{"id":104214,"date":"2026-09-12T02:33:07","date_gmt":"2026-09-11T18:33:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104214.html"},"modified":"2026-09-12T02:33:07","modified_gmt":"2026-09-11T18:33:07","slug":"%e8%ae%ba%e6%96%87%e5%ad%a6%e4%b9%a0%e6%8b%9c%e5%8d%a0%e5%ba%ad%e6%95%85%e9%9a%9c%e4%b8%8b%e7%9a%84robust%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93llm%e7%b3%bb%e7%bb%9f%ef%bc%9aself-anchored-consensus","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104214.html","title":{"rendered":"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790"},"content":{"rendered":"

Robust Multi-Agent LLMs under Byzantine Faults (SAC)<\/h2>\n

\u8bba\u6587\u91cd\u70b9<\/h3>\n

\u8fd9\u7bc7\u8bba\u6587\u7814\u7a76\u7684\u662f\u53bb\u4e2d\u5fc3\u5316LLM\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684\u9c81\u68d2\u6027\u95ee\u9898\u3002\u6838\u5fc3\u4e3b\u5f20\u5f88\u76f4\u63a5：\u73b0\u6709\u65b9\u6cd5\u8981\u4e48\u4f9d\u8d56leader\u534f\u8c03\u3001\u8981\u4e48\u4f9d\u8d56\u667a\u80fd\u4f53\u81ea\u62a5\u7684\u7f6e\u4fe1\u5ea6，\u8fd9\u4e24\u6761\u8def\u5728\u5bf9\u6297\u73af\u5883\u4e0b\u90fd\u5bb9\u6613\u88ab\u6253\u7a7f\u3002\u4f5c\u8005\u63d0\u51fa\u4e86Self-Anchored Consensus（SAC），\u4e00\u4e2a\u5b8c\u5168\u53bb\u4e2d\u5fc3\u5316\u7684\u8fed\u4ee3\u201c\u8fc7\u6ee4-\u7cbe\u70bc\u201d\u534f\u8bae，\u8ba9\u6bcf\u4e2a\u667a\u80fd\u4f53\u5728\u63a5\u6536\u7aef\u72ec\u7acb\u8bc4\u4f30\u90bb\u5c45\u54cd\u5e94\u7684\u53ef\u9760\u6027，\u518d\u636e\u6b64\u8fc7\u6ee4\u548c\u66f4\u65b0\u81ea\u5df1\u7684\u8f93\u51fa，\u914d\u5408(F+1)-\u9c81\u68d2\u901a\u4fe1\u56fe\u6761\u4ef6，\u5b9e\u73b0\u62dc\u5360\u5ead\u5bb9\u9519\u3002<\/p>\n

\u6838\u5fc3\u7814\u7a76\u5185\u5bb9<\/h3>\n

\u95ee\u9898\u5b9a\u4e49<\/h4>\n

LLM\u667a\u80fd\u4f53\u901a\u8fc7P2P\u7f51\u7edc\u534f\u4f5c\u5df2\u7ecf\u6210\u4e3a\u63d0\u5347\u53ef\u9760\u6027\u7684\u4e3b\u6d41\u8303\u5f0f，\u4f46\u8fd9\u4e5f\u6253\u5f00\u4e86\u4e00\u4e2a\u653b\u51fb\u9762：\u4e0d\u53ef\u9760\u6216\u6076\u610f（\u62dc\u5360\u5ead）\u667a\u80fd\u4f53\u53ef\u4ee5\u901a\u8fc7\u5bf9\u8bdd\u5f71\u54cd\u90bb\u5c45，\u628a\u9519\u8bef\u7ed3\u8bba\u201c\u4f20\u67d3\u201d\u7ed9\u539f\u672c\u53ef\u9760\u7684\u8282\u70b9\u3002\u4ece\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u89c6\u89d2\u770b，\u4e00\u4e2a\u56e0\u5e7b\u89c9\u7ed9\u51fa\u9519\u8bef\u7b54\u6848\u7684\u667a\u80fd\u4f53\u548c\u4e00\u4e2a\u6545\u610f\u6ce8\u5165\u5bf9\u6297\u5185\u5bb9\u7684\u667a\u80fd\u4f53，\u5728\u5c40\u90e8\u4fe1\u606f\u4e0a\u662f\u4e0d\u53ef\u533a\u5206\u7684\u2014\u2014\u4e24\u8005\u90fd\u662f\u201c\u62dc\u5360\u5ead\u6545\u969c\u201d\u3002<\/p>\n

\u8bba\u6587\u805a\u7126\u4e24\u4e2a\u7ed3\u6784\u6027\u95ee\u9898：\u7b2c\u4e00，\u6bcf\u4e2a\u667a\u80fd\u4f53\u5982\u4f55\u5728\u6bcf\u4e00\u8f6e\u4e2d\u5224\u65ad\u54ea\u4e9b\u90bb\u5c45\u7684\u54cd\u5e94\u503c\u5f97\u4fe1\u4efb；\u7b2c\u4e8c，\u901a\u4fe1\u56fe\u7684\u62d3\u6251\u5e94\u8be5\u6ee1\u8db3\u4ec0\u4e48\u6761\u4ef6，\u624d\u80fd\u628a\u62dc\u5360\u5ead\u5f71\u54cd\u9650\u5236\u5728\u53ef\u63a7\u8303\u56f4\u5185\u3002<\/p>\n

\u521b\u65b0\u65b9\u6cd5<\/h4>\n

SAC\u7684\u6838\u5fc3\u521b\u65b0\u70b9\u6709\u4e24\u4e2a\u5c42\u9762\u3002<\/p>\n

