{"id":5198,"date":"2026-01-08T19:07:22","date_gmt":"2026-01-08T11:07:22","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/01\/08\/%e4%ba%ba%e7%b1%bb%e8%81%8c%e4%b8%9a%e9%80%89%e6%89%8b%e7%ba%a7%e5%88%ab%ef%bc%81-alphaholdem%ef%bc%8cautomation%e5%bc%80%e5%8f%91%e7%9a%84%e8%bd%bb%e9%87%8f%e7%ba%a7%e5%be%b7%e5%b7%9e%e6%89%91\/"},"modified":"2026-01-08T19:07:22","modified_gmt":"2026-01-08T11:07:22","slug":"%e4%ba%ba%e7%b1%bb%e8%81%8c%e4%b8%9a%e9%80%89%e6%89%8b%e7%ba%a7%e5%88%ab%ef%bc%81-alphaholdem%ef%bc%8cautomation%e5%bc%80%e5%8f%91%e7%9a%84%e8%bd%bb%e9%87%8f%e7%ba%a7%e5%be%b7%e5%b7%9e%e6%89%91","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/01\/08\/%e4%ba%ba%e7%b1%bb%e8%81%8c%e4%b8%9a%e9%80%89%e6%89%8b%e7%ba%a7%e5%88%ab%ef%bc%81-alphaholdem%ef%bc%8cautomation%e5%bc%80%e5%8f%91%e7%9a%84%e8%bd%bb%e9%87%8f%e7%ba%a7%e5%be%b7%e5%b7%9e%e6%89%91\/","title":{"rendered":"\u4eba\u7c7b\u804c\u4e1a\u9009\u624b\u7ea7\u522b\uff01 AlphaHoldem\uff0cAutomation\u5f00\u53d1\u7684\u8f7b\u91cf\u7ea7\u5fb7\u5dde\u6251\u514b\u4eba\u5de5\u667a\u80fd\u7a0b\u5e8f"},"content":{"rendered":"<p>\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u95ee\u9898\uff0c\u4ee5<a href='\/index.php\/2026\/01\/08\/%e6%89%91%e5%85%8b%e8%ae%b2%e5%ba%a7%ef%bc%9a%e6%a6%82%e7%8e%87-%e5%ba%95%e6%b1%a0%e8%b5%94%e7%8e%87-2\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a>\u4f5c\u4e3a\u4ee3\u8868\uff0c\u5f88\u597d\u5730\u628a\u8fd9\u4e00\u96be\u9898\u96c6\u4e2d\u4e86\u8d77\u6765\uff0c\u5b83\u662f\u8fdb\u4e00\u6b65\u6df1\u5165\u7814\u7a76\u667a\u80fd\u535a\u5f08\u7406\u8bba\u4e0e\u6280\u672f\u7684\u6781\u4f73\u5e73\u53f0\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u56fd\u9645\u4e0a\uff0c\u56f4\u7ed5\u5fb7\u5dde\u6251\u514b\uff0c\u8fd9\u4e00\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u95ee\u9898\uff0c\u5728\u4f18\u5316\u6c42\u89e3\u65b9\u9762\uff0c\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\u3002\u671f\u95f4\uff0c\u6765\u81ea\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u7279\u5927\u5b66\uff0c\u548c\u7f8e\u56fd\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7684\u7814\u7a76\u8005\uff0c\u6240\u8bbe\u8ba1\u7684<a href='\/index.php\/2026\/01\/07\/%e6%9c%80%e5%bc%ba%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bai%e8%8e%b7%e4%b8%a4%e5%b9%b41000%e4%b8%87%e7%be%8e%e5%85%83%e5%90%88%e5%90%8c%ef%bc%8c%e5%8a%a0%e5%85%a5%e7%be%8e%e5%9b%bd%e5%9b%bd%e9%98%b2\/' title='AI' target='_blank'>AI<\/a>\u7a0b\u5e8fDeepStack\uff0c\u4ee5\u53caLibratus\uff0c\u5148\u540e\u5728\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e2d\uff0c\u5747\u6218\u80dc\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u3002\u4e4b\u540e\uff0c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u8bbe\u8ba1\u7684AI\u7a0b\u5e8fPluribus\uff0c\u53c8\u5728\u516d\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e2d\uff0c\u6218\u80dc\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u3002<\/p>\n<p>\u4e0a\u8ff0\u6709\u7740\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u5fb7\u5dde\u6251\u514bAI\uff0c\u5168\u90fd\u4f9d\u8d56\u4e00\u79cd\u8fed\u4ee3\u5f0f\u7684\u53cd\u4e8b\u5b9e\u9057\u61be\u6700\u5c0f\u5316\u7b97\u6cd5\uff0c\u4e5f\u5c31\u662fCounterfactual