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href='\/index.php\/2026\/01\/22\/%e8%a7%a3%e8%af%bb%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bai%e5%8e%9f%e7%90%86%ef%bc%8c%e4%ba%86%e8%a7%a3%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bset%e8%83%8c%e5%90%8e%e7%9a%84%e7%a7%98%e5%af%86\/' title='DeepStack' target='_blank'>DeepStack<\/a>\uff0c\u81f4\u4f7f\u7cfb\u7edf\u80fd\u591f\u5728\u7ade\u8d5b\u4e4b\u4e2d\u5177\u5907\u201c\u76f4\u89c9\u201d\u3002\u3010\u8fdb\u53bb\u65b0\u667a\u5143\u516c\u4f17\u53f7\uff0c\u4e8e\u5bf9\u8bdd\u6846\u952e\u5165\u201c0110\u201d\u53bb\u4e0b\u8f7d\u8bba\u6587\u3011\u3002<\/p>\n<p>\u51e0\u4f4d\u6765\u81ea\u52a0\u62ff\u5927\u4ee5\u53ca\u6377\u514b\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u8005\uff0c\u8fd1\u65e5\u4e8e arXiv \u4e0a\u5f20\u8d34\u51fa\u8bba\u6587\uff0c\u8be5\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u7528\u4e8e\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u7684\u65b0\u7b97\u6cd5\uff0c\u6bd4\u5982\u6251\u514b\uff0cDeepStack 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\u3002<\/p>\n<p>\u975e\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08<\/p>\n<p>\u6e38\u620f\uff0c\u957f\u4e45\u4ee5\u6765\uff0c\u90fd\u88ab\u89c6\u4f5c\u662f\u7528\u6765\u6d4b\u91cf\u4eba\u5de5\u667a\u80fd\u8fdb\u6b65\u7684\u4e00\u4e2a\u57fa\u51c6\u3002\u5728\u8fc7\u53bb\u768420\u5e74\u95f4\uff0c\u6211\u4eec\u89c1\u8bc1\u4e86\u8bf8\u591a\u6e38\u620f\u7a0b\u5e8f\uff0c\u5df2\u5728\u8bb8\u591a\u6e38\u620f\u4e0a\uff0c\u8d85\u8d8a\u4e86\u4eba\u7c7b\uff0c\u50cf\u897f\u6d0b\u53cc\u9646\u68cb\u3001\u8df3\u68cb\u3001\u56fd\u9645\u8c61\u68cb\u3001Jeopardy \u3001Atari\u7535\u5b50\u6e38\u620f\u4ee5\u53ca\u56f4\u68cb\u3002\u8ba1\u7b97\u673a\u7a0b\u5e8f\u5728\u8fd9\u4e9b\u65b9\u9762\u7684\u6210\u529f\uff0c\u6240\u6d89\u53ca\u7684\u7686\u662f\u4fe1\u606f\u7684\u5bf9\u79f0\u6027\uff0c\u5373\u5bf9\u4e8e\u5f53\u4e0b\u7684\u6e38\u620f\u72b6\u6001\u800c\u8a00\uff0c\u6240\u6709\u7684\u73a9\u5bb6\u80fd\u591f\u83b7\u53d6\u7684\u786e\u5b9a\u6027\u4fe1\u606f\u662f\u4e00\u6837\u7684\u3002\u8fd9\u79cd\u5b8c\u7f8e\u4fe1\u606f\u7684\u5c5e\u6027\uff0c\u4ea6\u662f\u8ba9\u8fd9\u4e9b\u7a0b\u5e8f\u53d6\u5f97\u6210\u529f\u7684\u7b97\u6cd5\u7684\u6838\u5fc3\uff0c\u4f8b\u5982\uff0c\u5728\u6e38\u620f\u4e2d\u7684\u5c40\u90e8\u641c\u7d22\u3002<\/p>\n<p>\u73b0\u4ee3\u6e38\u620f\u7406\u8bba\u7684\u521b\u5efa\u8005\uff0c\u8eab\u4e3a\u8ba1\u7b97\u673a\u5148\u950b\u7684 von Neumann\uff0c\u66fe\u9488\u5bf9\u65e0\u5b8c\u7f8e\u4fe1\u606f\u6e38\u620f\u91cc\u7684\u63a8\u7406\u884c\u4e3a\u4f5c\u51fa\u8fc7\u89e3\u91ca\uff0c\u5176\u5185\u5bb9\u4e3a\uff0c\u73b0\u5b9e\u4e16\u754c\u5e76\u975e\u5982\u6b64\uff0c\u73b0\u5b9e\u4e16\u754c\u6db5\u76d6\u4e86\u8bf8\u591a\u8d4c\u6ce8\uff0c\u5b58\u5728\u7740\u4e00\u4e9b\u5e26\u6709\u6b3a\u9a97\u6027\u8d28\u7684\u6218\u672f\uff0c\u5e76\u4e14\u8fd8\u5173\u8054\u5230\u4f60\u4f1a\u53bb\u601d\u7d22\uff0c\u522b\u4eba\u4f1a\u4ee5\u4e3a\u4f60\u5c06\u8981\u505a\u4e9b\u4ec0\u4e48\u3002von Neumann \u6700\u4e3a\u75f4\u8ff7\u7684\u4e00\u6b3e\u6e38\u620f\u4e43\u662f\u6251\u514b\uff0c\u5728\u8fd9\u6b3e\u6e38\u620f\u5f53\u4e2d\uff0c\u73a9\u5bb6\u4e8e\u62ff\u5230\u81ea\u8eab\u7684\u724c\u4e4b\u540e\uff0c\u4f1a\u4f9d\u6b21\u8f6e\u6d41\u8fdb\u884c\u4e0b\u6ce8\uff0c\u4fc3\u4f7f\u5bf9\u624b\u8ddf\u7740\u4e0b\u6ce8\uff0c\u7136\u540e\u4ed6\u4eec\u6216\u8005\u8ddf\u7740\u4e0b\u6ce8\uff0c\u6216\u8005\u9009\u62e9\u5f03\u724c\u3002\u73a9\u800d\u7684\u7eb8\u724c\u5c5e\u4e8e\u4e00\u79cd\u5e76\u975e\u5b8c\u7f8e\u7684\u4fe1\u606f\u7c7b\u6e38\u620f\uff0c\u53c2\u4e0e\u6e38\u620f\u7684\u4eba\u4ec5\u4ec5\u80fd\u591f\u4f9d\u6258\u81ea\u5df1\u624b\u4e2d\u62ff\u7740\u7684\u724c\u4ece\u800c\u7ed9\u51fa\u90a3\u79cd\u5e76\u975e\u5bf9\u79f0\u7684\u4fe1\u606f\u4ee5\u6b64\u5bf9\u73a9\u800d\u6e38\u620f\u7684\u60c5\u5f62\u4e88\u4ee5\u8bc4\u4f30\u3002<\/p>\n<p>\u5728\u4e00\u5bf9\u4e00\u8fdb\u884c\u5bf9\u6218\uff0c\u5373\u4ec5\u6709\u4e24\u4f4d\u73a9\u5bb6\u53c2\u4e0e\u7684\u6709\u9650\u4e0b\u6ce8\u5fb7\u5dde\u6251\u514b\u91cc\uff0c<a