\u534f\u8bae\u5c42\u9762，SAC\u662f\u4e00\u4e2a\u56db\u9636\u6bb5\u7684\u8fed\u4ee3\u6d41\u7a0b：<\/p>\n

  • \u5e7f\u64ad：\u6bcf\u4e2a\u667a\u80fd\u4f53\u5c06\u5f53\u524d\u54cd\u5e94\u53d1\u9001\u7ed9\u90bb\u5c45\u3002<\/li>\n
  • \u8bc4\u5206：\u6bcf\u4e2a\u667a\u80fd\u4f53\u5728\u63a5\u6536\u7aef\u7528\u81ea\u5df1LLM\u7684\u9a8c\u8bc1\u63d0\u793a（verification prompt）\u5bf9\u6bcf\u6761\u90bb\u5c45\u54cd\u5e94\u6253\u5206，\u5f97\u5206\u5728[0,1]\u533a\u95f4\u3002\u5173\u952e\u5728\u4e8e\u8fd9\u4e2a\u5206\u6570\u7531\u63a5\u6536\u65b9\u81ea\u5df1\u8ba1\u7b97，\u5b8c\u5168\u4e0d\u4f9d\u8d56\u90bb\u5c45\u81ea\u62a5\u7684\u7f6e\u4fe1\u5ea6\u2014\u2014\u8fd9\u5c31\u5835\u6b7b\u4e86\u62dc\u5360\u5ead\u667a\u80fd\u4f53\u901a\u8fc7\u865a\u62a5\u7f6e\u4fe1\u5ea6\u6765\u64cd\u7eb5\u81ea\u8eab\u6743\u91cd\u7684\u8def\u5f84\u3002<\/li>\n
  • \u8fc7\u6ee4：\u6bcf\u4e2a\u667a\u80fd\u4f53\u5c06\u90bb\u5c45\u5f97\u5206\u4e0e\u81ea\u5df1\u7684\u81ea\u8bc4\u5f97\u5206\u6bd4\u8f83，\u4e22\u5f03\u5f97\u5206\u4f4e\u4e8e\u81ea\u8bc4\u7684\u90bb\u5c45\u4e2d\u6700\u4f4e\u7684F\u4e2a（F\u4e3a\u62dc\u5360\u5ead\u8282\u70b9\u4e0a\u754c）\u3002<\/li>\n
  • \u7cbe\u70bc：\u667a\u80fd\u4f53\u5c06\u81ea\u5df1\u7684\u5f53\u524d\u54cd\u5e94\u548c\u4fdd\u7559\u7684\u90bb\u5c45\u54cd\u5e94\u91cd\u65b0\u7ec4\u88c5\u6210\u63d0\u793a，\u8ba9LLM\u91cd\u65b0\u751f\u6210\u8f93\u51fa\u3002<\/li>\n

    \u8fd9\u4e2a\u8bbe\u8ba1\u501f\u9274\u4e86\u7ecf\u5178\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684Mean-Subsequence-Reduced（MSR）\u7b97\u6cd5\u601d\u60f3，\u4f46\u505a\u4e86\u9762\u5411\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u5173\u952e\u6539\u9020：\u7528\u63a5\u6536\u7aefLLM\u7684\u8bed\u4e49\u5224\u65ad\u66ff\u4ee3\u6570\u503c\u578b\u805a\u5408，\u7528filter-and-refine\u66ff\u4ee3\u786c\u6295\u7968\u3002<\/p>\n

    \u7406\u8bba\u5c42\u9762，\u8bba\u6587\u7ed9\u51fa\u4e86\u901a\u4fe1\u56fe\u7684(F+1)-\u9c81\u68d2\u6027\u6761\u4ef6\u3002\u8fd9\u4e2a\u6761\u4ef6\u7684\u76f4\u89c9\u662f：\u5728\u6bcf\u4e2a\u8bda\u5b9e\u8282\u70b9\u7684\u90bb\u5c45\u96c6\u5408\u4e2d，\u8bda\u5b9e\u8282\u70b9\u7684\u6570\u91cf\u8981\u4e25\u683c\u591a\u4e8e\u62dc\u5360\u5ead\u8282\u70b9\u7684\u6570\u91cf\u81f3\u5c111\u4e2a，\u8fd9\u6837\u8fc7\u6ee4\u64cd\u4f5c\u603b\u80fd\u4fdd\u8bc1\u4fdd\u7559\u7684\u96c6\u5408\u4e2d\u8bda\u5b9e\u54cd\u5e94\u5360\u591a\u6570\u3002\u8bba\u6587\u8bc1\u660e\u5728\u8be5\u6761\u4ef6\u4e0b，\u8bda\u5b9e\u667a\u80fd\u4f53\u80fd\u591f\u4fdd\u6301\u5e76\u4f20\u64ad\u53ef\u9760\u4fe1\u606f，\u4e0d\u4f1a\u88ab\u62dc\u5360\u5ead\u5f71\u54cd\u201c\u62c9\u504f\u201d\u3002<\/p>\n

    \u7814\u7a76\u6210\u679c<\/h4>\n

    \u5b9e\u9a8c\u8986\u76d6\u4e86\u4e24\u4e2a\u5c42\u9762\u7684\u57fa\u51c6：\u95ed\u6e90\u6a21\u578b\u7528Hendrycks MATH\u7684100\u9053Level 4\u9898\u76ee\u548cCommonsense170k\u768430\u4e2a\u6837\u672c；\u5f00\u6e90\u6a21\u578b\u7528Qwen2.5-1.5B-Instruct（\u5f31）\u548cQwen3-4B（\u5f3a）\u5728\u4e94\u4e2a\u5e38\u8bc6\u63a8\u7406\u57fa\u51c6\u4e0a\u6d4b\u8bd5（ARC-C\u3001HellaSwag\u3001BoolQ\u3001OBQA\u3001RTE），\u6bcf\u4e2a50\u9898\u3002<\/p>\n