Regret Minimization\uff0c\u7b80\u79f0CFR\u3002\u8be5\u7b97\u6cd5\u5728\u8bad\u7ec3\u671f\u95f4\uff0c\u4e0d\u4f46\u8981\u8017\u8d39\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\uff0c\u800c\u4e14\u9700\u8981\u8bf8\u591a\u5fb7\u5dde\u6251\u514b\u6e38\u620f\u7684\u9886\u57df\u77e5\u8bc6\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\uff0c\u6709\u4e2a\u535a\u5f08\u5b66\u4e60\u7814\u7a76\u7ec4\uff0c\u5176\u7531\u5174\u519b\u4eae\u7814\u7a76\u5458\u9886\u5bfc\uff0c\u5728\u5fb7\u5dde\u6251\u514bAI\u65b9\u9762\uff0c\u53d6\u5f97\u4e86\u91cd\u8981\u8fdb\u5c55\uff0c\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u7a0b\u5e8f\uff0c\u53eb<a href='\/index.php\/2025\/12\/27\/%e5%9b%bd%e5%86%85%e5%94%af%e4%b8%80%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%bd%91%e5%9d%80%e6%9b%9d%e5%85%89%ef%bc%81%e4%b8%ad%e7%a7%91%e9%99%a2%e5%87%ba%e5%93%81ai%e5%9c%a8%e7%ba%bf%e5%8f%91%e7%89%8c\/' title='AlphaHoldem' target='_blank'>AlphaHoldem<\/a>\uff0c\u8fd9\u662f\u9ad8\u6c34\u5e73\u8f7b\u91cf\u5316\u7684\uff0c\u53ea\u9488\u5bf9\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u7684AI\u7a0b\u5e8f \u3002<\/p>\n<p>\u6574\u4f53\u4e0a\uff0cAlphaHoldem\u91c7\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4e00\u79cd\u4f2a\u5b6a\u751f\u7f51\u7edc\u67b6\u6784\uff0c\u5c06\u6539\u8fdb\u7684\u4e00\u79cd<a href='\/index.php\/2025\/12\/29\/%e4%b8%ad%e6%89%91%e7%bd%91%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%a6%82%e7%8e%87%e6%80%8e%e4%b9%88%e7%ae%97%ef%bc%9f%e7%9c%8b%e7%9c%8b%e8%87%aa%e5%8a%a8%e5%8c%96%e6%89%80ai%e5%a6%82%e4%bd%95%e8%be%be\/' title='\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60' target='_blank'>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60<\/a>\u7b97\u6cd5\u4e0e\u65b0\u578b\u7684\u4e00\u79cd\u81ea\u535a\u5f08\u5b66\u4e60\u7b97\u6cd5\u76f8\u7ed3\u5408\uff0c\u4e0d\u501f\u52a9\u4efb\u4f55\u9886\u57df\u77e5\u8bc6\uff0c\u76f4\u63a5\u4ece\u724c\u9762\u4fe1\u606f\u7aef\u5230\u7aef\u5730\u5b66\u4e60\u5019\u9009\u52a8\u4f5c\u8fdb\u800c\u8fdb\u884c\u51b3\u7b56\u3002\uff0c\u3002<\/p>\n<p>AlphaHoldem\u8fd0\u75281\u53f0\u5177\u67098\u5757GPU\u5361\u7684\u670d\u52a1\u5668\uff0c\u5386\u7ecf\u4e09\u5929\u7684\u81ea\u884c\u535a\u5f08\u5b66\u4e60\uff0c\u4ece\u800c\u6218\u80dc\u4e86Slumbot\u4ee5\u53caDeepStack\u3002<\/p>\n<p>\u6bcf\u6b21\u8fdb\u884c\u51b3\u7b56\u4e4b\u9645\uff0cAlphaHoldem\u6240\u9700\u65f6\u95f4\u4e0d\u52303\u6beb\u79d2\uff0c\u76f8\u8f83\u4e8eDeepStack\uff0c\u901f\u5ea6\u63d0\u5347\u5e45\u5ea6\u8d85\u8fc7\u4e861000\u500d\u3002\u4e0e\u6b64\u540c\u65f6\uff0cAlphaHoldem\u540c\u56db\u4f4d\u9ad8\u6c34\u5e73\u5fb7\u5dde\u6251\u514b\u9009\u624b\u5c55\u5f001\u