href='\/index.php\/2026\/01\/15\/ai%ef%bc%8c%e8%ae%a9%e6%b8%b8%e6%88%8f%e5%86%8d%e6%ac%a1%e4%bc%9f%e5%a4%a7\/' title='AI' target='_blank'>AI<\/a> \u4ece\u524d\u83b7\u5f97\u8fc7\u4e00\u4e9b\u6210\u529f\u3002\u7136\u800c\uff0c\u4e00\u5bf9\u4e00\u6709\u9650\u6ce8\u7684\u5fb7\u5dde\u6251\u514b\uff0c\u5176\u5168\u90e8\u7684\u51b3\u7b56\u70b9\u6570\u91cf\uff0c\u4ec5\u4ec5\u4e0d\u5230 10 \u7684 14 \u6b21\u65b9\u4e2a\u3002\u4e0e\u4e4b\u5f62\u6210\u5bf9\u7167\u7684\u662f\uff0c\u8ba1\u7b97\u673a\u5df2\u7136\u5728\u56f4\u68cb\u91cc\u8fb9\u80dc\u8fc7\u4eba\u7c7b\u4e13\u4e1a\u68cb\u624b\uff0c\u56f4\u68cb\u5c5e\u4e8e\u4e00\u4e2a\u5177\u5907\u5b8c\u7f8e\u4fe1\u606f\u7684\u6e38\u620f\uff0c\u542b\u6709\u5927\u7ea6 10 \u7684 170 \u6b21\u65b9\u4e2a\u51b3\u7b56\u70b9\u3002<\/p>\n<p>\u5e76\u975e\u5b8c\u7f8e\u4fe1\u606f\u7c7b\u6e38\u620f\uff0c\u5bf9\u66f4\u4e3a\u590d\u6742\u7684\u63a8\u7406\u80fd\u529b\u6709\u6240\u8981\u6c42\u3002\u5728\u7279\u5b9a\u7684\u65f6\u523b\uff0c\u505a\u51fa\u6b63\u786e\u51b3\u7b56\uff0c\u4f9d\u8d56\u4e8e\u5bf9\u624b\u6240\u900f\u9732\u51fa\u7684\u4e2a\u4f53\u4fe1\u606f\u7684\u6982\u7387\u5206\u5e03\uff0c\u800c\u8fd9\u6982\u7387\u5206\u5e03\u901a\u5e38\u4f1a\u5728\u4ed6\u4eec\u7684\u884c\u52a8\u91cc\u5448\u73b0\u51fa\u6765\u3002\u7136\u800c\uff0c\u5bf9\u624b\u7684\u884c\u4e3a\u600e\u6837\u53bb\u6697\u793a\u5176\u4fe1\u606f\uff0c\u53cd\u8fc7\u6765\uff0c\u53c8\u8981\u53d6\u51b3\u4e8e\u4ed6\u5bf9\u6211\u4eec\u79c1\u4eba\u4fe1\u606f\u4e86\u89e3\u7684\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u6211\u4eec\u7684\u884c\u4e3a\u5df2\u7ecf\u6cc4\u9732\u4e86\u591a\u5c11\u4fe1\u606f\u3002\u8fd9\u79cd\u5177\u6709\u5faa\u73af\u6027\u7684\u63a8\u7406\uff0c\u6070\u6070\u5c31\u662f\u4e3a\u4f55\u4e00\u4e2a\u4eba\u5f88\u96be\u5b64\u7acb\u5730\u53bb\u63a8\u7406\u51fa\u6e38\u620f\u72b6\u6001\u7684\u539f\u56e0\uff0c\u53ea\u662f\u5728\u5b8c\u7f8e\u4fe1\u606f\u6e38\u620f\u5f53\u4e2d\uff0c\u8fd9\u5c5e\u4e8e\u5c40\u90e8\u641c\u7d22\u65b9\u6cd5\u7684\u6838\u5fc3 \u3002<\/p>\n<p>\u5728\u5e76\u975e\u5b8c\u7f8e\u4fe1\u606f\u7684\u6e38\u620f\u91cc\u5934\uff0c\u6bd4\u8f83\u5177\u5907\u7ade\u4e89\u529b\u7684AI\u65b9\u6cd5\u5e38\u5e38\u662f\u9488\u5bf9\u6574\u4e2a\u6e38\u620f\u5c55\u5f00\u63a8\u7406\uff0c\u63a5\u7740\u5f97\u51fa\u4e00\u5957\u5b8c\u6574\u7684\u4f18\u5148\u7b56\u7565\u3002CFR\uff08\u53cd\u4e8b\u5b9e\u540e\u6094\u6700\u5c0f\u5316\uff09\u662f\u5176\u4e2d\u7684\u4e00\u79cd\u6218\u672f\uff0c\u8fd0\u7528\u81ea\u6211\u535a\u5f08\u6765\u5b9e\u65bd\u5faa\u73af\u63a8\u7406\uff0c\u4e5f\u5c31\u662f\u8bf4\u5728\u591a\u6b21\u6210\u529f\u7684\u5faa\u73af\u5f53\u4e2d\uff0c\u51ed\u501f\u91c7\u7528\u81ea\u8eab\u7684\u7b56\u7565\u53bb\u5bf9\u6297\u81ea\u8eab\u3002\u8981\u662f\u6e38\u620f\u89c4\u6a21\u8fc7\u5927\uff0c\u96be\u4ee5\u76f4\u63a5\u89e3\u51b3\uff0c\u5e38\u89c1\u7684\u529e\u6cd5\u662f\u5148\u89e3\u51b3\u66f4\u5c0f\u7684\u3001\u6d53\u7f29\u578b\u7684\u6e38\u620f\u3002\u5982\u82e5\u6700\u540e\u5f53\u771f\u8981\u73a9\u6700\u521d\u8f83\u4e3a\u5927\u578b\u7684\u6e38\u620f\uff0c\u90a3\