    \u7f51\u7edc\u914d\u7f6e\u4e3a7\u4e2a\u667a\u80fd\u4f53：4\u4e2a\u5f3a\u8bda\u5b9e\u30012\u4e2a\u5f31\u8bda\u5b9e（\u89c6\u4e3a\u6545\u969c\u62dc\u5360\u5ead）\u30011\u4e2a\u5bf9\u6297\u62dc\u5360\u5ead，F=3，\u8bc4\u4f30\u4e09\u79cd(F+1)-\u9c81\u68d2\u62d3\u6251：\u03b3-MERG\u3001\u5b8c\u5168\u56fe\u3001Erd\u0151s\u2013R\u00e9nyi\u3002<\/p>\n

    \u6700\u76f4\u63a5\u7684\u5bf9\u6bd4\u6765\u81ea\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u6bcf\u8f6e\u51c6\u786e\u7387\u3002CP-WBFT\u7684\u521d\u59cb\u51c6\u786e\u7387\u7ea666.6\/69.9（\u5f31\/\u5f3a\u8bda\u5b9e），\u4f46\u7ecf\u8fc71-6\u8f6e\u8fed\u4ee3\u540e\u5927\u5e45\u5d29\u6e83\u523054.6\/47.1\u751a\u81f3\u66f4\u4f4e\u2014\u2014\u8fed\u4ee3\u975e\u4f46\u6ca1\u6709\u6539\u5584，\u53cd\u800c\u8ba9\u62dc\u5360\u5ead\u5f71\u54cd\u6269\u6563\u4e86\u3002SAC\u7684\u521d\u59cb\u51c6\u786e\u7387\u76f8\u8fd1（\u7ea666.8\/70.1），\u4f46\u7b2c\u4e00\u8f6e\u5c31\u8df3\u5347\u523061.6\/74.2，\u7b2c\u4e8c\u8f6e\u8fbe\u5230\u5cf0\u503c64.8\/77.6，\u4e4b\u540e\u572864\/76\u9644\u8fd1\u6ce2\u52a8，\u59cb\u7ec8\u7ef4\u6301\u5728\u663e\u8457\u9ad8\u4e8e\u57fa\u7ebf\u7684\u6c34\u5e73\u3002\u8fd9\u8bf4\u660eSAC\u7684\u8fc7\u6ee4\u673a\u5236\u786e\u5b9e\u5728\u8fed\u4ee3\u4e2d\u8d77\u5230\u4e86\u201c\u63d0\u7eaf\u201d\u4f5c\u7528\u3002<\/p>\n

    \u5b9e\u9645\u843d\u5730\u5e94\u7528\u7684\u53ef\u80fd\u6027<\/h4>\n

    SAC\u7684\u534f\u8bae\u5c42\u8bbe\u8ba1\u662f\u5185\u5bb9\u65e0\u5173\u7684\u2014\u2014\u5b83\u4e0d\u5173\u5fc3\u667a\u80fd\u4f53\u8ba8\u8bba\u7684\u662f\u6570\u5b66\u9898\u3001\u4ee3\u7801\u5ba1\u67e5\u8fd8\u662f\u533b\u7597\u8bca\u65ad，\u53ea\u4f9d\u8d56\u63a5\u6536\u7aef\u7684\u9a8c\u8bc1\u63d0\u793a\u6765\u8bc4\u4f30\u54cd\u5e94\u8d28\u91cf\u3002\u8fd9\u610f\u5473\u7740\u53ea\u8981\u6709\u529e\u6cd5\u6784\u9020\u51fa\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u9a8c\u8bc1\u63d0\u793a，SAC\u5c31\u53ef\u4ee5\u8fc1\u79fb\u5230\u4efb\u4f55\u9700\u8981\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4e14\u5b58\u5728\u8282\u70b9\u4e0d\u53ef\u9760\u98ce\u9669\u7684\u573a\u666f\u3002\u5de5\u7a0b\u4e0a\u6700\u5927\u7684\u6210\u672c\u5728\u4e8e\u9a8c\u8bc1\u63d0\u793a\u7684\u8c03\u4f18\u548c\u901a\u4fe1\u5f00\u9500（\u6bcf\u8f6e\u9700\u8981\u5e7f\u64ad\u5b8c\u6574\u54cd\u5e94），\u4f46\u5728\u5bf9\u53ef\u9760\u6027\u8981\u6c42\u9ad8\u4e8e\u6548\u7387\u7684\u573a\u666f\u4e2d，\u8fd9\u4e2a\u4ee3\u4ef7\u662f\u5408\u7406\u7684\u3002<\/p>\n

    \u6280\u672f\u7ec6\u8282<\/h3>\n

    SAC\u7684\u6bcf\u8f6e\u66f4\u65b0\u89c4\u5219\u53ef\u4ee5\u5f62\u5f0f\u5316\u8868\u8ff0\u5982\u4e0b\u3002<\/p>\n