4e07\u5c40\u5bf9\u6297\uff0c\u5176\u7ed3\u679c\u663e\u793a\u5b83\u5df2\u7136\u8fbe\u5230\u4e86\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u7684\u6c34\u51c6\u3002<\/p>\n<p>\u80cc\u666f\u4ecb\u7ecd<\/p>\n<p>\u6709\u79cd\u540d\u4e3a\u5fb7\u5dde\u6251\u514b\u7684\u6251\u514b\u6e38\u620f\u5728\u56fd\u9645\u4e0a\u90a3\u53ef\u662f\u6781\u4e3a\u6d41\u884c\u7684\uff0c\u5b83\u56e0\u4e3a\u6700\u65e9\u662f\u572820\u4e16\u7eaa\u521d\u8d77\u6e90\u4e8e\u7f8e\u56fd\u5fb7\u514b\u8428\u65af\u5dde\u6240\u4ee5\u624d\u5f97\u4e86\u8fd9\u4e2a\u540d\u5b57\u3002\u5fb7\u5dde\u6251\u514b\u9075\u5faa\u7684\u89c4\u5219\u662f\u4ec0\u4e48\u6837\u7684\uff0c\u662f\u52a8\u7528\u53bb\u6389\u738b\u724c\u540e\u7684\u90a3\u4e00\u526f\u6251\u514b\u724c\uff0c\u8fd9\u4e00\u526f\u724c\u603b\u5171\u662f52\u5f20\u724c\u3002\u53c2\u4e0e\u5fb7\u5dde\u6251\u514b\u81f3\u5c11\u5f97\u67092\u4eba\uff0c\u800c\u81f3\u591a\u80fd\u670922\u4eba\uff0c\u901a\u5e38\u53c2\u4e0e\u7684\u4eba\u6570\u5904\u4e8e\u4e24\u4eba\u5230\u5341\u4eba\u4e4b\u95f4\u3002<\/p>\n<p>\u6e38\u620f\u5f00\u542f\u7684\u65f6\u5019\uff0c\u6700\u5148\u7ed9\u6bcf\u4e00\u4f4d\u73a9\u5bb6\u53d1\u653e\u4e24\u5f20\u5c5e\u4e8e\u81ea\u5df1\u7684\u79c1\u6709\u724c\u5f53\u4f5c\u5404\u81ea\u90a3\u513f\u7684\u300c\u5e95\u724c\u300d\uff0c\u7d27\u63a5\u7740\u628a\u4e94\u5f20\u516c\u5171\u724c\u4f9d\u7167\u987a\u5e8f\u5148\u662f\u4e09\u5f20\u671d\u4e0a\u53d1\u51fa\uff0c\u518d\u662f\u4e00\u5f20\u671d\u4e0a\u53d1\u51fa\uff0c\u6700\u540e\u53c8\u662f\u4e00\u5f20\u671d\u4e0a\u53d1\u51fa\u3002\u5728\u53d1\u5b8c\u4e24\u5f20\u79c1\u6709\u724c\uff0c\u4e09\u5f20\u516c\u5171\u724c\u91cc\u7684\u7b2c\u4e09\u5f20\u540e\uff0c\u518d\u53d1\u7b2c\u56db\u5f20\u516c\u5171\u724c\uff0c\u63a5\u7740\u53d1\u7b2c\u4e94\u5f20\u516c\u5171\u724c\u4e4b\u540e\u3002\u73a9\u5bb6\u80fd\u591f\u8fdb\u884c\u591a\u6b21\u6ca1\u6709\u9650\u5236\u7684\u62bc\u6ce8\uff0c\u8fd9\u56db\u8f6e\u62bc\u6ce8\u5206\u522b\u88ab\u79f0\u4f5c\u300c\u7ffb\u724c\u524d\u300d\u3001\u300c\u7ffb\u724c\u300d\u3001\u300c\u8f6c\u724c\u300d\u3001\u300c\u6cb3\u724c\u300d\u3002<\/p>\n<p>\u4e00\u573a\u5fb7\u5dde\u6251\u514b\u6e38\u620f\u7684\u5b8c\u6574\u6d41\u7a0b\u793a\u610f\uff0c\u7531\u56fe 1 \u8fdb\u884c\u4e86\u5c55\u793a\u3002\u5728\u7ecf\u8fc7\u56db\u8f6e\u62bc\u6ce8\u4ee5\u540e\uff0c\u5f53\u4ecd\u65e0\u6cd5\u5206\u51fa\u80dc\u8d1f\u4e4b\u65f6\uff0c\u6e38\u620f\u4fbf\u4f1a\u8fdb\u5165\u300c\u644a\u724c\u300d\u9636\u6bb5\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u6240\u6709\u73a9\u5bb6\u5747\u8981\u4eae\u51fa\u5404\u81ea\u5e95\u724c\uff0c\u5e76\u4e14\u5c06\u8fd9\u4e9b\u5e95\u724c\u4e0e\u516c\u5171\u724c\u7ec4\u5408\u6210\u4e3a\u4e94\u5f20\u724c\uff0c\u6700\u7ec8\u6210\u724c\u6700\u5927\u7684\u73a9\u5bb6\u8d62\u5f97\u80dc\u5229\u3002\u4e0d\u540c\u7ec4\u5408\u7684\u724c\u578b\u89e3\u91ca\u4ee5\u53ca\u5927\u5c0f\uff0c\u7531\u56fe 2 \u7ed9\u51fa\u4e86\u8bf4\u660e\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1767870435553_0.webp' alt='\u5fb7\u5dde\u6251\u514bAI_\u5fb7\u5dde\u6251\u514b\u80dc\u7387\u8ba1\u7b97\u65b9\u6cd5_AlphaHoldem' \/><\/p>\n<p>\u56fe1\uff1a\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e00\u6b21\u6e38\u620f\u8fc7\u7a0b\u793a\u610f<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1767870435553_1.webp' alt='AlphaHoldem_\u5fb7\u5dde\u6251\u514bAI_\u5fb7\u5dde\u6251\u514b\u80dc\u7387\u8ba1\u7b97\u65b9\u6cd5' \/><\/p>\n<p>\u56fe2\uff1a\u5fb7\u5dde\u6251\u514b\u4e0d\u540c\u724c\u578b\u5927\u5c0f\u8bf4\u660e\u548c\u6bd4\u8f83<\/p>\n<p>\u5fb7\u5dde\u6251\u514b\u662f\u6700\u6d41\u884c\u7684\u7684\u6251\u514b\u7c7b\u6e38\u620f\uff0c\u5b83\u4e3a\u7814\u7a76\u667a\u80fd\u535a\u5f08\u57fa\u7840\u7406\u8bba\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edd\u4f73\u8bd5\u9a8c\u5e73\u53f0\uff0c\u540c\u65f6\u4e5f\u662f\u4e00\u4e2a\u7edd\u4f73\u6d4b\u8bd5\u5e73 \u53f0\u3002<\/p>\n<p>\u5176\u4e00\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u6240\u6d89\u53ca\u95ee\u9898\u7684\u590d\u6742\u5ea6\u76f8\u5f53\u5927\uff0c\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u7684\u51b3\u7b56\u7a7a\u95f4\u590d\u6742\u5ea6\u8d85\u51fa10\u7684161\u6b21\u65b9\uff1b\u5176\u4e8c\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u8fdb\u7a0b\u5c5e\u4e8e\u5178\u578b\u7684\u56de\u5408\u5236\u52a8\u6001\u535a\u5f08\u8fdb\u7a0b\uff0c\u6e38\u620f\u53c2\u4e0e\u8005\u6bcf\u4e00\u6b65\u7684\u51b3\u7b56\u90fd\u4f9d\u5b58\u4e8e\u4e0a\u4e00\u6b65\u7684\u51b3\u7b56\u7ed3\u679c\uff0c\u5e76\u4e14\u4f1a\u5bf9\u540e\u7eed\u7684\u51b3\u7b56\u6b65\u9aa4\u9020\u6210\u5f71\u54cd\uff1b\u6b64\u5916\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u5c5e\u4e8e\u5178\u578b\u7684\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\uff0c\u5728\u535a\u5f08\u8fdb\u7a0b\u91cc\u73a9\u5bb6\u81ea\u8eab\u5e95\u724c\u4fe1\u606f\u672a\u516c\u5f00\u81f4\u4f7f\u6bcf\u4e2a\u73a9\u5bb6\u7684\u4fe1\u606f\u90fd\u4e0d\u5b8c\u5907\uff0c\u73a9\u5bb6\u4e8e\u6bcf\u4e00\u6b65\u51b3\u7b56\u65f6\u90fd\u5f97\u5145\u5206\u8003\u91cf\u5bf9\u624b\u7684\u5404\u7c7b\u53ef\u80fd\u60c5\u5f62\uff0c\u8fd9\u4fbf\u7275\u6d89\u5230\u5bf9\u624b\u884c\u4e3a\u4e0e\u5fc3\u7406\u5efa\u6a21\u3001\u6b3a\u8bc8\u4e0e\u53cd\u6b3a\u8bc8\u7b49\u8bf8\u591a\u95ee\u9898\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5fb7\u5dde\u6251\u514b\u6e38\u620f\u89c4\u5219\u6781\u4e3a\u7b80\u5355\uff0c\u5176\u8fb9\u754c\u662f\u786e\u5b9a\u7684\uff0c\u5b83\u7279\u522b\u5951\u5408\u4f5c\u4e3a\u4e00\u4e2a\u865a\u62df\u5b9e\u9a8c\u73af\u5883\uff0c\u80fd\u5bf9\u535a\u5f08\u7684\u76f8\u5173\u57fa\u7840\u7406\u8bba\u65b9\u6cd5\u8fdb\u884c\u6df1\u5165\u63a2\u7a76\uff0c\u8fd8\u80fd\u5bf9\u6838\u5fc3\u6280\u672f\u7b97\u6cd5\u8fdb\u884c\u6df1\u5165\u63a2\u7a76\u3002<\/p>\n<p>\u73b0\u5b58\u4e8e\u5f53\u4e0b\u7684\u4e3b\u6d41\u5fb7\u5dde\u6251\u514bAI\u80cc\u540e\u6240\u8574\u542b\u7684\u6838\u5fc3\u601d\u60f3\uff0c\u4e43\u662f\u501f\u52a9\u53cd\u4e8b\u5b9e\u9057\u61be\u6700\u5c0f\u5316\uff08Counterfactual