fae\u5206\u548c\u4f18\u5316\u3002\u8fd9\u6837\u80fd\u591f\u4f7f\u6a21\u578b\u9ad8\u6548\u6821\u51c6\u53c2\u6570\uff0c\u4ee5\u9002\u5e94\u5f02\u6784\u6570\u636e\u6e90\uff0c\u8fdb\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n
      3. \u7ec4\u5408\u6027<\/strong>\uff1aAgentTorch\u652f\u6301\u4e0e\u795e\u7ecf\u7f51\u7edc\u548cLLMs\u8fdb\u884c\u7ec4\u5408\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u5177\u8868\u8fbe\u6027\u548c\u9002\u5e94\u6027\u7684\u4ee3\u7406\u884c\u4e3a\u67b6\u6784\u3002\u901a\u8fc7\u8fd9\u79cd\u7ec4\u5408\uff0cAgentTorch\u80fd\u591f\u6355\u6349\u4ee3\u7406\u4e4b\u95f4\u66f4\u590d\u6742\u7684\u4ea4\u4e92\u548c\u884c\u4e3a\u6a21\u5f0f\u3002<\/li>\n<\/ol>\n\n\n\n
        \u56db\u3001\u5927\u89c4\u6a21\u6a21\u62df\u7684\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848<\/strong><\/h5>\n\n\n\n

        \u5728ABMs\u4e2d\u5e94\u7528LLMs\u7684\u4e3b\u8981\u6311\u6218\u662f\u8ba1\u7b97\u6210\u672c\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u4ee3\u7406\u800c\u8a00\uff0cLLM\u9700\u8981\u751f\u6210\u590d\u6742\u7684\u884c\u4e3a\u51b3\u7b56\uff0c\u8fd9\u5728\u767e\u4e07\u7ea7\u522b\u7684\u6a21\u62df\u4e2d\u53ef\u80fd\u53d8\u5f97\u4e0d\u53ef\u884c\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bba\u6587\u63d0\u51fa\u4e86LLM\u539f\u578b\uff08LLM archetypes\uff09\u7684\u6982\u5ff5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4f5c\u8005\u901a\u8fc7\u5c06\u5177\u6709\u76f8\u540c\u7279\u5f81\u7684\u4ee3\u7406\u5206\u6210\u4e0d\u540c\u7684\u201c\u539f\u578b\u201d\uff0c\u5e76\u53ea\u5bf9\u8fd9\u4e9b\u539f\u578b\u8fdb\u884cLLM\u67e5\u8be2\u3002\u8fd9\u79cd\u65b9\u6cd5\u5927\u5927\u51cf\u5c11\u4e86LLM\u7684\u8c03\u7528\u6b21\u6570\uff0c\u4ece\u800c\u63d0\u5347\u4e86\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n\n\n\n