    \u667a\u80fd\u4f53 (i) \u5728\u7b2c (t) \u8f6e\u7684\u54cd\u5e94\u8bb0\u4e3a (r_i^{(t)})\u3002\u90bb\u5c45\u96c6\u5408\u4e3a (\\\\mathcal{N}_i)\u3002\u63a5\u6536\u7aef\u8bc4\u5206\u51fd\u6570\u4e3a：<\/p>\n

    si\u2192j(t)=\u03d5i(x,rj(t))\u2208[0,1]s_{i\\\\to j}^{(t)} = \\\\phi_i(x, r_j^{(t)}) \\\\in [0,1]<\/span><\/span>s<\/span><\/span>i<\/span>\u2192<\/span>j<\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>\u03d5<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>x<\/span>,<\/span><\/span>r<\/span><\/span>j<\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>)<\/span><\/span>\u2208<\/span><\/span><\/span><\/span>[<\/span>0<\/span>,<\/span><\/span>1<\/span>]<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u5176\u4e2d (\\\\phi_i) \u7531\u667a\u80fd\u4f53 (i) \u7684LLM\u901a\u8fc7\u9a8c\u8bc1\u63d0\u793a\u5b9e\u73b0，\u8981\u6c42LLM\u5224\u65ad\u54cd\u5e94 (r_j^{(t)}) \u76f8\u5bf9\u4e8e\u67e5\u8be2 (x) \u7684\u6b63\u786e\u6027\u5e76\u7ed9\u51fa\u6821\u51c6\u5206\u6570\u3002<\/p>\n

    \u8fc7\u6ee4\u89c4\u5219\u4e3a：<\/p>\n

    Li(t)={j\u2208Ni\u2223si\u2192j(t)<si\u2192i(t)}\\\\mathcal{L}_i^{(t)} = \\\\{j \\\\in \\\\mathcal{N}_i \\\\mid s_{i\\\\to j}^{(t)} < s_{i\\\\to i}^{(t)}\\\\}<\/span><\/span>L<\/span><\/span>i<\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>{<\/span>j<\/span><\/span>\u2208<\/span><\/span><\/span><\/span>N<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2223<\/span><\/span><\/span><\/span>s<\/span><\/span>i<\/span>\u2192<\/span>j<\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><<\/span><\/span><\/span><\/span>s<\/span><\/span>i<\/span>\u2192<\/span>i<\/span><\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>}<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    Ri(t)=Ni\u2216\u6700\u4f4e\u5206\u7684min\u2061(F,\u2223Li(t)\u2223)\u4e2a\u5143\u7d20\\\\mathcal{R}_i^{(t)} = \\\\mathcal{N}_i \\\\setminus \\\\text{\u6700\u4f4e\u5206\u7684} \\\\min(F, |\\\\mathcal{L}_i^{(t)}|) \\\\text{\u4e2a\u5143\u7d20}<\/span><\/span>R<\/span><\/span>i<\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>N<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2216<\/span><\/span><\/span><\/span>\u6700\u4f4e\u5206\u7684<\/span><\/span><\/span>min<\/span>(<\/span>F<\/span>,<\/span><\/span>\u2223<\/span>L<\/span><\/span>i<\/span><\/span><\/span><\/span>(<\/span>t<\/span>)<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2223<\/span>)<\/span>\u4e2a\u5143\u7d20<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u5373，\u53ea\u6709\u5728\u63a5\u6536\u7aef\u8bc4\u5206\u4f4e\u4e8e\u81ea\u8bc4\u5206\u7684\u90bb\u5c45\u624d\u4f1a\u8fdb\u5165\u201c\u5019\u9009\u4e22\u5f03\u96c6\u201d，\u7136\u540e\u4ece\u4e2d\u4e22\u5f03\u6700\u4f4e\u7684F\u4e2a\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u6bd4\u7b80\u5355\u4e22\u5f03\u6700\u4f4e\u5206\u90bb\u5c45\u66f4\u4fdd\u5b88\u2014\u2014\u5b83\u4fdd\u7559\u4e86\u90a3\u4e9b\u5f97\u5206\u9ad8\u4e8e\u6216\u7b49\u4e8e\u81ea\u8bc4\u5206\u7684\u90bb\u5c45，\u907f\u514d\u8fc7\u5ea6\u8fc7\u6ee4\u3002<\/p>\n

    \u7cbe\u70bc\u9636\u6bb5，\u667a\u80fd\u4f53\u7528\u4fdd\u7559\u96c6 (\\\\mathcal{R}_i^{(t)}) \u7684\u54cd\u5e94\u548c\u81ea\u8eab\u5f53\u524d\u8f93\u51fa\u91cd\u65b0prompt\u5176LLM，\u751f\u6210 (r_i^{(t+1)})\u3002\u6574\u4e2a\u6d41\u7a0b\u8fed\u4ee3T\u8f6e\u3002<\/p>\n

    (F+1)-\u9c81\u68d2\u6027\u7684\u5f62\u5f0f\u5316\u5b9a\u4e49\u5728\u8bba\u6587\u7684\u56fe\u8bba\u90e8\u5206\u7ed9\u51fa：\u5bf9\u4efb\u610f\u8282\u70b9\u5b50\u96c6，\u5176\u90bb\u57df\u4e2d\u7684\u8bda\u5b9e\u8282\u70b9\u6570\u81f3\u5c11\u6bd4\u62dc\u5360\u5ead\u8282\u70b9\u6570\u591a1\u3002\u76f4\u89c2\u4e0a，\u8fd9\u4fdd\u8bc1\u4e86\u5728\u4efb\u4f55\u8bda\u5b9e\u8282\u70b9\u7684\u201c\u5c40\u90e8\u89c6\u91ce\u201d\u4e2d，\u8bda\u5b9e\u54cd\u5e94\u5728\u6570\u91cf\u4e0a\u59cb\u7ec8\u5360\u4f18，\u8fc7\u6ee4\u540e\u4fdd\u7559\u7684\u96c6\u5408\u4e0d\u4f1a\u4ee5\u62dc\u5360\u5ead\u54cd\u5e94\u4e3a\u4e3b\u3002<\/p>\n