Regret Minimization, CFR\uff09\u7b97\u6cd5\u53bb\u9760\u8fd1\u7eb3\u4ec0\u5747\u8861\u7b56\u7565\u3002\u66f4\u786e\u5207\u5730\u8bb2\uff0c\u5148\u662f\u8fd0\u7528\u62bd\u8c61\uff08Abstraction\uff09\u6280\u672f\u8ba9\u5fb7\u5dde\u6251\u514b\u7684\u72b6\u6001\u4ee5\u53ca\u52a8\u4f5c\u7a7a\u95f4\u5f97\u4ee5\u538b\u7f29\uff0c\u8fdb\u800c\u4f7f\u5f97\u535a\u5f08\u6811\u7684\u89c4\u6a21\u6709\u6240\u51cf\u5c0f\uff0c\u800c\u540e\u662f\u5728\u7ecf\u8fc7\u7f29\u51cf\u7684\u535a\u5f08\u6811\u4e0a\u5f00\u5c55CFR\u7b97\u6cd5\u8fed\u4ee3\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u6781\u5ea6\u4f9d\u8d56\u4eba\u7c7b\u4e13\u5bb6\u77e5\u8bc6\u6765\u5f00\u5c55\u535a\u5f08\u6811\u62bd\u8c61\uff0c\u800c\u4e14CFR\u7b97\u6cd5\u8981\u9488\u5bf9\u535a\u5f08\u6811\u7684\u72b6\u6001\u7ed3\u70b9\u6301\u7eed\u8fdb\u884c\u91c7\u6837\u904d\u5386\u4ee5\u53ca\u8fed\u4ee3\u4f18\u5316\u64cd\u4f5c\uff0c\u5c31\u7b97\u7ecf\u8fc7\u6a21\u578b\u7f29\u51cf\u4e4b\u540e\uff0c\u4f9d\u65e7\u9700\u8981\u6d88\u8017\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0e\u5b58\u50a8\u8d44\u6e90\u3002<\/p>\n<p>\u6bd4\u5982\u8bf4\uff0cDeepStack\u8fd0\u7528\u4e86\u4e00\u767e\u4e94\u5341\u4e09\u4e07\u7684CPU\u65f6\uff0c\u8fd8\u6709\u4e00\u4e07\u4e09\u5343\u7684GPU\u65f6\u6765\u8bad\u7ec3\u6700\u7ec8\u7684AI \uff0c\u5728\u5bf9\u5c40\u9636\u6bb5\uff0c\u9700\u8981\u501f\u52a9\u4e00\u4e2aGPU\u5c55\u5f00\u4e00\u5343\u6b21CFR\u7684\u8fed\u4ee3\u8fdb\u7a0b\uff0c\u5e73\u5747\u6bcf\u4e00\u4e2a\u52a8\u4f5c\u7684\u8ba1\u7b97\u8981\u8017\u8d39\u4e09\u79d2 \u3002<\/p>\n<p>Libratus\u751f\u6210\u521d\u59cb\u7b56\u7565\u65f6\u6d88\u8017\u7684CPU\u65f6\u5927\u4e8e300\u4e07\uff0c\u6bcf\u6b21\u51b3\u7b56\u6240\u9700\u641c\u7d22\u65f6\u95f4\u57284\u79d2\u4ee5\u4e0a\uff0c\u5982\u6b64\u5927\u91cf\u8ba1\u7b97\u4ee5\u53ca\u5b58\u50a8\u8d44\u6e90\u7684\u6d88\u8017\uff0c\u4e25\u91cd\u963b\u788d\u4e86\u5fb7\u6251AI\u7684\u8fdb\u4e00\u6b65\u7814\u7a76\u4e0e\u53d1\u5c55\uff0c\u540c\u65f6\uff0cCFR\u6846\u67b6\u5f88\u96be\u76f4\u63a5\u62d3\u5c55\u81f3\u591a\u4eba\u5fb7\u6251\u73af\u5883\uff0c\u589e\u52a0\u73a9\u5bb6\u6570\u91cf\u4f1a\u81f4\u4f7f\u535a\u5f08\u6811\u89c4\u6a21\u5448\u6307\u6570\u589e\u957f\u3002<\/p>\n<p>\u9664\u6b64\u4ee5\u5916\uff0c\u535a\u5f08\u6811\u8fdb\u884c\u62bd\u8c61\uff0c\u8fd9\u4e0d\u4ec5\u9700\u8981\u8bf8\u591a\u5927\u91cf\u7684\u9886\u57df\u65b9\u9762\u7684\u77e5\u8bc6\uff0c\u5e76\u4e14\u8fd8\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\u51fa\u73b0\u4e22\u5931\u90e8\u5206\u5185\u5bb9\u7684\u60c5\u51b5\uff0c\u800c\u8fd9\u4e9b\u5185\u5bb9\u662f\u5bf9\u51b3\u7b56\u80fd\u591f\u8d77\u5230\u81f3\u5173\u91cd\u8981\u81f3\u5173\u4f5c\u7528\u8d77\u5230\u5173\u952e\u4f5c\u7528\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u88681\uff1a\u4e0d\u540c\u7b97\u6cd5\u7684\u8bad\u7ec3\u6d4b\u8bd5\u8d44\u6e90\u5bf9\u6bd4<\/p>\n<p>\u65b9\u6cd5\u4ecb\u7ecd<\/p>\n<p>