u5c31\u5f97\u5c06\u539f\u59cb\u7248\u672c\u6e38\u620f\u91cc\u6240\u8bbe\u8ba1\u7684\u6a21\u62df\u4ee5\u53ca\u884c\u4e3a\u7b49\u4e88\u4ee5\u8f6c\u79fb\uff0c\u4f7f\u5176\u80fd\u5728\u4e00\u4e2a\u66f4\u4e3a\u201c\u6d53\u7f29\u201d\u7684\u6e38\u620f\u5f53\u4e2d\u5f97\u4ee5\u5b8c\u6210\u3002<\/p>\n<p>\u5c3d\u7ba1\u8fd9\u4e00\u529e\u6cd5\u4f7f\u5f97\u8ba1\u7b97\u673a\u4e8eHUNL\u7c7b\u6e38\u620f\u91cc\u5f00\u5c55\u63a8\u7406\u6210\u4e3a\u53ef\u884c\u4e4b\u4e8b\uff0c\u7136\u800c\uff0c\u5b83\u662f\u501f\u52a9\u5c06HUNL\u4e4b\u4e0b\u768410\u7684160\u6b21\u65b9\u4e2a\u573a\u666f\u538b\u7f29\u81f310\u768414\u6b21\u65b9\u7f29\u7565\u573a\u666f\u4e88\u4ee5\u8fbe\u6210\u7684\u3002\u8be5\u65b9\u6cd5\u5b58\u5728\u6781\u5927\u53ef\u80fd\u6027\u4f1a\u81f4\u4f7f\u4fe1\u606f\u9057\u5931\uff0c\u6240\u6709\u8fd9\u7c7b\u7a0b\u5e8f\u8ddd\u79bb\u4e13\u4e1a\u4eba\u7c7b\u73a9\u5bb6\u6c34\u51c6\u5c1a\u76f8\u5dee\u751a\u8fdc\u3002<\/p>\n<p>\u57282015\u5e74\u7684\u65f6\u5019\uff0c\u8ba1\u7b97\u673a\u7a0b\u5e8fClaudico\u8f93\u7ed9\u4e86\uff0c\u4e00\u4e2a\u4e13\u4e1a\u6251\u514b\u73a9\u5bb6\u7ec4\u6210\u7684\u56e2\u961f\uff0c\u800c\u4e14\u8f93\u6389\u6bd4\u8d5b\u662f\u4ee5\u8f83\u5927\u52a3\u52bf\u544a\u8d1f\u3002\u5e76\u4e14\uff0c\u6700\u8fd1\uff0c\u4e00\u5e74\u4e00\u5ea6\u7684\u8ba1\u7b97\u673a\u6251\u514b\u7ade\u8d5b\u91cc\uff0c\u7ed3\u679c\u4eba\u4eec\u53d1\u73b0\uff0c\u57fa\u4e8e\u201c\u6d53\u7f29\u201d\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\uff0c\u5b58\u5728\u4e00\u5927\u5806\u7f3a\u70b9\u3002\u5176\u4e2d\u67094\u4e2a\u8fd0\u7528\u4e86\u8fd9\u4e00\u65b9\u6cd5\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\uff0c\u5728\u5b83\u4eec\u5f53\u4e2d\uff0c\u5305\u542b\u4ece2016\u5e74\u8d77\u5c31\u4e00\u76f4\u540d\u5217\u524d\u8305\u7684\u7a0b\u5e8f\uff0c\u88ab\u8ba4\u5b9a\u4f7f\u7528\u4e86\u4e00\u4e2a\u5c40\u90e8\u6700\u4f73\u54cd\u5e94\u7684\u6280\u5de7\uff0c\u4ece\u800c\u5728\u4e00\u4e2a\u7b56\u7565\u4f1a\u8f93\u6389\u591a\u5c11\u8fd9\u4e2a\u51b3\u7b56\u65b9\u9762\uff0c\u4ea7\u751f\u51fa\u4e00\u4e2a\u66f4\u52a0\u63a5\u8fd1\u4e0b\u9650\u7684\u7b54\u6848\u3002\u6240\u6709\u8fd9\u56db\u4e2a\uff0c\u57fa\u4e8e\u201c\u6d53\u7f29\u201d\u65b9\u6cd5\u7684\u7a0b\u5e8f\uff0c\u90fd\u6709\u53ef\u80fd\u8f93\u5f97\u5f88\u60e8\uff0c\u7528\u91cf\u5316\u8868\u793a\uff0c\u662f\u6bcf\u5c40\u90fd\u5f03\u724c\u6240\u5c5e\u7684\u56db\u500d\u3002<\/p>\n<p>DeepStack\u8fd0\u7528\u4e86\u4e00\u79cd\u5168\u7136\u4e0d\u540c\u7684\u65b9\u5f0f\uff0c\u5b83\u4e0d\u65ad\u5730\u501f\u52a9CFR\u91cc\u7684\u5faa\u73af\u63a8\u7406\u53bb\u5e94\u5bf9\u4fe1\u606f\u4e0d\u5bf9\u79f0\u7684\u72b6\u51b5\uff0c\u7136\u800c\uff0c\u5b83\u5e76\u4e0d\u53bb\u8ba1\u7b97\u4ee5\u53ca\u5b58\u50a8\u7528\u4e8e\u535a\u5f08\u7684\u5b8c\u6574\u4f18\u5148\u7b56\u7565\uff0c\u6545\u800c\u4e5f\u65e0\u9700\u8fdb\u884c\u7b80\u8981\u7684\u63d0\u70bc\uff0c\u76f8\u53cd\uff0c\u5728\u6e38\u620f\u91cc\uff0c\u6bcf\u5f53\u5177\u4f53\u573a\u666f\u51fa\u73b0\u65f6\u5b83\u4fbf\u4e88\u4ee5\u8003\u91cf\uff0c\u53ef\u8fd9\u5e76\u975e\u662f\u72ec\u7acb\u7684\u3002<\/p>\n<p>\u4f7f\u7528\u4e00\u79cd\u5feb\u901f\u7684\u8fd1\u4f3c\u4f30\u8ba1\u53bb\u66ff\u4ee3\u67d0\u4e00\u79cd\u6df1\u5ea6\u8ba1\u7b97\uff0c\u5b83\u80fd\u591f\u907f\u514d\u5bf9\u6e38\u620f\u5269\u4f59\u90e8\u5206\u5f00\u5c55\u63a8\u7406\uff0c\u8fd9\u79cd\u4f30\u8ba1\u53ef\u88ab\u770b\u4f5c\u662f DeepStack \u7684\u76f4\u89c9\uff0c\u5373\u5728\u4efb\u4e00\u53ef\u80fd\u7684\u6251\u514b\u60c5\u5883\u91cc\uff0c\u6301\u6709\u4efb\u4e00\u53ef\u80fd\u7684\u4e2a\u4eba\u724c\u65f6\u724c\u9762\u5927\u5c0f\u7684\u76f4\u89c9 \u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u4ee5\u4e00\u5b9a\u7684\u5c42\u9762\u6765\u8bb2\uff0c\u4e0e\u4eba\u7c7b\u9887\u4e3a\u76f8\u4eff\u7684DeepStack\u7684\u76f4\u89c9\uff0c\u662f\u8981\u88ab\u8bad\u7ec3\u7684\u3002\u6211\u4eec\u8fd0\u7528\u968f\u673a\u751f\u6210\u7684\u6251\u514b\u60c5\u666f\uff0c\u91c7\u7528\u6df1\u5ea6\u5b66\u4e60\u6765\u8fdb\u884c\u8bad\u7ec3\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u8bc1\u5b9e\u4e86\uff0c\u4ece\u7406\u8bba\u5c42\u9762\u800c\u8a00\uff0cDeepStack\u662f\u53ef\u884c\u7684\uff0c\u76f8\u8f83\u4e8e\u57fa\u4e8e\u201c\u6d53\u7f29\u201d\u7684\u65b9\u6cd5\uff0c\u5b83\u80fd\u4ea7\u751f\u5728\u5b9e\u8d28\u4e0a\u9700\u66f4\u5c11\u63a2\u7d22\u7684\u7b56\u7565\uff0c\u540c\u65f6\uff0c\u5b83\u8fd8\u662f\u4e16\u754c\u4e0a\u9996\u4e2a\u5728HUNL\u6e38\u620f\u91cc\u51fb\u8d25\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\uff0c\u5e73\u5747\u8d62\u7387\u8d85\u8fc7450 mbb\/g \u3002\uff08mbb\/g\uff0c\u5373\u6bcf\u6e38\u620f\u7684\u6beb\u5927\u76f2\u6ce8\uff0c\u662f\u7528\u4ee5\u8861\u91cf\u6251\u514b\u73a9\u5bb6\u8868\u73b0\u7684\u6307\u6570\uff0c50 mbb\/g \u80fd\u591f\u88ab\u89c6\u4f5c\u662f\u4e00\u79cd\u8f83\u5927\u7684\u4f18\u52bf\uff0c750mbb\/g \u5c31\u662f\u5bf9\u624b\u6bcf\u4e00\u5c40\u90fd\u4e3b\u52a8\u653e\u5f03\u7ee7\u7eed\u53c2\u4e0e\u724c\u5c40\u7684\u83b7\u80dc\u51e0\u7387\u3002\uff09\u3002<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc<a href='\/index.php\/2026\/01\/01\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e4%b8%8d%e4%bb%85%e4%bb%85%e6%98%af%e8%b6%85%e7%ba%a7%e7%8e%a9%e5%ae%b6%e7%9a%84%e4%b8%93%e5%88%a9\/' title='\u673a\u5668\u5b66\u4e60' target='_blank'>\u673a\u5668\u5b66\u4e60<\/a>\u7cfb\u7edf\u7b2c\u4e00\u6b21\u6218\u80dc\u4eba\u7c7b\u804c\u4e1a\u73a9\u5bb6<\/p>\n<p>\u8ddf\u804c\u4e1a\u9009\u624b\u5bf9\u6297\u7ed3\u679c<\/p>\n<p>\u5c06DeepStack\u4e0e\u4eba\u7c7b\u4e13\u5bb6\u505a\u6bd4\u8f83\uff0c\u6211\u4eec\u8058\u8bf7\u4e86\u56fd\u9645\u6251\u514b\u8054\u76df\u91cc\u7684\u4e13\u4e1a\u6251\u514b\u9009\u624b\uff0c\u9009\u624b\u4eec\u4e8e4\u5468\u5185\u5b8c\u62103000\u5c40\u6bd4\u8d5b\uff0c\u4e3a\u6fc0\u52b1\u9009\u624b\uff0c\u7ed9\u4ee5AIVAT\u8ba1\u6392\u540d\u6700\u9ad8\u7684\u524d\u4e09\u5206\u522b\u7ed9\u4e885000\u52a0\u5143\u30012500\u52a0\u5143\u548c1250\u52a0\u5143\u5956\u52b1\uff0c\u6bd4\u8d5b\u4e8e2016\u5e7411\u67087\u65e5\u81f312\u670812\u65e5\u5728\u7ebf\u4e0a\u4e3e\u884c\uff0c\u6251\u514b\u9009\u624b\u53ef\u9009\u62e9\u6700\u591a\u540c\u65f6\u73a94\u5c40\uff0c\u8fd9\u5728\u7ebf\u4e0a\u8f83\u4e3a\u5e38\u89c1 \u3002\u603b\u8ba1\u6709\u6765\u81ea\u5341\u4e03\u4e2a\u56fd\u5bb6\u7684\u4e09\u5341\u4e09\u540d\u9009\u624b\u540c DeepStack \u5c55\u5f00\u4e86\u8f83\u91cf\uff0cDeepStack \u4e0e\u6bcf\u4e00\u4e2a\u4eba\u6bd4\u8d5b\u65f6\u7684\u8868\u73b0\u5982\u4e0b\u8868 1 \u6240\u793a\uff1a<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_0.jpg' alt='DeepStack\u7b97\u6cd5\u7814\u7a76_\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5' \/><\/p>\n<p>\u88681\u5fb7\u4fe1\u7ade\u6280\uff0c\u5173\u4e8e\u8ddf\u804c\u4e1a\u6251\u514b\u9009\u624b\u8f83\u91cf\u7684\u7ed3\u679c\uff0c\u662f\u7528AIVAT\u4ee5\u53ca\u6240\u8d62\u5f97\u7684\u7b79\u7801\u6765\u8861\u91cf\u7684\uff0c\u5e76\u4e14\u662f\u4ee5mbb\/g\u4f5c\u4e3a\u5355\u4f4d \u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_1.png' alt='\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5_DeepStack\u7b97\u6cd5\u7814\u7a76' \/><\/p>\n<p>\u88682\uff1a\u5411\u524d\u8fb9\u6309\u7167\u6240\u5904\u8f6e\u6b21\u4e0d\u540c\uff0c\u6765\u8fdb\u884c\u5177\u4f53\u7684\u5256\u6790\u3002F\u3001C\u30011\/2P\u3001P\u30012P\u4ee5\u53caA\uff0c\u5b83\u4eec\u5206\u522b\u5c5e\u4e8e\u8fd9\u6837\u7684\u7f29\u5199\u60c5\u51b5\uff1a\u628a\u5f03\u724c\u7b80\u79f0\u4e3aFold\uff0c\u5c06\u8ddf\u8fdb\u7b80\u79f0\u4e3aCall\uff0c\u628a\u4e8c\u5206\u4e4b\u4e00\u5e95\u6c60\u62bc\u6ce8\u7b80\u79f0\u4e3ahalf of a pot-sized bet\uff0c\u628a\u5e95\u6c60\u62bc\u6ce8\u7b80\u79f0\u4e3aa pot-sized bet\uff0c\u628a\u53cc\u500d\u5e95\u6c60\u62bc\u6ce8\u7b80\u79f0\u4e3atwice a pot-sized bet\uff0c\u628a\u5168\u6ce8\u7b80\u79f0\u4e3aAll in \u3002\u8868\u793a\u5f53\u8d85\u8fc7\u6df1\u5ea6\u9650\u5236\u4e4b\u65f6\uff0c\u6700\u540e\u4e00\u5217\u6240\u7528\u5230\u7684\uff0c\u662f\u54ea\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u662fflop\u7f51\u7edc\uff0c\u662fturn\u7f51\u7edc\uff0c\u4ea6\u6216\u662f\u8f85\u52a9\u7f51\u7edc\u3002<\/p>\n<p>\u6bd4\u8d5b\u901f\u5ea6<\/p>\n<p>\u5bf9\u5176\u8fdb\u884c\u5206\u89e3\u8ba1\u7b97\uff0c\u4ee5\u53ca\u5f00\u5c55\u795e\u7ecf\u7f51\u7edc\u8bc4\u4f30\uff0c\u662f\u5728\u4e00\u4e2a GPU \u4e0a\u4e88\u4ee5\u5b9e\u73b0\u7684\uff0c\u8fd9\u5c31\u4f7f\u5f97\u5b83\u80fd\u591f\u4e00\u6b21\u5feb\u901f\u6279\u91cf\u8c03\u7528\u53cd\u4e8b\u5b9e\u4ef7\u503c\u7f51\u7edc\u4e0a\u591a\u4e2a\u5b50\u516c\u5171\u6811\uff0c\u800c\u8fd9\u4e43\u662f\u8ba9 DeepStack \u53d8\u5feb\u7684\u5173\u952e\u6240\u5728\uff0c\u5b83\u662f\u5728 Torch7 \u4e2d\u8fdb\u884c\u5f00\u53d1\u7684\uff0c\u5e76\u4e14\u662f\u5728 NVIDIA GeForce GTX 1080 \u663e\u5361\u4e0a\u8fd0\u884c\u7684\uff0c\u8bf8\u591a\u4e0a\u8ff0\u5b9e\u73b0\u624b\u6bb5\u90fd\u662f\u4e3a\u4e86\u8ba9 DeepStack \u80fd\u591f\u5feb\u901f\u8fd0\u884c\uff0c\u7406\u60f3\u72b6\u6001\u4e0b\u662f\u8981\u50cf\u4eba\u6253\u724c\u90a3\u822c\u5feb\u3002\u9996\u5148\uff0c\u88683\u5448\u73b0\u51fa\uff0cDeepStack\u4e0e\u4eba\u7c7b\uff0c\u5728\u4e4b\u524d\u90a3\u4e00\u6b65\u9aa4\u5b8c\u6210\u4e4b\u540e\uff0c\u4ee5\u53ca\u63d0\u4ea4\u4e0b\u4e00\u4e2a\u6b65\u9aa4\u4e4b\u524d\uff0c\u4e8c\u8005\u7684\u5e73\u5747\u95f4\u9694\u65f6\u95f4\u3002\u5e73\u5747\u800c\u8a00\uff0cDeepStack\u76f8\u8f83\u4e8e\u4eba\u7c7b\u9009\u624b\uff0c\u901f\u5ea6\u8981\u5feb\u51fa\u8bb8\u591a\u3002\u7136\u800c\uff0c\u6211\u4eec\u9700\u8981\u94ed\u8bb0\uff0c\u4eba\u7c7b\u9009\u624b\u80fd\u591f\u540c\u65f6\u5f00\u5c554\u5c40\u6bd4\u8d5b\uff08\u5c3d\u7ba1\u6781\u5c11\u6709\u4eba\u4f1a\u540c\u65f6\u8fdb\u884c\u4e24\u5c40\u4ee5\u4e0a\uff09\uff0c\u6240\u4ee5\u5f53\u8f6e\u5230\u4eba\u7c7b\u9009\u624b\u8fdb\u884c\u6bd4\u8d5b\u4e4b\u9645\uff0c\u4e5f\u8bb8\u5176\u6b63\u5728\u53e6\u5916\u7684\u4e00\u76d8\u6bd4\u8d5b\u4e0a\u5934\u3002<\/p>\n<p>\u5e8f\u53f7\u4e3a 3 \u7684\u8868\u683c\u5448\u73b0\u4e86\u4eba\u7c7b\u4ee5\u53ca DeepStack \u7684\u601d\u8003\u7528\u65f6\u60c5\u51b5\uff0c\u5176\u4e2d DeepStack \u5728\u7b2c\u4e00\u8f6e\u53eb\u6ce8\u4e5f\u5c31\u662f\u6240\u8c13\u7684 Pre &#8211; flop \u65f6\u5e73\u5747\u7528\u65f6\u5448\u73b0\u51fa\u6781\u5176\u5feb\u901f\u7684\u6001\u52bf\uff0c\u800c\u6b64\u79cd\u72b6\u51b5\u610f\u5473\u7740\u5728\u7b2c\u4e00\u8f6e\u53eb\u6ce8\u8fd9\u4e2a\u9636\u6bb5\u7684\u72b6\u6001\u4e00\u822c\u800c\u8a00\u80fd\u591f\u6210\u529f\u547d\u4e2d\u7f13\u5b58\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_2.png' alt='\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5_\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_DeepStack\u7b97\u6cd5\u7814\u7a76' \/><\/p>\n<p>\u88684\uff0c\u5448\u73b0\u7684\u662f\u4e0d\u540c\u7a0b\u5e8f\u8fd0\u7528\u5c40\u90e8\u6700\u4f73\u53cd\u9988\uff0c\u4e5f\u5c31\u662fLBR\uff0clocal