    \u7814\u7a76\u8bbe\u5b9a<\/h3>\n

    \u8f6f\u4ef6\u6808：\u95ed\u6e90\u5b9e\u9a8c\u4f7f\u7528gpt-3.5-turbo\u548cgpt-4o-mini（MATH\u4efb\u52a1），gpt-4o\u548cgpt-5（\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1）；\u5f00\u6e90\u5b9e\u9a8c\u4f7f\u7528Qwen2.5-1.5B-Instruct\u548cQwen3-4B，\u5728\u672c\u5730\u63a8\u7406\u3002\u9a8c\u8bc1\u63d0\u793a\u7684\u5177\u4f53\u6a21\u677f\u5728\u8bba\u6587\u9644\u5f55B\u4e2d\u3002<\/p>\n

    \u786c\u4ef6\u9700\u6c42：\u95ed\u6e90\u6a21\u578b\u5b9e\u9a8c\u53ea\u9700\u8981API\u8c03\u7528，\u5bf9\u672c\u5730\u786c\u4ef6\u6ca1\u6709\u7279\u6b8a\u8981\u6c42\u3002\u5f00\u6e90\u6a21\u578b\u5b9e\u9a8c\u9700\u8981\u80fd\u8fd0\u884c4B\u53c2\u6570\u6a21\u578b\u7684GPU（\u5355\u5f20\u6d88\u8d39\u7ea7\u663e\u5361\u5373\u53ef）\u3002\u901a\u4fe1\u62d3\u6251\u7684\u6a21\u62df\u5728CPU\u4e0a\u5b8c\u6210\u3002<\/p>\n

    \u62d3\u6251\u914d\u7f6e：\u4e09\u79cd(F+1)-\u9c81\u68d2\u56fe\u2014\u2014\u03b3-MERG\u662f\u4e00\u79cd\u9488\u5bf9\u62dc\u5360\u5ead\u5bb9\u9519\u8bbe\u8ba1\u7684\u7a00\u758f\u56fe\u6784\u9020\u65b9\u6cd5，\u5b8c\u5168\u56fe\u63d0\u4f9b\u6700\u5f3a\u7684\u8fde\u63a5\u5197\u4f59\u4f46\u901a\u4fe1\u5f00\u9500\u6700\u5927，Erd\u0151s\u2013R\u00e9nyi\u968f\u673a\u56fe\u5219\u68c0\u9a8c\u65b9\u6cd5\u5728\u975e\u7ed3\u6784\u5316\u62d3\u6251\u4e0b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n

    \u62dc\u5360\u5ead\u6a21\u578b：\u8bba\u6587\u533a\u5206\u4e86\u201c\u6545\u969c\u62dc\u5360\u5ead\u201d\u548c\u201c\u5bf9\u6297\u62dc\u5360\u5ead\u201d\u4e24\u7c7b\u3002\u6545\u969c\u62dc\u5360\u5ead（\u5373\u5f31\u8bda\u5b9e\u667a\u80fd\u4f53）\u6267\u884c\u534f\u8bae\u4f46\u521d\u59cb\u8f93\u51fa\u4e0d\u53ef\u9760，SAC\u7684\u8fed\u4ee3\u7cbe\u70bc\u7406\u8bba\u4e0a\u53ef\u4ee5\u201c\u6cbb\u6108\u201d\u8fd9\u7c7b\u8282\u70b9；\u5bf9\u6297\u62dc\u5360\u5ead\u5219\u53ef\u80fd\u4efb\u610f\u504f\u79bb\u534f\u8bae，SAC\u7684\u76ee\u6807\u4e0d\u662f\u7ea0\u6b63\u5b83\u4eec，\u800c\u662f\u9632\u6b62\u5b83\u4eec\u6c61\u67d3\u8bda\u5b9e\u8282\u70b9\u3002\u8fd9\u4e2a\u533a\u5206\u5f88\u91cd\u8981：\u5b83\u610f\u5473\u7740SAC\u5728\u201c\u53ef\u4fee\u590d\u6545\u969c\u201d\u548c\u201c\u4e0d\u53ef\u4fee\u590d\u5bf9\u6297\u201d\u4e4b\u95f4\u505a\u4e86\u52a1\u5b9e\u7684\u6743\u8861\u3002<\/p>\n

    \u7efc\u5408\u5206\u6790<\/h3>\n

    \u8fd9\u7bc7\u8bba\u6587\u7684\u4ef7\u503c\u5728\u4e8e\u628a\u5206\u5e03\u5f0f\u7cfb\u7edf\u91cc\u6210\u719f\u7684\u62dc\u5360\u5ead\u5bb9\u9519\u6846\u67b6\u7cfb\u7edf\u5730\u5f15\u5165LLM\u591a\u667a\u80fd\u4f53\u7cfb\u7edf，\u800c\u4e14\u4e0d\u662f\u7b80\u5355\u7167\u642c，\u505a\u4e86\u51e0\u4e2a\u5173\u952e\u7684\u6982\u5ff5\u8fc1\u79fb\u3002<\/p>\n

    \u63a5\u6536\u7aef\u8bc4\u4f30 vs \u81ea\u62a5\u7f6e\u4fe1\u5ea6\u3002CP-WBFT\u7684\u6838\u5fc3\u673a\u5236\u662f\u8ba9\u667a\u80fd\u4f53\u81ea\u62a5\u7f6e\u4fe1\u5ea6，\u7136\u540e\u52a0\u6743\u805a\u5408\u3002\u8bba\u6587\u5728LinkedIn\u7684\u5206\u4eab\u4e2d\u8bf4\u5f97\u5f88\u76f4\u767d：\u201c\u5f53\u7f6e\u4fe1\u5ea6\u4fe1\u53f7\u672c\u8eab\u53ef\u4ee5\u88ab\u64cd\u7eb5\u65f6，\u57fa\u4e8e\u7f6e\u4fe1\u5ea6\u7684\u805a\u5408\u4f1a\u53d8\u5f97\u9ad8\u5ea6\u8106\u5f31\u201d\u3002SAC\u7684\u63a5\u6536\u7aef\u8bc4\u5206\u4ece\u6839\u672c\u4e0a\u79fb\u9664\u4e86\u8fd9\u4e2a\u653b\u51fb\u9762\u2014\u2014\u62dc\u5360\u5ead\u667a\u80fd\u4f53\u53ef\u4ee5\u6492\u8c0e\u8bf4\u81ea\u5df1\u5f88\u786e\u4fe1，\u4f46\u5b83\u65e0\u6cd5\u63a7\u5236\u90bb\u5c45\u5982\u4f55\u8bc4\u4ef7\u5b83\u7684\u8f93\u51fa\u5185\u5bb9\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u51b3\u7b56\u5728\u5de5\u7a0b\u4e0a\u770b\u4f3c\u7b80\u5355，\u5728\u5b89\u5168\u8bed\u4e49\u4e0a\u5374\u662f\u672c\u8d28\u6027\u7684\u3002<\/p>\n