\u6709\u522b\u4e8e\u5df2\u5b58\u5728\u7684\u3001\u57fa\u4e8eCFR\u7b97\u6cd5\u7684\u5fb7\u5dde\u6251\u514bAI\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u535a\u5f08\u5b66\u4e60\u7814\u7a76\u7ec4\uff0c\u501f\u52a9\u7aef\u5230\u7aef\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u7814\u53d1\u51fa\u4e00\u6b3e\u5177\u5907\u9ad8\u6c34\u5e73\u3001\u4e14\u4e3a\u8f7b\u91cf\u578b\u7684\u5fb7\u5dde\u6251\u514bAI\u7a0b\u5e8fAlphaHoldem\uff0c\u5b83\u7684\u6574\u4f53\u67b6\u6784\u5982\u540c\u56fe4\u6240\u5c55\u793a\u7684\u90a3\u6837\u3002<\/p>\n<p>AlphaHoldem\u8fd0\u7528Actor &#8211; Critic\u5b66\u4e60\u67b6\u6784\uff0c\u5176\u8f93\u5165\u4e43\u5361\u724c\u4e0e\u52a8\u4f5c\u7684\u7f16\u7801\uff0c\u968f\u540e\u501f\u7531\u4f2a\u5b6a\u751f\u5377\u79ef\u7f51\u7edc\uff08\u7ed3\u6784\u4e00\u6837\u53c2\u6570\u4e0d\u5171\u7528\uff09\u63d0\u53d6\u7279\u5f81\uff0c\u63a5\u4e0b\u6765\u7ecf\u4e24\u4e2a\u5168\u8fde\u63a5\u5c42\u83b7\u53d6\u72b6\u6001\u7684\u9ad8\u5c42_feature_\uff0c\u6700\u7ec8\u8f93\u51fa\u52a8\u4f5c\u6982\u7387\u4ee5\u53ca\u4ef7\u503c\u4f30\u8ba1\u3002<\/p>\n<p>AlphaHoldem\u53d6\u5f97\u6210\u529f\uff0c\u56e0\u5b83\u91c7\u7528\u4e00\u79cd\u9ad8\u6548\u72b6\u6001\u7f16\u7801\uff0c\u7528\u4ee5\u5b8c\u6574\u63cf\u8ff0\u5f53\u524d\u53ca\u5386\u53f2\u72b6\u6001\u4fe1\u606f\uff0c\u8fd8\u91c7\u7528\u4e00\u79cd\u57fa\u4e8eTrinal &#8211; Clip PPO\u635f\u5931\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u501f\u6b64\u5927\u5e45\u63d0\u9ad8\u8bad\u7ec3\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u901f\u5ea6\uff0c\u4e14\u91c7\u7528\u4e00\u79cd\u65b0\u578bBest &#8211; K\u81ea\u535a\u5f08\u65b9\u5f0f\uff0c\u4ee5\u6b64\u6709\u6548\u7f13\u89e3\u5fb7\u6251\u535a\u5f08\u4e2d\u5b58\u5728\u7684\u7b56\u7565\u514b\u5236\u95ee\u9898\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1767870435553_2.webp' alt='AlphaHoldem_\u5fb7\u5dde\u6251\u514b\u80dc\u7387\u8ba1\u7b97\u65b9\u6cd5_\u5fb7\u5dde\u6251\u514bAI' \/><\/p>\n<p>\u56fe4\uff1a\u7aef\u5230\u7aef\u5b66\u4e60\u5fb7\u5dde\u6251\u514bAI\u5b66\u4e60\u6846\u67b6<\/p>\n<p>\u6709\u5fb7\u5dde\u6251\u514bAI\u56e0\u53d7CFR\u7b97\u6cd5\u5904\u7406\u80fd\u529b\u9650\u5236\uff0c\u90fd\u8981\u5bf9\u724c\u9762\u72b6\u6001\u4e0e\u52a8\u4f5c\u4fe1\u606f\u505a\u538b\u7f29\uff0c\u538b\u7f29\u4f18\u52a3\u5168\u7136\u53d6\u51b3\u4e8e\u5bf9\u5fb7\u6251\u9886\u57df\u77e5\u8bc6\u7684\u638c\u63e1\u6c34\u5e73\uff0c\u5e76\u4e14\u4e0d\u53ef\u907f\u514d\u4f1a\u9020\u6210\u4fe1\u606f\u635f\u5931\uff0cAlphaHoldem\u5bf9\u6574\u4e2a\u72b6\u6001\u7a7a\u95f4\u5f00\u5c55\u9ad8\u6548\u7f16\u7801\uff0c\u4e0d\u501f\u52a9\u5fb7\u6251\u9886\u57df\u77e5\u8bc6\u6765\u8fdb\u884c\u4fe1\u606f\u538b\u7f29\u3002<\/p>\n<p>\u5c06\u5361\u724c\u4fe1\u606f\u7f16\u7801\u6210\u5305\u542b\u591a\u4e2a\u901a\u9053\u7684\u5f20\u91cf\uff0c\u4ee5\u6b64\u6765\u8868\u793a\u79c1\u6709\u724c\u3001\u516c\u5171\u724c\u7b49\u4fe1\u606f\u3002AlphaHoldem\u628a\u52a8\u4f5c\u4fe1\u606f\