          \n
        1. \u539f\u578b\u5316\u7b56\u7565<\/strong>\uff1aAgentTorch\u4e2d\u7684\u539f\u578b\u5316\u7b56\u7565\u662f\u5c06\u5177\u6709\u76f8\u4f3c\u5c5e\u6027\u7684\u4ee3\u7406\u5206\u4e3a\u4e00\u7ec4\uff0c\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u5c5e\u6027\u76f8\u540c\u7684\u4ee3\u7406\u4f7f\u7528\u76f8\u540c\u7684LLM\u67e5\u8be2\uff0c\u4ece\u800c\u907f\u514d\u5bf9\u6bcf\u4e2a\u4ee3\u7406\u5355\u72ec\u8c03\u7528LLM\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u51cf\u5c11\u4e86\u9700\u8981\u5904\u7406\u7684\u884c\u4e3a\u6a21\u5f0f\u6570\u91cf\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u6a21\u62df\u7684\u53ef\u6269\u5c55\u6027\u3002<\/li>\n\n\n\n
        2. LLM\u7684\u884c\u4e3a\u751f\u6210<\/strong>\uff1a\u5bf9\u4e8e\u6bcf\u4e2a\u539f\u578b\uff0cLLM\u901a\u8fc7\u67e5\u8be2\u6765\u51b3\u5b9a\u8be5\u7ec4\u4ee3\u7406\u7684\u884c\u4e3a\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u884c\u4e3a\u5e94\u7528\u5230\u4e0e\u8be5\u539f\u578b\u5bf9\u5e94\u7684\u6240\u6709\u4ee3\u7406\u4e0a\u3002\u4f8b\u5982\uff0c\u5728\u6a21\u62df\u75ab\u60c5\u4f20\u64ad\u65f6\uff0cLLM\u53ef\u4ee5\u6839\u636e\u5e74\u9f84\u3001\u6027\u522b\u3001\u804c\u4e1a\u3001\u5730\u533a\u548c\u611f\u67d3\u60c5\u51b5\u7b49\u56e0\u7d20\uff0c\u751f\u6210\u4e0d\u540c\u4ee3\u7406\u7684\u884c\u4e3a\u51b3\u7b56\uff0c\u5982\u662f\u5426\u9009\u62e9\u5c45\u5bb6\u9694\u79bb\u6216\u7ee7\u7eed\u5916\u51fa\u5de5\u4f5c\u3002<\/li>\n<\/ol>\n\n\n\n
          \u4e94\u3001\u6848\u4f8b\u7814\u7a76\uff1aCOVID-19\u5927\u6d41\u884c<\/strong><\/h5>\n\n\n\n

          \u8bba\u6587\u901a\u8fc7COVID-19\u5927\u6d41\u884c\u7684\u6848\u4f8b\u7814\u7a76\u5c55\u793a\u4e86AgentTorch\u7684\u80fd\u529b\u3002\u7814\u7a76\u4eba\u5458\u6a21\u62df\u4e86\u7ebd\u7ea6\u5e02\u76848.4\u767e\u4e07\u4ee3\u7406\uff0c\u6355\u6349\u4e86\u4e2a\u4f53\u5728\u75ab\u60c5\u4e2d\u7684\u9694\u79bb\u548c\u5c31\u4e1a\u884c\u4e3a\uff0c\u8fdb\u800c\u8bc4\u4f30\u4e86\u8fd9\u4e9b\u884c\u4e3a\u5bf9\u5065\u5eb7\u548c\u7ecf\u6d4e\u7684\u5f71\u54cd\u3002\u7814\u7a76\u7684\u5173\u952e\u5728\u4e8e\u901a\u8fc7\u7ed3\u5408LLM\u6765\u751f\u6210\u66f4\u52a0\u590d\u6742\u548c\u9002\u5e94\u6027\u7684\u4e2a\u4f53\u884c\u4e3a\u3002<\/p>\n\n\n\n

          \u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u8bbe\u8ba1\u4e86\u4e09\u4e2a\u4e0d\u540c\u7684\u60c5\u5883\uff1a<\/p>\n\n\n\n

            \n
          1. \u60c5\u58831<\/strong>\uff1a\u53ea\u57fa\u4e8e\u4ee3\u7406\u7684\u4eba\u53e3\u7edf\u8ba1\u4fe1\u606f\uff08\u5982\u5e74\u9f84\u3001\u6027\u522b\u3001\u6536\u5165\u7b49\uff09\u751f\u6210\u884c\u4e3a\u3002<\/li>\n\n\n\n
          2. \u60c5\u58832<\/strong>\uff1a\u5728\u60c5\u58831\u7684\u57fa\u7840\u4e0a\u52a0\u5165\u4e86\u75ab\u60c5\u52a8\u6001\uff08\u5982\u65b0\u589e\u75c5\u4f8b\u6570\u7684\u53d8\u5316\u7b49\uff09\u3002<\/li>\n\n\n\n
          3. \u60c5\u58833<\/strong>\uff1a\u5728\u60c5\u58832\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u52a0\u5165\u4e86\u653f\u5e9c\u7684\u5916\u90e8\u5e72\u9884\u4fe1\u606f\uff08\u5982\u7ecf\u6d4e\u523a\u6fc0\u8ba1\u5212\u7684\u652f\u4ed8\u60c5\u51b5\uff09\u3002<\/li>\n<\/ol>\n\n\n\n

