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Systems\uff09\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\uff0c\u6db5\u76d6\u4e86\u4ece\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5230\u590d\u6742\u6e38\u620f\u7684\u667a\u80fd\u7b56\u7565\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e3b\u8981\u7684\u5e94\u7528\u5b9e\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/strong>\uff1a\u5728\u57ce\u5e02\u4ea4\u901a\u73af\u5883\u4e2d\uff0c\u591a\u8f86\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u53ef\u4ee5\u88ab\u89c6\u4e3a\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u9700\u8981\u76f8\u4e92\u534f\u8c03\uff0c\u540c\u65f6\u4e0e\u4ea4\u901a\u4fe1\u53f7\u548c\u884c\u4eba\u4e92\u52a8\uff0c\u4ee5\u5b9e\u73b0\u5b89\u5168\u6709\u6548\u7684\u884c\u9a76\u3002<\/li>\n<li><strong>\u667a\u80fd\u7535\u7f51\u7ba1\u7406<\/strong>\uff1a\u667a\u80fd\u4f53\u53ef\u4ee5\u4ee3\u8868\u7535\u7f51\u4e2d\u7684\u4e0d\u540c\u7ec4\u4ef6\uff0c\u5982\u53d1\u7535\u7ad9\u3001\u50a8\u80fd\u8bbe\u5907\u548c\u6d88\u8d39\u7aef\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u7535\u529b\u7684\u751f\u4ea7\u3001\u5206\u914d\u548c\u6d88\u8d39\u3002<\/li>\n<li><strong>\u673a\u5668\u4eba\u534f\u4f5c<\/strong>\uff1a\u5728\u673a\u5668\u4eba\u56e2\u961f\u4e2d\uff0c\u6bcf\u4e2a\u673a\u5668\u4eba\u4f5c\u4e3a\u72ec\u7acb\u7684\u667a\u80fd\u4f53\uff0c\u9700\u8981\u5b66\u4e60\u5982\u4f55\u4e0e\u5176\u4ed6\u673a\u5668\u4eba\u534f\u4f5c\uff0c\u5171\u540c\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\uff0c\u5982\u641c\u7d22\u6551\u63f4\u3001\u88c5\u914d\u7ebf\u5de5\u4f5c\u6216\u592a\u7a7a\u63a2\u7d22\u3002<\/li>\n<li><strong>\u5728\u7ebf\u6e38\u620f\u548c\u7535\u5b50\u7ade\u6280<\/strong>\uff1a\u5728\u591a\u4eba\u5728\u7ebf\u6e38\u620f\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u51fa\u80fd\u591f\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u7ade\u4e89\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u73a9\u5bb6\u7684\u667a\u80fd\u7b56\u7565\u3002<\/li>\n<li><strong>\u4f9b\u5e94\u94fe\u548c\u7269\u6d41\u4f18\u5316<\/strong>\uff1a\u5728\u4f9b\u5e94\u94fe\u7ba1\u7406\u4e2d\uff0c\u4e0d\u540c\u7684\u7269\u6d41\u5b9e\u4f53\uff08\u5982\u4ed3\u5e93\u3001\u8fd0\u8f93\u8f66\u8f86\u548c\u5206\u9500\u4e2d\u5fc3\uff09\u53ef\u4ee5\u4f5c\u4e3a\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u5b66\u4e60\u4f18\u5316\u5e93\u5b58\u7ba1\u7406\u548c\u8d27\u7269\u914d\u9001\u3002<\/li>\n<li><strong>\u73af\u5883\u76d1\u63a7\u548c\u8d44\u6e90\u7ba1\u7406<\/strong>\uff1a\u5728\u73af\u5883\u4fdd\u62a4\u9879\u76ee\u4e2d\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u53ef\u4ee5\u7528\u4e8e\u76d1\u6d4b\u81ea\u7136\u8d44\u6e90\uff0c\u534f\u8c03\u4e0d\u540c\u4fdd\u62a4\u533a\u57df\u4e4b\u95f4\u7684\u8d44\u6e90\u5206\u914d\u548c\u4fdd\u62a4\u7b56\u7565\u3002<\/li>\n<li><strong>\u793e\u4ea4\u7f51\u7edc\u5206\u6790<\/strong>\uff1a\u5728\u793e\u4ea4\u7f51\u7edc\u4e2d\uff0c\u4e2a\u4f53\u7528\u6237\u53ef\u4ee5\u89c6\u4e3a\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u5b66\u4e60\u5206\u6790\u793e\u4ea4\u884c\u4e3a\u6a21\u5f0f\uff0c\u4f18\u5316\u4fe1\u606f\u4f20\u64ad\u7b56\u7565\u6216\u5e7f\u544a\u6295\u653e\u3002<\/li>\n<li><strong>\u5065\u5eb7\u533b\u7597\u7cfb\u7edf<\/strong>\uff1a\u5728\u533b\u7597\u9886\u57df\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u53ef\u4ee5\u534f\u8c03\u4e0d\u540c\u7684\u533b\u7597\u8bbe\u5907\u548c\u670d\u52a1\uff0c\u4e3a\u60a3\u8005\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