\u5728\u4e0b\u68cb\uff0c\u5728\u73a9\u6e38\u620f\uff0c\u4e8e\u8ddf\u4eba\u7c7b\u7684\u535a\u5f08\u5f53\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u4e5f\u5c31\u662fAI\uff0c\u6b63\u5728\u6301\u7eed\u6210\u957f\u3002\u8fd1\u65e5\uff0c\u82f1\u56fdDeepMind\u516c\u53f8\u7684AI\u667a\u80fd\u4f53DeepNash\uff0c\u5c31\u5728\u897f\u6d0b\u9646\u519b\u68cb\u4e5f\u5c31\u662fStratego\u91cc\uff0c\u8fbe\u5230\u4e86\u4e13\u4e1a\u7ea7\u4eba\u7c7b\u73a9\u5bb6\u7684\u6c34\u51c6\u3002\u8be5\u6210\u679c\u4e8e12\u67081\u65e5\u53d1\u8868\u5728\u4e86\u300a\u79d1\u5b66\u300b\u4e0a\u3002<\/p>\n
\u5b9e\u9645\u4e0a\uff0c\u4e8e DeepNash \u653b\u514b Stratego \u4e4b\u524d\uff0c\u4fbf\u6709\u62a5\u9053\u79f0\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u73a9\u201c\u5f3a\u6743\u5916\u4ea4\u201d\u8fd9\u6b3e\u4e0e\u4e4b\u7c7b\u4f3c\u7684\u7ecf\u5178\u684c\u6e38\u3002\u8fd9\u662f\u4e00\u6b3e\u5177\u5907\u5916\u4ea4\u6df1\u5ea6\u7684\u6e38\u620f\uff0c\u73a9\u5bb6\u4e4b\u95f4\u5b58\u5728\u7740\u5408\u4f5c\u4e0e\u7ade\u4e89\u7684\u5173\u7cfb\uff0c\u5728\u5fc5\u8981\u7684\u65f6\u5019\u5fc5\u987b\u501f\u52a9\u8c08\u5224\u53bb\u7ed3\u4ea4\u76df\u53cb\u3002<\/p>\n
Michael Wellman\u8868\u793a\uff0c\u8fd1\u5e74\u6765\uff0cAI\u638c\u63e1\u90a3\u79cd\u672c\u8d28\u4e0d\u4e00\u6837\u7684\u6e38\u620f\u7684\u901f\u5ea6\u662f\u76f8\u5f53\u60ca\u4eba\u7684\u3002Stratego\u8fd9\u6b3e\u6e38\u620f\u4e0e\uff0c\u8fd9\u6b3e\u201c\u5f3a\u6743\u5916\u4ea4\u201d\u7684\u6e38\u620f\u622a\u7136\u4e0d\u540c\u3002\u800c\u5b83\u4eec\u4e24\u8005\u90fd\u6781\u5177\u6311\u6218\u6027\uff0c\u4e8c\u8005\u4e0e\u6b64\u524dAI\u5df2\u7ecf\u638c\u63e1\u7684\u6e38\u620f\u4e5f\u5b8c\u5168\u4e0d\u4e00\u6837\u3002<\/p>\n
\u4e00\u6b3e\u9700\u5728\u4fe1\u606f\u7f3a\u5931\u72b6\u51b5\u4e0b\u5c55\u5f00\u6218\u7565\u601d\u8003\u7684\u68cb\u76d8\u6e38\u620fStratego\uff0c\u5b83\u7c7b\u4f3c\u4e8e\u4e2d\u56fd\u7684\u519b\u68cb\uff0c\u5b83\u8981\u6bd4\u6b64\u524dAI\u6240\u638c\u63e1\u7684\u56fd\u9645\u8c61\u68cb\u590d\u6742\u5f97\u591a\uff0c\u5b83\u8981\u6bd4\u6b64\u524dAI\u6240\u638c\u63e1\u7684\u56f4\u68cb\u590d\u6742\u5f97\u591a\uff0c\u5b83\u8981\u6bd4\u6b64\u524dAI\u6240\u638c\u63e1\u7684\u6251\u514b\u590d\u6742\u5f97\u591a\u3002<\/p>\n