    filter-and-refine vs \u6295\u7968\u805a\u5408\u3002\u4f20\u7edf\u62dc\u5360\u5ead\u5171\u8bc6\u4f9d\u8d56\u6570\u503c\u6295\u7968，\u56e0\u4e3a\u8282\u70b9\u8f93\u51fa\u7684\u662f\u6807\u91cf\u6216\u5411\u91cf\u3002LLM\u8f93\u51fa\u7684\u662f\u81ea\u7136\u8bed\u8a00，\u76f4\u63a5\u6295\u7968\u4e0d\u9002\u7528\u3002SAC\u7528LLM\u7684\u8bed\u4e49\u5224\u65ad\u80fd\u529b\u505a\u201c\u8f6f\u8fc7\u6ee4\u201d，\u518d\u7528LLM\u7684\u751f\u6210\u80fd\u529b\u505a\u201c\u8f6f\u7cbe\u70bc\u201d，\u628a\u5171\u8bc6\u4ece\u201c\u805a\u5408\u201d\u53d8\u6210\u4e86\u201c\u8fed\u4ee3\u5bf9\u8bdd\u201d\u3002\u8fd9\u4e2a\u8fc1\u79fb\u7684\u4ee3\u4ef7\u662f\u6bcf\u8f6e\u9700\u8981\u989d\u5916\u7684LLM\u63a8\u7406\u8c03\u7528，\u4f46\u6362\u6765\u4e86\u5bf9\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\u7684\u539f\u751f\u9002\u914d\u3002<\/p>\n

    \u4e00\u4e2a\u503c\u5f97\u8ffd\u95ee\u7684\u95ee\u9898：\u63a5\u6536\u7aef\u8bc4\u5206\u4f9d\u8d56\u667a\u80fd\u4f53\u81ea\u8eabLLM\u7684\u5224\u65ad\u8d28\u91cf\u3002\u5982\u679c\u8bda\u5b9e\u667a\u80fd\u4f53\u672c\u8eab\u80fd\u529b\u8f83\u5f31（\u6bd4\u59821.5B\u53c2\u6570\u7684Qwen），\u5b83\u7684\u9a8c\u8bc1\u63d0\u793a\u53ef\u80fd\u65e0\u6cd5\u53ef\u9760\u5730\u533a\u5206\u6b63\u786e\u548c\u9519\u8bef\u54cd\u5e94\u3002\u8bba\u6587\u5728\u5f00\u6e90\u5b9e\u9a8c\u4e2d\u7684\u8868\u73b0（\u7b2c\u4e8c\u8f6e\u8fbe\u523064.8\/77.6）\u8bf4\u660e\u5373\u4f7f\u5f31\u6a21\u578b\u505a\u63a5\u6536\u7aef\u8bc4\u4f30，\u7cfb\u7edf\u4ecd\u6709\u589e\u76ca\u2014\u2014\u56e0\u4e3a\u5f3a\u8bda\u5b9e\u667a\u80fd\u4f53\u7684\u8bc4\u4f30\u8db3\u4ee5\u652f\u6491\u8fc7\u6ee4\u3002\u4f46\u4e00\u4e2a\u6781\u7aef\u573a\u666f\u662f：\u5982\u679c\u6240\u6709\u8bda\u5b9e\u667a\u80fd\u4f53\u90fd\u5f88\u5f31，\u63a5\u6536\u7aef\u8bc4\u5206\u7684\u4fe1\u566a\u6bd4\u53ef\u80fd\u4e0d\u8db3\u4ee5\u652f\u6491\u6709\u6548\u7684\u8fc7\u6ee4\u3002\u8bba\u6587\u6ca1\u6709\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e2a\u8fb9\u754c，\u4f46\u8fd9\u662f\u5b9e\u9645\u90e8\u7f72\u4e2d\u9700\u8981\u5173\u6ce8\u7684\u3002<\/p>\n

    \u4e0e\u76f8\u5173\u5de5\u4f5c\u7684\u4f4d\u7f6e\u3002\u540c\u671f\u7684\u5de5\u4f5c\u5305\u62ecDecentLLMs（worker-evaluator\u5206\u79bb\u67b6\u6784）\u548cCP-WBFT（\u7f6e\u4fe1\u5ea6\u63a2\u9488\u52a0\u6743\u6295\u7968）\u3002SAC\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5b8c\u5168\u53bb\u4e2d\u5fc3\u5316\u3001\u65e0\u89d2\u8272\u5206\u79bb\u3001\u65e0\u81ea\u62a5\u4fe1\u53f7\u4f9d\u8d56\u3002\u5b83\u548cDecentLLMs\u5171\u4eab\u201c\u8bc4\u4f30\u4e0e\u751f\u6210\u5206\u79bb\u201d\u7684\u601d\u60f3，\u4f46SAC\u628a\u8bc4\u4f30\u5185\u5316\u5230\u4e86\u6bcf\u4e2a\u8282\u70b9，\u4e0d\u9700\u8981\u4e13\u95e8\u7684evaluator\u89d2\u8272，\u8fd9\u5728\u66f4\u6781\u7aef\u7684\u53bb\u4e2d\u5fc3\u5316\u573a\u666f\u4e2d\u66f4\u6709\u4f18\u52bf\u3002<\/p>\n