            \u901a\u8fc7\u5bf9\u8fd9\u4e09\u4e2a\u60c5\u5883\u7684\u5206\u6790\uff0c\u4f5c\u8005\u53d1\u73b0\uff1a<\/p>\n\n\n\n

              \n
            • \u5728\u8003\u8651\u75ab\u60c5\u52a8\u6001\u548c\u653f\u5e9c\u5e72\u9884\u540e\uff0cLLM\u751f\u6210\u7684\u884c\u4e3a\u9884\u6d4b\u4e0e\u5b9e\u9645\u6570\u636e\u7684\u76f8\u5173\u6027\u663e\u8457\u63d0\u5347\u3002\u8fd9\u8868\u660e\uff0cLLM\u80fd\u591f\u6839\u636e\u590d\u6742\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u751f\u6210\u7b26\u5408\u73b0\u5b9e\u7684\u4e2a\u4f53\u884c\u4e3a\u6a21\u5f0f\u3002<\/li>\n\n\n\n
            • LLM\u80fd\u591f\u6a21\u62df\u51fa\u4eba\u53e3\u7684\u96c6\u4f53\u884c\u4e3a\uff0c\u4f8b\u5982\u5728\u75ab\u60c5\u52a0\u5267\u65f6\u4e2a\u4f53\u66f4\u503e\u5411\u4e8e\u9694\u79bb\uff0c\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u548c\u653f\u5e9c\u523a\u6fc0\u63aa\u65bd\u7684\u51cf\u5c11\uff0c\u4eba\u4eec\u56de\u5f52\u5de5\u4f5c\u7684\u610f\u613f\u9010\u6e10\u589e\u52a0\u3002<\/li>\n<\/ul>\n\n\n\n
              \u516d\u3001\u6a21\u62df\u89c4\u6a21\u4e0e\u4ee3\u7406\u8868\u8fbe\u6027\u4e4b\u95f4\u7684\u6743\u8861<\/strong><\/h5>\n\n\n\n

              \u8bba\u6587\u8fdb\u4e00\u6b65\u5206\u6790\u4e86\u5728ABMs\u4e2d\uff0c\u6a21\u62df\u89c4\u6a21\u4e0e\u4ee3\u7406\u884c\u4e3a\u8868\u8fbe\u6027\u4e4b\u95f4\u7684\u6743\u8861\u95ee\u9898\u3002\u901a\u8fc7\u5bf9\u4e0d\u540c\u7684\u4ee3\u7406\u67b6\u6784\u8fdb\u884c\u5bf9\u6bd4\uff08\u542f\u53d1\u5f0f\u4ee3\u7406\u3001LLM\u539f\u578b\u4ee3\u7406\u3001\u5168LLM\u4ee3\u7406\uff09\uff0c\u4f5c\u8005\u53d1\u73b0\uff1a<\/p>\n\n\n\n

                \n
              1. \u542f\u53d1\u5f0f\u4ee3\u7406<\/strong>\uff1a\u867d\u7136\u80fd\u591f\u8fdb\u884c\u5927\u89c4\u6a21\u6a21\u62df\uff0c\u4f46\u4e2a\u4f53\u884c\u4e3a\u7684\u590d\u6742\u6027\u548c\u9002\u5e94\u6027\u8f83\u4f4e\u3002<\/li>\n\n\n\n
              2. LLM\u539f\u578b\u4ee3\u7406<\/strong>\uff1a\u5728\u4e0d\u663e\u8457\u589e\u52a0\u8ba1\u7b97\u6210\u672c\u7684\u524d\u63d0\u4e0b\uff0c\u80fd\u591f\u5927\u5e45\u63d0\u5347\u4e2a\u4f53\u884c\u4e3a\u7684\u8868\u8fbe\u6027\u548c\u9884\u6d4b\u7cbe\u5ea6\u3002<\/li>\n\n\n\n
              3. \u5168LLM\u4ee3\u7406<\/strong>\uff1a\u867d\u7136\u884c\u4e3a\u590d\u6742\u6027\u6700\u9ad8\uff0c\u4f46\u7531\u4e8e\u6bcf\u4e2a\u4ee3\u7406\u90fd\u8981\u5355\u72ec\u8c03\u7528LLM\uff0c\u8ba1\u7b97\u6210\u672c\u8fc7\u9ad8\uff0c\u96be\u4ee5\u652f\u6301\u5927\u89c4\u6a21\u6a21\u62df\u3002<\/li>\n<\/ol>\n\n\n\n