u6cbb\u7597\u65b9\u6848\u3002<\/li>\n<\/ul>\n<h2>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u72ec\u7279\u7684\u6311\u6218\uff0c\u8fd9\u4e9b\u6311\u6218\u6765\u6e90\u4e8e\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u548c\u73af\u5883\u7684\u590d\u6742\u6027\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e3b\u8981\u7684\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u975e\u5e73\u7a33\u6027\uff08Non-stationarity\uff09<\/strong>\uff1a\u7531\u4e8e\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684\u7b56\u7565\u90fd\u5728\u4e0d\u65ad\u5b66\u4e60\u548c\u53d8\u5316\uff0c\u6574\u4e2a\u73af\u5883\u5bf9\u4e8e\u5355\u4e2a\u667a\u80fd\u4f53\u6765\u8bf4\u662f\u975e\u5e73\u7a33\u7684\u3002\u610f\u5473\u7740\u667a\u80fd\u4f53\u5fc5\u987b\u80fd\u9002\u5e94\u5176\u4ed6\u667a\u80fd\u4f53\u7b56\u7565\u7684\u53d8\u5316\uff0c\u589e\u52a0\u4e86\u5b66\u4e60\u7684\u96be\u5ea6\u3002<\/li>\n<li><strong>\u7b56\u7565\u534f\u8c03\uff08Coordination\uff09<\/strong>\uff1a\u5728\u591a\u667a\u80fd\u4f53\u73af\u5883\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u6709\u6548\u5730\u534f\u8c03\u5b83\u4eec\u7684\u884c\u4e3a\u4ee5\u5b9e\u73b0\u5171\u540c\u7684\u76ee\u6807\u3002\u8bbe\u8ba1\u6709\u6548\u7684\u534f\u8c03\u673a\u5236\u662f\u4e00\u5927\u6311\u6218\uff0c\u7279\u522b\u662f\u5728\u667a\u80fd\u4f53\u5177\u6709\u4e0d\u540c\u76ee\u6807\u6216\u5229\u76ca\u51b2\u7a81\u7684\u60c5\u51b5\u4e0b\u3002<\/li>\n<li><strong>\u4fe1\u7528\u5206\u914d\uff08Credit Assignment\uff09<\/strong>\uff1a\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\uff0c\u786e\u5b9a\u54ea\u4e2a\u667a\u80fd\u4f53\u5bf9\u6700\u7ec8\u7ed3\u679c\u505a\u51fa\u4e86\u8d21\u732e\u4ee5\u53ca\u8d21\u732e\u7684\u5927\u5c0f\u662f\u4e00\u4e2a\u590d\u6742\u7684\u95ee\u9898\u3002\u6b63\u786e\u7684\u4fe1\u7528\u5206\u914d\u5bf9\u4e8e\u6fc0\u52b1\u667a\u80fd\u4f53\u91c7\u53d6\u6709\u76ca\u884c\u52a8\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u901a\u4fe1\u548c\u4fe1\u606f\u5171\u4eab<\/strong>\uff1a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u901a\u4fe1\u5bf9\u4e8e\u534f\u8c03\u884c\u52a8\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u5982\u4f55\u8bbe\u8ba1\u6709\u6548\u7684\u901a\u4fe1\u534f\u8bae\u3001\u5904\u7406\u901a\u4fe1\u9650\u5236\u548c\u566a\u58f0\uff0c\u4ee5\u53ca\u786e\u4fdd\u4fe1\u606f\u7684\u5b89\u5168\u548c\u9690\u79c1\uff0c\u662f\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u590d\u6742\u6027\uff08Computational Complexity\uff09<\/strong>\uff1a\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u7684\u589e\u52a0\uff0c\u72b6\u6001\u548c\u52a8\u4f5c\u7a7a\u95f4\u7684\u89c4\u6a21\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8fd9\u4f7f\u5f97\u627e\u5230\u6700\u4f18\u7b56\u7565\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\u548c\u8ba1\u7b97\u5bc6\u96c6\u3002<\/li>\n<li><strong>\u63a2\u7d22\u4e0e\u5229\u7528\u7684\u5e73\u8861\uff08Exploration-Exploitation Trade-off\uff09<\/strong>\uff1a\u667a\u80fd\u4f53\u9700\u8981\u5728\u63a2\u7d22\u672a\u77e5\u73af\u5883\u4ee5\u53d1\u73b0\u66f4\u597d\u7684\u7b56\u7565\u548c\u5229\u7528\u5f53\u524d\u5df2\u77e5\u7684\u4fe1\u606f\u4ee5\u83b7\u5f97\u5373\u65f6\u5956\u52b1\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/li>\n<li><strong>\u90e8\u5206\u53ef\u89c2\u6d4b\u6027\uff08Partial