    \u5b9e\u8df5\u5e94\u7528<\/h3>\n

    \u9002\u7528\u573a\u666f：SAC\u6700\u9002\u5408\u90a3\u4e9b\u6709\u660e\u786e\u9a8c\u8bc1\u6807\u51c6\u7684\u4efb\u52a1\u2014\u2014\u6570\u5b66\u6c42\u89e3\u3001\u4ee3\u7801\u6b63\u786e\u6027\u68c0\u67e5\u3001\u4e8b\u5b9e\u6027\u95ee\u7b54\u3002\u9a8c\u8bc1\u63d0\u793a\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u7cfb\u7edf\u6027\u80fd，\u56e0\u6b64\u90e8\u7f72\u524d\u9700\u8981\u9488\u5bf9\u4efb\u52a1\u7c7b\u578b\u505a\u63d0\u793a\u5de5\u7a0b\u3002<\/p>\n

    \u90e8\u7f72\u5efa\u8bae：<\/p>\n

  • \u62d3\u6251\u8bbe\u8ba1\u4f18\u5148\u3002\u5728\u90e8\u7f72\u524d\u5148\u9a8c\u8bc1\u901a\u4fe1\u56fe\u662f\u5426\u6ee1\u8db3(F+1)-\u9c81\u68d2\u6027\u3002\u5982\u679c\u7f51\u7edc\u662f\u52a8\u6001\u7684，\u9700\u8981\u4fdd\u8bc1\u5728\u6bcf\u4e00\u8f6e\u4e2d\u8bda\u5b9e\u8282\u70b9\u7684\u90bb\u57df\u4f18\u52bf\u4e0d\u88ab\u7834\u574f\u3002<\/li>\n
  • \u9a8c\u8bc1\u63d0\u793a\u7684A\/B\u6d4b\u8bd5\u3002\u4e0d\u540cLLM\u5bf9\u9a8c\u8bc1\u63d0\u793a\u7684\u9075\u5faa\u7a0b\u5ea6\u5dee\u5f02\u5f88\u5927\u3002\u5efa\u8bae\u5728\u76ee\u6807\u4efb\u52a1\u4e0a\u5148\u7528\u5c11\u91cf\u6807\u6ce8\u6570\u636e\u8bc4\u4f30\u63a5\u6536\u7aef\u8bc4\u5206\u4e0e\u4eba\u7c7b\u5224\u65ad\u7684\u4e00\u81f4\u6027，\u518d\u51b3\u5b9a\u662f\u5426\u4e0a\u7ebf\u3002<\/li>\n
  • \u8f6e\u6570\u63a7\u5236\u3002\u5b9e\u9a8c\u6570\u636e\u663e\u793a\u7b2c\u4e8c\u8f6e\u901a\u5e38\u8fbe\u5230\u5cf0\u503c，\u540e\u7eed\u8f6e\u6570\u6536\u76ca\u9012\u51cf\u751a\u81f3\u8f7b\u5fae\u6ce2\u52a8\u3002\u751f\u4ea7\u73af\u5883\u5efa\u8bae\u8bbe\u5b9a\u6700\u5927\u8f6e\u6570\u4e0a\u9650（3-5\u8f6e），\u5e76\u76d1\u63a7\u6bcf\u8f6e\u7684\u51c6\u786e\u7387\u53d8\u5316，\u5728\u4e0d\u518d\u63d0\u5347\u65f6\u63d0\u524d\u7ec8\u6b62\u3002<\/li>\n
  • \u6df7\u5408\u5f3a\u5f31\u6a21\u578b\u7b56\u7565\u3002\u5982\u679c\u7b97\u529b\u5141\u8bb8，\u5728\u8bda\u5b9e\u8282\u70b9\u4e2d\u4fdd\u7559\u81f3\u5c11\u4e00\u4e2a\u5f3a\u6a21\u578b\u4f5c\u4e3a\u201c\u8bc4\u4f30\u951a\u70b9\u201d，\u5373\u4f7f\u5176\u4ed6\u8282\u70b9\u8f83\u5f31，\u5f3a\u6a21\u578b\u7684\u63a5\u6536\u7aef\u8bc4\u5206\u4e5f\u80fd\u63d0\u4f9b\u6709\u6548\u7684\u8fc7\u6ee4\u4fe1\u53f7\u3002<\/li>\n

    \u5c40\u9650\u6027\u610f\u8bc6：SAC\u7684\u7406\u8bba\u4fdd\u8bc1\u5efa\u7acb\u5728(F+1)-\u9c81\u68d2\u56fe\u5047\u8bbe\u4e0a\u3002\u5982\u679c\u5bf9\u6297\u8005\u80fd\u591f\u63a7\u5236\u7f51\u7edc\u62d3\u6251\u6216\u52a8\u6001\u6539\u53d8\u8fde\u63a5\u5173\u7cfb，\u8fd9\u4e2a\u4fdd\u8bc1\u5c31\u4f1a\u5931\u6548\u3002\u5728\u5b9e\u9645\u7cfb\u7edf\u4e2d，\u62d3\u6251\u7684\u7ef4\u62a4\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u9700\u8981\u72ec\u7acb\u89e3\u51b3\u7684\u5b89\u5168\u95ee\u9898\u3002<\/p>\n