best response\u7684\u6700\u4f4e\u7a0b\u5ea6\uff0cLBR\u53ea\u5bf9\u6bcf\u4e00\u8f6e\u5728\u4e0b\u8868\u91cc\u6240\u7f57\u5217\u7684\u52a8\u4f5c\u8fdb\u884c\u8bc4\u4f30\uff0cF\u3001C\u30011\/2P\u3001P\u30012P\u4ee5\u53caA\u7684\u7f29\u5199\u610f\u4e49\u548c\u4e0a\u9762\u76f8\u540c\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_3.jpg' alt='DeepStack\u7b97\u6cd5\u7814\u7a76_\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5' \/><\/p>\n<p>\u628a\u6700\u4f73\u53cd\u9988\u4f30\u503c\uff0c\u4e5f\u5c31\u662fBest-response Values\uff0c\u62ff\u6765\u5bf9\u6bd4\u81ea\u73a9\u4f30\u503c\uff0c\u4e5f\u5c31\u662fSelf-play Values \uff0c\u4f1a\u600e\u6837\u5462 \uff1f<\/p>\n<p>DeepStack \u5728\u6301\u7eed\u5206\u89e3\u8ba1\u7b97\u91cc\u91c7\u7528\u7684\u662f\u81ea\u73a9\u4f30\u503c\uff0c\u800c\u975e\u6700\u4f73\u53cd\u9988\u4f30\u503c\u3002\u4e4b\u524d\u9884\u6d4b\u8bd5\u7528 CFR-D \u53bb\u89e3\u51b3\u66f4\u5c0f\u7684\u6bd4\u8d5b\uff0c\u8fd9\u663e\u793a\u51fa\u81ea\u73a9\u4f30\u503c\u6240\u4ea7\u751f\u7684\u7b56\u7565\u901a\u5e38\u653b\u51fb\u6027\u4f1a\u66f4\u5c0f\uff0c\u8ddf\u6700\u4f73\u53cd\u9988\u4f30\u503c\u4ea7\u751f\u7684\u7b56\u7565\u76f8\u6bd4\u8f83\uff0c\u5728\u548c\u6d4b\u8bd5\u667a\u80fd\u4ee3\u7406\u4e00\u5bf9\u4e00\u7684\u65f6\u5019\u8868\u73b0\u66f4\u4f73\u3002\u56fe 5 \u5c55\u793a\u4e86\u4e00\u4e2a\u4f8b\u5b50\uff0c\u662f\u5173\u4e8e DeepStack \u5728\u7279\u5b9a\u7b2c\u4e94\u5f20\u724c\u7684\u535a\u5f08\u4e2d\u6709\u7740\u4e0d\u540c\u6570\u5b57\u7684\u5206\u89e3\u8fed\u4ee3\u7684\u653b\u51fb\u6027 \u3002\u6ca1\u6709\u5bf9\u5176\u7a33\u56fa\u6027\u8fdb\u884c\u7406\u8bba\u8bc4\u4ef7\uff0c\u81ea\u73a9\u4f30\u503c\u770b\u8d77\u6765\u5982\u540c\u6700\u4f73\u53cd\u9988\u4f30\u503c\uff0c\u6700\u7ec8\u6536\u655b\u5230\u4f4e\u653b\u51fb\u6027\u7b56\u7565\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_4.png' alt='\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5_DeepStack\u7b97\u6cd5\u7814\u7a76' \/><\/p>\n<p>\u56fe5\uff0cDeepStack\uff0c\u4e8e\u7b2c\u4e94\u5f20\u724c\u5f00\u59cb\u4e4b\u524d\uff0c\u5728\u7279\u5b9a\u516c\u5171\u72b6\u6001\u4e4b\u4e0b\uff0c\u5b58\u5728\u7740\u653b\u51fb\u6027\u4e0e\u5206\u89e3\u8fed\u4ee3\u6570\u91cf\u4e4b\u95f4\u7684\u65b9\u7a0b \u3002<\/p>\n<p>\u7b97\u6cd5 DeepStack \uff1a\u8ba9\u673a\u5668\u62e5\u6709\u201c\u76f4\u89c9\u201d<\/p>\n<p>DeepStack\u5c5e\u4e8e\u4e00\u5927\u7c7b\u5e8f\u5217\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u901a\u7528\u7b97\u6cd5\uff0c\u6211\u4eec\u4f1a\u5bf9DeepStack\u5728HUNL\u90a3\u79cd\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u91cc\u7684\u4f5c\u7528\u4f5c\u51fa\u89e3\u91ca\uff0c\u6251\u514b\u6e38\u620f\u72b6\u6001\u80fd\u5206\u6210\u73a9\u5bb6\u79c1\u4eba\u4fe1\u606f\u4e5f\u5c31\u662f\u4e24\u5f20\u724c\u9762\u671d\u4e0b\u7684\u624b\u724c\uff0c\u8fd8\u6709\u516c\u5171\u72b6\u6001\uff0c\u516c\u5171\u72b6\u6001\u6db5\u76d6\u724c\u9762\u671d\u4e0a\u7684\u516c\u5171\u724c\u4ee5\u53ca\u73a9\u5bb6\u4e0b\u6ce8\u987a\u5e8f\uff0c\u6e38\u620f\u91cc\u516c\u5171\u72b6\u6001\u53ef\u80fd\u5e8f\u5217\u6784\u6210\u516c\u5171\u6811\uff0c\u6bcf\u4e2a\u516c\u5171\u72b6\u6001\u90fd\u6709\u4e00\u4e2a\u5173\u8054\u7684\u5b50\u516c\u5171\u6811\uff0c\u89c1\u4e0b\u56fe6\uff1a<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_5.jpg' alt='DeepStack\u7b97\u6cd5\u7814\u7a76_\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5' \/><\/p>\n<p>\u56fe6\uff0c\u5448\u73b0\u7684\u662fHUNL\u516c\u5171\u6811\u7684\u5176\u4e2d\u4e00\u90e8\u5206\uff0c\u5176\u4e2d\uff0c\u7ea2\u8272\u4ee5\u53ca\u6e56\u84dd\u8272\u6240\u4ee3\u8868\u7684\u662f\u73a9\u5bb6\u7684\u52a8\u4f5c\uff0c\u800c\u7eff\u8272\u6240\u4ee3\u8868\u7684\u662f\u88ab\u7ffb\u5f00\u7684\u516c\u5171\u724c \u3002<\/p>\n<p>DeepStack\u7b97\u6cd5\u5c1d\u8bd5\u53bb\u8ba1\u7b97\u73a9\u6e38\u620f\u65f6\u7684\u4f4e\u5229\u7528\u7387\u7b56\u7565\uff0c\u4e5f\u5c31\u662f\u6c42\u89e3\u4e00\u4e2a\u8fd1\u4f3c\u7684\u7eb3\u4ec0\u5747\u8861\uff0cDeepStack\u5728\u73a9\u724c\u671f\u95f4\u8ba1\u7b97\u8fd9\u4e2a\u7b56\u7565\uff0c\u516c\u5171\u6811\u7684\u72b6\u6001\u5982\u56fe7\u6240\u793a\uff0c\u8fd9\u79cd\u672c\u5730\u7684\u8ba1\u7b97\u81f4\u4f7fDeepStack\u5728\u5bf9\u73b0\u6709\u7b97\u6cd5\u800c\u8a00\u89c4\u6a21\u592a\u5927\u7684\u6e38\u620f\u91cc\u80fd\u591f\u8fdb\u884c\u63a8\u7406\uff0c\u56e0\u4e3a\u9700\u8981\u62bd\u8c61\u51fa\u7684\u6e38\u620f\u7684\u51b3\u7b56\u70b9\u4ece10\u7684160\u6b21\u65b9\u4e0b\u964d\u523010\u768414\u6b21\u65b9\uff0c\u8fd9\u4f7f\u5f97\u7b97\u6cd5\u53d8\u4e3a\u6613\u5904\u7406\u7684\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_6.jpg' alt='\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5_\u5fb7\u5dde\u6251\u514b\u5728\u7ebf_DeepStack\u7b97\u6cd5\u7814\u7a76' \/><\/p>\n<p>\u56fe7\uff0c\u662fDeepStack\u6982\u89c8\u56fe\uff0c\uff08a\uff09\u4e2d\uff0cDeepStack\u9488\u5bf9\u6bcf\u4e2a\u516c\u5171\u72b6\u6001\u7684\u52a8\u4f5c\u505are &#8211; solves\uff0c\u8fd0\u7528depth &#8211; limited lookahead\uff0c\u8fd9\u91cc\u9762\uff0c\u5b50\u6811\u503c\u7684\u8ba1\u7b97\u501f\u52a9\u8bad\u7ec3\u597d\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\uff08b\uff09\u901a\u8fc7\u968f\u673a\u751f\u6210\u7684\u6251\u514b\u72b6\u6001\u5728\u73a9\u724c\u524d\u4e88\u4ee5\u8bad\u7ec3\uff0c\uff08c\uff09\u6700\u7ec8\u72b6\u6001\u5982\u540c\u56fe3 \u3002<\/p>\n<p>\u7ec4\u6210DeepStack\u7b97\u6cd5\u7684\u6709\u4e09\u4e2a\u90e8\u5206\uff0c\u5206\u522b\u662f\u9488\u5bf9\u5f53\u524d\u90a3\u516c\u5171\u7684\u72b6\u6001\u7684\u672c\u5730\u7b56\u7565\u8ba1\u7b97\uff0c\u4e5f\u5c31\u662flocal strategy computation\uff0c\u8fd8\u6709\u4f7f\u7528\u4efb\u610f\u6251\u514b\u72b6\u6001\u7684\u5b66\u4e60\u4ef7\u503c\u51fd\u6570\u7684depth &#8211; limited lookahead\uff0c\u53e6\u5916\u5c31\u662f\u9884\u6d4b\u52a8\u4f5c\u7684\u53d7\u9650\u96c6\u5408\u3002<\/p>\n<p>\u8fde\u7eed Re-Solving<\/p>\n<p>\u6709\u9650\u516c\u53f8\u7684\u524d\u77bb\u6027\u5c55\u671b\uff0c\u4ee5\u53ca\u7a00\u758f\u7684\u6811\u6728\uff0c \u3002<\/p>\n<p>\u8fde\u7eed\u8fdb\u884c\u91cd\u65b0\u6c42\u89e3\uff0c\u4ece\u7406\u8bba\u5c42\u9762\u4e0a\u6765\u8bf4\u662f\u5177\u5907\u53ef\u884c\u6027\u7684\uff0c\u7136\u800c\u5728\u5b9e\u9645\u8fd0\u7528\u5f53\u4e2d\u5374\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u3002\u5b83\u5e76\u672a\u4fdd\u6301\u4e00\u4e2a\u5b8c\u6574\u7684\u7b56\u7565\uff0c\u9664\u975e\u6e38\u620f\u5feb\u8981\u63a5\u8fd1\u7ed3\u675f\uff0c\u91cd\u65b0\u6c42\u89e3\u81ea\u8eab\u5c31\u662f\u76f8\u5f53\u68d8\u624b\u7684\u3002\u6bd4\u5982\u8bf4\uff0c\u9488\u5bf9\u9996\u6b21\u52a8\u4f5c\u5c55\u5f00\u7684\u91cd\u65b0\u6c42\u89e3\uff0c\u9700\u8981\u4e3a\u6574\u4e2a\u6e38\u620f\u4e34\u65f6\u53bb\u8ba1\u7b97\u8fd1\u4f3c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u6df1\u5ea6\u53cd\u4e8b\u5b9e\u4ef7\u503c\u7f51\u7edc \uff0c \u6df1\u5ea6\u7684\u53cd\u4e8b\u5b9e\u4ef7\u503c\u7f51\u7edc \uff0c \u53cd\u4e8b\u5b9e\u4ef7\u503c\u7684\u6df1\u5ea6\u7f51\u7edc \uff0c \u53cd\u4e8b\u5b9e\u7684\u6df1\u5ea6\u4ef7\u503c\u7f51\u7edc \uff0c\u3002<\/p>\n<p>\u7ecf\u8bc1\u5b9e\uff0c\u5728\u8bf8\u5982\u56fe\u50cf\u4ee5\u53ca\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u52a8\u751f\u6210\u97f3\u4e50\u8fd8\u6709\u73a9\u6e38\u620f\u7b49\u4efb\u52a1\u65b9\u9762\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e5f\u5c31\u662fDNN\u662f\u5f3a\u6709\u529b\u7684\u6a21\u578b\u3002DeepStack\u628aDNN\u4ee5\u53ca\u5b9a\u5236\u7684\u67b6\u6784\u7528\u4f5c\u4e3a\u5b83\u7684depth &#8211; limited lookahead\u5176\u7684\u4ef7\u503c\u51fd\u6570\u3002\u5c31\u5982\u540c\u56fe8\u90a3\u6837\u3002\u8bad\u7ec3\u4e24\u4e2a\u5f7c\u6b64\u72ec\u7acb\u7684\u7f51\u7edc\uff1a\u4e00\u4e2a\u662f\u5728\u5934\u4e09\u5f20\u516c\u5171\u724c\u88ab\u5904\u7406\u4e4b\u540e\u4e5f\u5c31\u662fflop\u7f51\u7edc\u53bb\u4f30\u8ba1\u53cd\u4e8b\u5b9e\u503c\uff0c\u53e6\u4e00\u4e2a\u662f\u5728\u5904\u7406\u7b2c\u56db\u5f20\u516c\u5171\u724c\u4e4b\u540e\u4e5f\u5c31\u662fturn\u7f51\u7edc\u53bb\u4f30\u8ba1\u53cd\u4e8b\u5b9e\u503c\u3002\u6709\u4e00\u4e2a\u8f85\u52a9\u7f51\u7edc\uff0c\u5176\u4f5c\u7528\u662f\uff0c\u5728\u53d1\u51fa\u4efb\u610f\u516c\u5171\u724c\u4ee5\u524d\uff0c\u53bb\u52a0\u901f\u5bf9\u5148\u524d\u52a8\u4f5c\u6240\u9700\u7684\u91cd\u65b0\u89e3\u51b3 \u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769144981111_7.jpg' alt='DeepStack\u7b97\u6cd5\u7814\u7a76_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b\u7b97\u6cd5_\u5fb7\u5dde\u6251\u514b\u5728\u7ebf' \/><\/p>\n<p>\u56fe8\uff1a\u5c06Deep Counterfactual Value Networks\u79f0\u4e3a\u7f51\u7edc\uff0c\u8be5\u7f51\u7edc\u7684\u8f93\u5165\u662fpot\u7684\u5927\u5c0f\uff0c\u8fd8\u6709\u516c\u5171\u724c\u4ee5\u53ca\u73a9\u5bb6\u8303\u56f4\uff0c\u73a9\u5bb6\u8303\u56f4\u5148\u88ab\u5904\u7406\u6210bucket ranges\uff0c\u5176\u8f93\u51fa\u6765\u81ea\u4e03\u4e2a\u5b8c\u5168\u8fde\u63a5\u7684\u9690\u85cf\u5c42\uff0c\u8fd9\u4e9b\u8f93\u51fa\u88ab\u540e\u5904\u7406\u4ee5\u786e\u4fdd\u503c\u6ee1\u8db3\u96f6\u548c\u9650\u5236\uff08zero-sum constraint\uff09\u3002<\/p>\n<p>CMU \u53c8\u88ab\u622a\u80e1<\/p>\n<p>\u8fd1\u65e5\uff0c\u65b0\u667a\u5143\u5728\u62a5\u9053\u91cc\u63d0\u53ca\uff0c\u6709\u4e00\u9879\u8d5b\u4e8b\uff0c\u5b83\u88ab\u79f0\u4f5c\u201c\u4eba\u8111 vs \u4eba\u5de5\u667a\u80fd\uff1a\u8ddf\u4e0d\u8ddf \u201d\uff0c\u6b64\u8d5b\u4e8b\u5b9a\u4e8e1\u670811\u65e5\uff0c\u5c06\u5728\u5339\u5179\u5821\u7684 Rivers \u8d4c\u573a\u62c9\u5f00\u5e37\u5e55\u3002\u5728\u6bd4\u8d5b\u8fd9\u6bb5\u65f6\u95f4\uff0c\u804c\u4e1a\u6251\u514b\u624b 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\u3002<\/p>\n<p>\u6b64\u5916\uff0cClaudico\u5728\u6251\u514b\u4e2d\u5e38\u7528\u7684\u7b56\u7565\u662flimping\uff0c\u8fd9\u662f\u4e00\u4e2a\u6251\u514b\u65b9\u9762\u7684\u672f\u8bed\uff0c\u5176\u7279\u5b9a\u7684\u610f\u601d\u662f\u9009\u62e9\u8ddf\u6ce8\u6df7\u5165\u724c\u5c40\u8fdb\u884c\u521d\u6b65\u89c2\u5bdf\uff0c\u5e76\u975e\u662f\u76f4\u63a5\u52a0\u6ce8\u6216\u8005\u9009\u62e9\u653e\u5f03\u3002\u5e76\u4e14\uff0cLibratus\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u5076\u5c14\u4e5f\u4f1a\u91c7\u7528\u8fd9\u79cd\u73a9\u6cd5 \u3002<\/p>\n<p>\u80fd\u591f\u77a7\u89c1\uff0c\u5982\u540c\u4e0a\u6587\u6240\u63d0\u7684DeepStack\u90a3\u822c\uff0c\u4ed6\u4eec\u671f\u671b\u653b\u514b\u7684\u540c\u6837\u662f\u4e00\u5bf9\u4e00\uff0c\u4e5f\u5c31\u662f\u4e24\u4e2a\u53c2\u8d5b\u8005\u5728\u4e0d\u9650\u6ce8\u60c5\u51b5\u4e0b\u7684\u5fb7\u5dde\u6251\u514b\u96be\u9898\uff0c\u8fd9\u53ef\u662f\u4e2a\u65e0\u6bd4\u590d\u6742\u7684\u535a\u5f08\u6e38\u620f\uff0c\u5b58\u5728 10 \u7684 160 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