                \u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0cLLM\u539f\u578b\u7b56\u7565\u80fd\u591f\u5728\u4fdd\u8bc1\u5927\u89c4\u6a21\u6a21\u62df\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u8f83\u9ad8\u7684\u884c\u4e3a\u8868\u8fbe\u6027\uff0c\u6210\u4e3a\u4e00\u79cd\u66f4\u4e3a\u5b9e\u9645\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

                \u4e03\u3001\u5c40\u9650\u4e0e\u672a\u6765\u7814\u7a76\u65b9\u5411<\/strong><\/h5>\n\n\n\n

                \u867d\u7136AgentTorch\u6846\u67b6\u5728\u63d0\u5347ABMs\u7684\u8868\u8fbe\u6027\u548c\u53ef\u6269\u5c55\u6027\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u8bba\u6587\u4e5f\u6307\u51fa\u4e86\u4e00\u4e9b\u5c40\u9650\u6027\uff1a<\/p>\n\n\n\n

                  \n
                1. LLM\u8f93\u51fa\u7684\u4e0d\u4e00\u81f4\u6027\u548c\u504f\u5dee<\/strong>\uff1aLLM\u53ef\u80fd\u5728\u751f\u6210\u884c\u4e3a\u65f6\u8868\u73b0\u51fa\u4e0d\u4e00\u81f4\u6027\u6216\u6f5c\u5728\u7684\u504f\u5dee\uff0c\u8fd9\u53ef\u80fd\u5f71\u54cd\u6a21\u62df\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n
                2. \u4ee3\u7406\u7684\u5f02\u8d28\u6027<\/strong>\uff1a\u867d\u7136\u901a\u8fc7\u539f\u578b\u65b9\u6cd5\u53ef\u4ee5\u63d0\u5347\u6548\u7387\uff0c\u4f46\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u65e0\u6cd5\u6355\u6349\u5230\u4ee3\u7406\u4e2a\u4f53\u4e4b\u95f4\u7684\u7ec6\u5fae\u5dee\u5f02\u3002<\/li>\n\n\n\n
                3. \u884c\u4e3a\u7684\u590d\u6742\u6027<\/strong>\uff1a\u5f53\u524dLLM\u4ee3\u7406\u7684\u884c\u4e3a\u4ecd\u76f8\u5bf9\u7b80\u5355\uff0c\u672a\u6765\u7684\u7814\u7a76\u9700\u8981\u8fdb\u4e00\u6b65\u63d0\u5347LLM\u4ee3\u7406\u7684\u884c\u4e3a\u590d\u6742\u6027\uff0c\u4f7f\u5176\u80fd\u591f\u6a21\u62df\u66f4\u52a0\u7ec6\u81f4\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

                  \u8bba\u6587On the Limits of Agency in Agent-Based Models\uff08\u300a\u8bba\u57fa\u4e8e\u4ee3\u7406\u7684 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,94,86],"class_list":["post-4686","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-agentic-ai","tag-llm"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"Tech<\/a>","rttpg_excerpt":"\u8bba\u6587On the Limits of Agency in Agent-Based Models\uff08\u300a\u8bba\u57fa\u4e8e\u4ee3\u7406\u7684…","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4686"}],"version-history":[{"count":2,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4686\/revisions"}],"predecessor-version":[{"id":4688,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4686\/revisions\/4688"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}