\u4e8e\u6e38\u620f\u91cc\uff0c\u53cc\u65b9\u5404\u81ea\u6709\u774040\u679a\u68cb\u5b50\uff0c\u5e76\u4e14\u5f7c\u6b64\u6ca1\u529e\u6cd5\u770b\u5230\u68cb\u5b50\u771f\u6b63\u7684\u201c\u8eab\u4efd\u201d\u3002\u53cc\u65b9\u6309\u987a\u5e8f\u8f6e\u6d41\u53bb\u79fb\u52a8\u68cb\u5b50\uff0c\u4ee5\u6b64\u6765\u6d88\u706d\u5bf9\u624b\u7684\u68cb\u5b50\uff0c\u6700\u7ec8\u80fd\u591f\u593a\u5f97\u5bf9\u65b9\u519b\u65d7\u6216\u8005\u6d88\u706d\u5168\u90e8\u80fd\u52a8\u7684\u68cb\u5b50\u7684\u90a3\u4e00\u65b9\u4f1a\u83b7\u80dc\u3002\u6240\u4ee5\uff0c\u73a9\u5bb6\u9700\u8981\u5f00\u5c55\u6218\u7565\u90e8\u7f72\uff0c\u53bb\u6536\u96c6\u4fe1\u606f\uff0c\u8fd8\u8981\u4e0e\u5bf9\u65b9\u8fdb\u884c\u535a\u5f08\u3002<\/p>\n
\u4e00\u5c40Stratego\u6e38\u620f\u91cc\uff0c\u5b58\u5728\u774010535\u79cd\u53ef\u80fd\u51fa\u73b0\u7684\u5e03\u5c40\uff0c\u4e0e\u4e4b\u76f8\u6bd4\uff0c\u56f4\u68cb\u7684\u5e03\u5c40\u670910360\u79cd\u53ef\u80fd\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u5728Stratego\u5f53\u4e2d\uff0cAI\u9700\u8981\u53bb\u63a8\u7406\u5bf9\u624b\u8d85\u8fc71066\u79cd\u90e8\u7f72\u7b56\u7565\uff0c\u8fd9\u8ba9\u5fb7\u5dde\u6251\u514b\u91cc\u521d\u59cb\u7684106\u79cd\u53ef\u80fd\u60c5\u51b5\u663e\u5f97\u5fae\u4e0d\u8db3\u9053\u3002<\/p>\n
\u8fea\u666eMind\u7814\u7a76\u5458\u6731\u5229\u5b89\u00b7\u4f69\u7f57\u62c9\u7279\u79f0\uff0c\u201c\u65af\u7279\u62c9\u6cf0\u6208\u4e2d\u6709\u53ef\u80fd\u51fa\u73b0\u7684\u7ed3\u679c\u6570\u91cf\u7e41\u591a\uff0c\u5e76\u4e14\u5176\u5177\u5907\u590d\u6742\u6027\uff0c\u8fd9\u8868\u660e\uff0c\u5728\u4fe1\u606f\u5168\u7136\u7684\u6e38\u620f\u91cc\u8868\u73b0\u4f18\u5f02\u7684\u7b97\u6cd5\uff0c\u4e43\u81f3\u5728\u6251\u514b\u6e38\u620f\u4e2d\u8868\u73b0\u4e0d\u9519\u7684\u7b97\u6cd5\uff0c\u5728\u8fd9\u6b3e\u6e38\u620f\u5f53\u4e2d\u90fd\u65e0\u6cd5\u53d1\u6325\u4f5c\u7528\u3002\u201d\u3002<\/p>\n
\u6240\u4ee5\uff0cPerolat\u4ee5\u53ca\u540c\u4e8b\u7814\u53d1\u51fa\u4e86DeepNash\uff0c\u8fd9\u4e2a\u547d\u540d\u662f\u5411\u63d0\u51fa\u7eb3\u4ec0\u5747\u8861\u7684\u7f8e\u56fd\u6570\u5b66\u5bb6\u7ea6\u7ff0\u00b7\u7eb3\u4ec0\u8868\u8fbe\u656c\u610f \u3002<\/p>\n