Observability\uff09<\/strong>\uff1a\u5728\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u80fd\u65e0\u6cd5\u89c2\u5bdf\u5230\u5b8c\u6574\u7684\u73af\u5883\u72b6\u6001\uff0c\u8fd9\u8981\u6c42\u667a\u80fd\u4f53\u5728\u6709\u9650\u7684\u4fe1\u606f\u4e0b\u505a\u51fa\u51b3\u7b56\u3002<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u5b66\u4e60\u7b97\u6cd5\u7684\u6536\u655b\u6027\uff08Convergence of Multi-Agent Learning Algorithms\uff09<\/strong>\uff1a\u786e\u4fdd\u591a\u667a\u80fd\u4f53\u5b66\u4e60\u7b97\u6cd5\u80fd\u591f\u6536\u655b\u5230\u7a33\u5b9a\u7684\u72b6\u6001\uff0c\u540c\u65f6\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u6216\u975e\u7406\u60f3\u7684\u5747\u8861\u72b6\u6001\uff0c\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u8bfe\u9898\u3002<\/li>\n<li><strong>\u5b89\u5168\u6027\u548c\u9c81\u68d2\u6027\uff08Safety and Robustness\uff09<\/strong>\uff1a\u5728\u5b89\u5168\u5173\u952e\u7684\u5e94\u7528\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5fc5\u987b\u8bbe\u8ba1\u5f97\u65e2\u5b89\u5168\u53c8\u9c81\u68d2\uff0c\u80fd\u591f\u62b5\u5fa1\u6545\u969c\u548c\u6076\u610f\u653b\u51fb\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027\uff08Scalability\uff09<\/strong>\uff1a\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u7684\u589e\u52a0\uff0c\u7b97\u6cd5\u9700\u8981\u80fd\u591f\u6269\u5c55\u4ee5\u5904\u7406\u66f4\u5927\u89c4\u6a21\u7684\u95ee\u9898\uff0c\u540c\u65f6\u4fdd\u6301\u6548\u7387\u548c\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h2>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u8fdb\u6b65\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u9884\u8ba1\u5c06\u5728\u81ea\u52a8\u5316\u3001\u673a\u5668\u4eba\u534f\u4f5c\u3001\u667a\u80fd\u4ea4\u901a\u3001\u590d\u6742\u6e38\u620f\u548c\u6a21\u62df\u7b49\u9886\u57df\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u672a\u6765\u7814\u7a76\u53ef\u80fd\u4f1a\u96c6\u4e2d\u5728\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u3001\u9c81\u68d2\u6027\u4ee5\u53ca\u5728\u975e\u7406\u60f3\u73af\u5883\u4e2d\u7684\u9002\u5e94\u80fd\u529b\uff0c\u540c\u65f6\u63a2\u7d22\u66f4\u6709\u6548\u7684\u7b56\u7565\u534f\u8c03\u548c\u4fe1\u7528\u5206\u914d\u673a\u5236\uff0c\u4ee5\u4fc3\u8fdb\u667a\u80fd\u4f53\u95f4\u7684\u6709\u6548\u5408\u4f5c\u4e0e\u7ade\u4e89\u3002\u5b89\u5168\u6027\u548c\u4f26\u7406\u95ee\u9898\u4e5f\u5c06\u6210\u4e3a\u7814\u7a76\u7684\u91cd\u70b9\uff0c\u786e\u4fdd\u6280\u672f\u8fdb\u6b65\u540c\u65f6\u5e26\u6765\u79ef\u6781\u7684\u793e\u4f1a\u5f71\u54cd\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u524d\u6cbf\u9886\u57df\u4e2d\uff0c\u5f3a\u5316\u5b66\u4e60\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent Systems\uff09\u7684\u7ed3\u5408\u5f00\u8f9f\u4e86\u65b0\u7684\u7814\u7a76\u8def\u5f84\u3002\u81f4\u529b\u4e8e\u6784\u5efa\u80fd\u5728\u590d\u6742\u73af\u5883\u4e2d\u81ea\u4e3b\u5b66\u4e60\u5e76\u76f8\u4e92\u534f\u4f5c\u7684\u667a\u80fd\u4f53\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5728\u81ea\u52a8\u5316\u63a7\u5236\u3001\u8d44\u6e90\u7ba1\u7406\u3001\u4ee5\u53ca\u7b56\u7565\u6e38\u620f\u4e2d\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u9884\u793a\u7740\u672a\u6765\u5728\u63d0\u5347\u51b3\u7b56\u6548\u7387\u548c\u667a\u80fd\u5316\u6c34\u5e73\u65b9\u9762\u7684\u9769\u547d\u6027\u8fdb\u6b65\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e00\u4ea4\u53c9\u5b66\u79d1\u7684\u6838\u5fc3\u6982\u5ff5\u3001\u6311\u6218\u53ca\u672a\u6765\u8d8b\u52bf\u3002 \u4ec0\u4e48\u662f\u591a\u667a\u80fd\u4f53\u7cfb\u7edf \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent 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