    \u53c2\u8003\u8d44\u6599<\/h3>\n
      \n
    • \u539f\u59cb\u8bba\u6587：https:\/\/arxiv.org\/abs\/2605.09076v1<\/li>\n
    • \u4f5c\u8005\u673a\u6784：\u5bc6\u6b47\u6839\u5927\u5b66\u5b89\u5a1c\u5821\u5206\u6821\u673a\u5668\u4eba\u7cfb & \u5357\u52a0\u5dde\u5927\u5b66Thomas Lord\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

      Robust Multi-Agent LLMs under Byzantine Faults (SAC)
      \n\u8bba\u6587\u91cd\u70b9
      \n\u8fd9\u7bc7\u8bba\u6587\u7814\u7a76\u7684\u662f\u53bb\u4e2d\u5fc3\u5316LLM\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684\u9c81\u68d2\u6027\u95ee\u9898\u3002\u6838\u5fc3\u4e3b\u5f20\u5f88\u76f4\u63a5：\u73b0\u6709\u65b9\u6cd5\u8981\u4e48\u4f9d\u8d56leader\u534f\u8c03\u3001\u8981\u4e48\u4f9d\u8d56\u667a\u80fd\u4f53\u81ea\u62a5\u7684\u7f6e\u4fe1\u5ea6，\u8fd9\u4e24\u6761\u8def\u5728\u5bf9\u6297\u73af\u5883\u4e0b\u90fd\u5bb9\u6613\u88ab\u6253\u7a7f\u3002\u4f5c\u8005\u63d0\u51fa\u4e86Self-Anchored Consensus（SAC），\u4e00\u4e2a\u5b8c\u5168\u53bb\u4e2d\u5fc3\u5316\u7684\u8fed\u4ee3\u201c\u8fc7\u6ee4-\u7cbe\u70bc\u201d\u534f\u8bae&#<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[371,100],"topic":[],"class_list":["post-104214","post","type-post","status-publish","format-standard","hentry","category-server","tag-371","tag-100"],"yoast_head":"\n[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/104214.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Robust Multi-Agent LLMs under Byzantine Faults (SAC) \u8bba\u6587\u91cd\u70b9 \u8fd9\u7bc7\u8bba\u6587\u7814\u7a76\u7684\u662f\u53bb\u4e2d\u5fc3\u5316LLM\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684\u9c81\u68d2\u6027\u95ee\u9898\u3002\u6838\u5fc3\u4e3b\u5f20\u5f88\u76f4\u63a5：\u73b0\u6709\u65b9\u6cd5\u8981\u4e48\u4f9d\u8d56leader\u534f\u8c03\u3001\u8981\u4e48\u4f9d\u8d56\u667a\u80fd\u4f53\u81ea\u62a5\u7684\u7f6e\u4fe1\u5ea6，\u8fd9\u4e24\u6761\u8def\u5728\u5bf9\u6297\u73af\u5883\u4e0b\u90fd\u5bb9\u6613\u88ab\u6253\u7a7f\u3002\u4f5c\u8005\u63d0\u51fa\u4e86Self-Anchored Consensus（SAC），\u4e00\u4e2a\u5b8c\u5168\u53bb\u4e2d\u5fc3\u5316\u7684\u8fed\u4ee3\u201c\u8fc7\u6ee4-\u7cbe\u70bc\u201d\u534f\u8bae&#\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/104214.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-11T18:33:07+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/104214.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/104214.html\",\"name\":\"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-11T18:33:07+00:00\",\"dateModified\":\"2026-09-11T18:33:07+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/104214.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/104214.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/104214.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/104214.html","og_locale":"zh_CN","og_type":"article","og_title":"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"Robust Multi-Agent LLMs under Byzantine Faults (SAC) \u8bba\u6587\u91cd\u70b9 \u8fd9\u7bc7\u8bba\u6587\u7814\u7a76\u7684\u662f\u53bb\u4e2d\u5fc3\u5316LLM\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684\u9c81\u68d2\u6027\u95ee\u9898\u3002\u6838\u5fc3\u4e3b\u5f20\u5f88\u76f4\u63a5：\u73b0\u6709\u65b9\u6cd5\u8981\u4e48\u4f9d\u8d56leader\u534f\u8c03\u3001\u8981\u4e48\u4f9d\u8d56\u667a\u80fd\u4f53\u81ea\u62a5\u7684\u7f6e\u4fe1\u5ea6，\u8fd9\u4e24\u6761\u8def\u5728\u5bf9\u6297\u73af\u5883\u4e0b\u90fd\u5bb9\u6613\u88ab\u6253\u7a7f\u3002\u4f5c\u8005\u63d0\u51fa\u4e86Self-Anchored Consensus（SAC），\u4e00\u4e2a\u5b8c\u5168\u53bb\u4e2d\u5fc3\u5316\u7684\u8fed\u4ee3\u201c\u8fc7\u6ee4-\u7cbe\u70bc\u201d\u534f\u8bae&#","og_url":"https:\/\/www.wsisp.com\/helps\/104214.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-11T18:33:07+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/104214.html","url":"https:\/\/www.wsisp.com\/helps\/104214.html","name":"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-11T18:33:07+00:00","dateModified":"2026-09-11T18:33:07+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/104214.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/104214.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/104214.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"[\u8bba\u6587\u5b66\u4e60]\u62dc\u5360\u5ead\u6545\u969c\u4e0b\u7684Robust\u591a\u667a\u80fd\u4f53LLM\u7cfb\u7edf\uff1aSelf-Anchored Consensus\uff08SAC\uff09\u6df1\u5ea6\u89e3\u6790"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/104214","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=104214"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/104214\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=104214"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=104214"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=104214"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=104214"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}