\u7eb3\u4ec0\u5747\u8861\u5728\u535a\u5f08\u8bba\u91cc\u662f\u4e00\u79cd\u89e3\u7684\u6982\u5ff5\uff0c\u5b83\u6240\u6307\u7684\u662f\u8fd9\u6837\u7684\u7b56\u7565\u7ec4\u5408\uff0c\u5373\u4efb\u4f55\u4e00\u4f4d\u73a9\u5bb6\uff0c\u5728\u8fd9\u4e2a\u7b56\u7565\u7ec4\u5408\u4e0b\uff0c\u5f53\u5176\u4ed6\u73a9\u5bb6\u7b56\u7565\u4fdd\u6301\u4e0d\u53d8\u65f6\uff0c\u5355\u65b9\u9762\u53bb\u6539\u53d8\u81ea\u5df1\u7684\u7b56\u7565\uff0c\u90fd\u4e0d\u4f1a\u4f7f\u5f97\u81ea\u8eab\u7684\u6536\u76ca\u5f97\u5230\u63d0\u9ad8\u3002<\/p>\n
DeepNash\u628a\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8ddf\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7ed3\u5408\u8d77\u6765\uff0c\u76ee\u7684\u662f\u627e\u51fa\u7eb3\u4ec0\u5747\u8861\uff0c\u5f3a\u5316\u5b66\u4e60\u6db5\u76d6\u4e3a\u6e38\u620f\u7684\u6bcf\u4e2a\u72b6\u6001\u5bfb\u89c5\u6700\u4f73\u7b56\u7565\uff0c\u8981\u5b66\u4e60\u6700\u4f73\u7b56\u7565\uff0cDeepNash\u540c\u81ea\u5df1\u5c55\u5f00\u4e8655\u4ebf\u6b21\u535a\u5f08\u3002<\/p>\n
DeepNash\u4e8e\u4eca\u5e744\u6708\uff0c\u5728\u7f51\u7edc\u6e38\u620f\u5e73\u53f0Gravon\u4e0a\uff0c\u548c\u4eba\u7c7bStratego\u73a9\u5bb6\u5c55\u5f00\u4e86\u4e3a\u671f\u4e24\u5468\u7684\u6bd4\u8d5b\uff0c\u5728\u5386\u7ecf50\u573a\u6bd4\u8d5b\u4e4b\u540e\uff0cDeepNash\u5f53\u524d\u4e8e\u6240\u6709Gravon Stratego\u73a9\u5bb6\u91cc\u4f4d\u5217\u7b2c\u4e09\u3002<\/p>\n
Karl Tuyls\u8fd9\u4e2a\u56e2\u961f\u6210\u5458\u3001DeepMind\u7814\u7a76\u5458\uff0c\u8fd9\u6837\u8bb2\u9053\uff0c\u201c\u8fd9\u7b97\u5f97\u4e0a\u662fAI\u8de8\u51fa\u7684\u4e00\u5927\u6b65\u3002\u201d\u4e14\u63d0\u51fa\uff0c\u201c\u6211\u4eec\u6240\u5f00\u5c55\u7684\u7814\u7a76\u663e\u793a\u51fa\uff0c\u7c7b\u4f3c\u4e8eStratego\u8fd9\u822c\u5e26\u6709\u4e0d\u5b8c\u5584\u4fe1\u606f\u72b6\u51b5\u7684\u590d\u6742\u6e38\u620f\uff0c\u5e76\u4e0d\u9700\u8981\u501f\u52a9\u641c\u7d22\u6280\u672f\u53bb\u8fdb\u884c\u89e3\u51b3\u3002\u201d\u3002<\/p>\n
\u7136\u800c\uff0c\u66fe\u7ecf\u57282019\u5e74\u7684\u65f6\u5019\uff0c\u62a5\u544a\u4e86\u4e13\u95e8\u73a9\u6251\u514b\u7684AI\uff0c\u4e5f\u5c31\u662fPluribus\u7684Meta AI\u7814\u7a76\u5458Noam Brown\u6240\u5728\u56e2\u961f\uff0c\u628a\u6ce8\u610f\u529b\u8f6c\u5411\u4e86\u4e00\u4e2a\u4e0d\u4e00\u6837\u7684\u6311\u6218\u5fb7\u4fe1\u7ade\u6280\uff0c\u90a3\u5c31\u662f\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u73a9\u201c\u5f3a\u6743\u5173\u7cfb\u4ea4\u5f80\u201d\u7684AI \u3002<\/p>\n
\u53c2\u4e0e\u4eba\u6570\u6700\u591a\u4e3a7\u4f4d\u73a9\u5bb6\u7684\u201c\u5f3a\u6743\u5916\u4ea4\u201d\u6e38\u620f\uff0c\u6bcf\u4f4d\u73a9\u5bb6\u8c61\u5f81\u7b2c\u4e00\u6b21\u4e16\u754c\u5927\u6218\u524d\u6b27\u6d32\u7684\u4e3b\u8981\u529b\u91cf\uff0c\u5176\u6e38\u620f\u76ee\u6807\u5728\u4e8e\u501f\u52a9\u79fb\u52a8\u90e8\u961f\u638c\u63a7\u4f9b\u5e94\u4e2d\u5fc3\uff0c\u5173\u952e\u662f\uff0c\u6b64\u6e38\u620f\u9700\u73a9\u5bb6\u95f4\u5c55\u5f00\u79c1\u4eba\u4ea4\u6d41\u4e0e\u5408\u4f5c\uff0c\u5e76\u975e\u5982\u56f4\u68cb\u6216Stratego\u90a3\u822c\u8fdb\u884c\u53cc\u4eba\u535a\u5f08\u3002<\/p>\n
Brown\u5ba3\u79f0\uff0c\u5f53\u96f6\u548c\u535a\u5f08\u7684\u53c2\u4e0e\u4eba\u6570\u8d85\u8fc7\u4e24\u4eba\u65f6\uff0c\u7eb3\u4ec0\u5747\u8861\u601d\u60f3\u4fbf\u4e0d\u518d\u5bf9\u6e38\u620f\u5177\u5907\u6548\u7528\u4e86\u3002\u4ed6\u4eec\u6210\u529f\u8bad\u7ec3\u51fa\u4e86\u540d\u4e3aCicero\u7684AI\u3002\u572811\u670822\u65e5\u53d1\u8868\u4e8e\u300a\u79d1\u5b66\u300b\u7684\u90a3\u7bc7\u8bba\u6587\u91cc\uff0c\u8be5\u56e2\u961f\u6c47\u62a5\u79f0\uff0c\u572840\u573a\u6e38\u620f\u4e2d\uff0cCicero\u7684\u5e73\u5747\u5f97\u5206\u6bd4\u4eba\u7c7b\u73a9\u5bb6\u7684\u4e24\u500d\u8fd8\u8981\u591a\uff0c\u5728\u73a9\u8fc7\u4e00\u573a\u4ee5\u4e0a\u6e38\u620f\u7684\u53c2\u4e0e\u8005\u91cc\u5904\u4e8e\u524d10%\u7684 ranking \u3002<\/p>\n
Brown\u89c9\u5f97\uff0c\u90a3\u79cd\u80fd\u591f\u8ddf\u4eba\u7c7b\u76f8\u4e92\u4f5c\u7528\uff0c\u5e76\u4e14\u5bf9\u6b21\u4f18\u4e43\u81f3\u975e\u7406\u6027\u7684\u4eba\u7c7b\u884c\u4e3a\u4f5c\u51fa\u89e3\u91ca\u7684\u6e38\u620fAI\uff0c\u80fd\u591f\u4e3a\u5b83\u5728\u73b0\u5b9e\u4e16\u754c\u91cc\u7684\u8fd0\u7528\u5f00\u62d3\u9053\u8def\u3002\uff08\u5f90\u9510\uff09\u3002<\/p>\n
\u76f8\u5173\u8bba\u6587\u4fe1\u606f\uff1a<\/p>\n
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