u540c\u6837\u7f16\u7801\u4e3a\u591a\u901a\u9053\u5f20\u91cf\uff0c\u7528\u4ee5\u8868\u793a\u5404\u73a9\u5bb6\u5f53\u524d\u4ee5\u53ca\u5386\u53f2\u7684\u52a8\u4f5c\u4fe1\u606f\u3002AlphaHoldem\u7684\u591a\u7ef4\u5f20\u91cf\u72b6\u6001\u8868\u793a\u65b9\u6cd5\uff0c\u4e0d\u4ec5\u628a\u5f53\u524d\u53ca\u5386\u53f2\u7684\u72b6\u6001\u4fe1\u606f\u5b8c\u6574\u7f16\u7801\u4e86\uff0c\u800c\u4e14\u5f88\u9002\u5408\u4f5c\u4e3a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\u53bb\u8fdb\u884c\u7279\u5f81\u7684\u5b66\u4e60\u3002<\/p>\n<p>\u4fe1\u606f\u5b58\u5728\u4e0d\u5168\u9762\u7684\u72b6\u51b5\uff0c\u518d\u52a0\u4e0a\u4e0d\u540c\u5bf9\u624b\u6709\u7740\u5404\u79cd\u5404\u6837\u7684\u201c\u8bc8\u552c\u201d\u6b3a\u9a97\u4e3e\u63aa\uff0c\u6b64\u79cd\u60c5\u51b5\u81f4\u4f7f\u5fb7\u5dde\u6251\u514b\u8f6c\u53d8\u4e3a\u4e00\u79cd\u7ed3\u679c\u968f\u673a\u6027\u5f88\u5f3a\u7684\u6e38\u620f\uff0c\u800c\u8fd9\u53c8\u4f7f\u5f97\u5f88\u5e38\u89c1\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u50cfPPO\u7b49\uff0c\u5176\u8bad\u7ec3\u8fdb\u7a0b\u975e\u5e38\u4e0d\u7a33\u5b9a\uff0c\u5e76\u4e14\u96be\u4ee5\u5b9e\u73b0\u6536\u655b\u3002<\/p>\n<p>AlphaHoldem\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684Trinal &#8211; Clip PPO\u635f\u5931\uff0c\u8be5\u635f\u5931\u7528\u4e8e\u6539\u8fdb\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\uff0c\u5b83\u901a\u8fc7\u5f15\u51653\u4e2a\u622a\u65ad\u53c2\u6570\uff0c\u6700\u7ec8\u89e3\u51b3\u4e86PPO\u7b97\u6cd5\u5728\u4f18\u52bf\u51fd\u6570\u5c0f\u4e8e\u96f6\u65f6\u635f\u5931\u503c\u65b9\u5dee\u8fc7\u5927\u7684\u95ee\u9898\uff0c\u8fd8\u89e3\u51b3\u4e86\u300c\u5168\u538b\u300d\u7b49\u52a8\u4f5c\u9020\u6210\u7684\u4ef7\u503c\u51fd\u6570\u96be\u4f30\u8ba1\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4ece\u6574\u4f53\u800c\u8a00\uff0cTrinal &#8211; clip PPO\u635f\u5931\u5207\u5b9e\u6709\u6548\u5730\u7f13\u548c\u4e86\u56e0\u5fb7\u6251\u535a\u5f08\u5b58\u5728\u7684\u5f3a\u968f\u673a\u6027\u81f4\u4f7f\u7684\u7b56\u7565\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u72b6\u51b5\uff0c\u8fdb\u800c\u8ba9AlphaHoldem\u8bad\u7ec3\u80fd\u591f\u8fbe\u6210\u53c8\u5feb\u4e14\u53c8\u597d\u7684\u6548\u679c\uff0c\u5448\u73b0\u51fa\u826f\u597d\u6001\u52bf\u3002<\/p>\n<p>\u5fb7\u6251\u6e38\u620f\u91cc\uff0c\u4e0d\u540c\u7b56\u7565\u76f8\u4e92\u95f4\u6709\u7740\u590d\u6742\u7684\u514b\u5236\u5173\u7cfb\uff0c\u8fd9\u4e00\u60c5\u51b5\u81f4\u4f7f\uff0cNaive\u81ea\u535a\u5f08\u65b9\u6cd5\u96be\u4ee5\u5728\u5fb7\u6251\u6e38\u620f\u91cc\u6536\u655b\uff0cAlphaGo\u6240\u91c7\u7528\u7684Best-Win\u81ea\u535a\u5f08\u65b9\u6cd5\u540c\u6837\u96be\u4ee5\u5728\u5fb7\u6251\u6e38\u620f\u91cc\u6536\u655b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u91c7\u7528\u7fa4\u4f53\u535a\u5f08PBT\uff0c\u795e\u7ecf\u865a\u62df\u81ea\u535a\u5f08NFSP\u7b49\u65b9\u5f0f\u7528\u6765\u8bad\u7ec3\u5fb7\u6251AI\uff0c\u8fd9\u4f1a\u6d88\u8017\u6bd4\u4f20\u7edfCFR\u7b97\u6cd5\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fd9\u4e9b\u65b9\u5f0f\u5c31\u662fAlphaStar\u6240\u4f7f\u7528\u7684 \u3002<\/p>\n<p>\u5728\u81f4\u529b\u4e8e\u5207\u5b9e\u6709\u6548\u5730\u5e73\u8861\u8bad\u7ec3\u6548\u7387\u4ee5\u53ca\u6a21\u578b\u6027\u80fd\u8fd9\u4e24\u8005\u7684\u8fdb\u7a0b\u4e4b\u4e2d\uff0cAlphaHoldem\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u7684Best-K\u81ea\u535a\u5f08\u65b9\u6cd5\uff0c\u6b64\u65b9\u6cd5\u501f\u52a9\u4e8e\u5728\u8bad\u7ec3\u8fdb\u7a0b\u91cc\u9762\u6d4b\u8bd5\u5386\u53f2\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4ece\u4e2d\u6311\u9009\u51faK\u4e2a\u6700\u4e3a\u51fa\u8272\u7684\u6a21\u578b\uff0c\u4f7f\u5176\u4e0e\u5f53\u4e0b\u6700\u65b0\u7684\u6a21\u578b\u5c55\u5f00\u5bf9\u6253\uff0c\u5e76\u4e14\u6301\u7eed\u4e0d\u65ad\u5730\u7ecf\u7531\u5f3a\u5316\u5b66\u4e60\u6765\u63d0\u5347\u81ea\u8eab\u7684\u6027\u80fd\u3002<\/p>\n<p>\u6027\u80fd\u6d4b\u8bd5<\/p>\n<p>AlphaHoldem\u5230\u5e95\u80fd\u8fbe\u5230\u4ec0\u4e48\u6c34\u5e73\u5462\uff1f<\/p>\n<p>\u6211\u4eec\u628aAlphaHoldem\u8ddf\u5f53\u4e0b\u5904\u4e8e\u9ad8\u6c34\u5e73\u72b6\u6001\u7684\u5fb7\u6251AI\u505a\u4e86\u6bd4\u8f83\uff0c\u7ed3\u679c\u53d1\u73b0AlphaHoldem\u5448\u73b0\u51fa\u660e\u663e\u4f18\u52bf\u3002\u5728\u5386\u7ecf10\u4e07\u5c40\u7684\u5bf9\u6297\u4e4b\u540e\uff0c\u53d1\u73b0AlphaHoldem\u5e73\u5747\u6bcf\u5c40\u8d62Slumbot\uff08\u5176\u4e3a2018\u5e74\u4e16\u754c\u8ba1\u7b97\u673a\u6251\u514b\u5927\u8d5bACPC\u51a0\u519b\uff0c\u4e14\u5982\u4eca\u4ecd\u5728\u6301\u7eed\u8fdb\u5316\uff09\u7684\u6570\u91cf\u8fbe\u5230111.56 mbb\/\u5c40\uff08\u6b64\u4e3a\u6bcf1000\u624b\u724c\u6240\u8d62\u5927\u76f2\u6ce8\u7684\u6570\u91cf\uff09\uff0c\u8d62DeepStack\uff08\u8be5\u7248\u672c\u662f\u8bfe\u9898\u7ec4\u5229\u7528120 GPU\u5361\u8bad\u7ec33\u5468\u800c\u590d\u73b0\u5f97\u5230\u7684\uff09\u7684\u6570\u91cf\u4e3a16.91 mbb\/\u5c40 \u3002<\/p>\n<p>\u540c\u65f6\uff0c\u5b83\u80fd\u591f\u8fbe\u5230\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u7684\u6c34\u51c6 \uff0c\u501f\u52a9\u4e0e4\u4f4d\u4e13\u4e1a\u73a9\u5bb6\u8fdb\u884c\u5bf9\u62971\u4e07\u5c40 \uff0cAlphaHoldem\u5e73\u5747\u6bcf\u5c40\u65a9\u83b7\u4e13\u4e1a\u73a9\u5bb610.27 mbb \u3002\u6b64\u5916 \uff0cAlphaHoldem\u5728\u914d\u67091\u4e2aAMD 2.00GHz CPU\uff0864\u4e2a\u6838\u5fc3\uff09 \u30018\u4e2aNVIDIA TITAN V GPU\u7684\u4e00\u53f0\u670d\u52a1\u5668\u4e0a\u4ec5\u4ec5\u8bad\u7ec3\u4e09\u5929 \uff0c\u4e8e\u4e00\u4e2aCPU\u6838\u5fc3\u4e4b\u4e0b\u6bcf\u6b21\u51b3\u7b56\u53ea\u97004\u6beb\u79d2 \uff0c\u8fbe\u6210\u4e86\u771f\u6b63\u7684\u65e2\u5feb\u901f\u53c8\u4f18\u826f\u7684\u6548\u679c \u3002<\/p>\n<p>AlphaHoldem\u968f\u540e\u4f1a\u88ab\u63a5\u5165\u8fdb\u8bfe\u9898\u5c0f\u7ec4\u81ea\u5df1\u7814\u53d1\u7684\u4eba\u673a\u5bf9\u6297\u5e73\u53f0OpenHoldem\uff08http:\/\/holdem.ia.ac.cn\/\uff09\u91cc\uff0c\u4ee5\u6b64\u4f9b\u7814\u7a76\u8005\u8fdb\u884c\u516c\u5f00\u6d4b\u8bd5\uff08\u56fe5\uff09\u3002<\/p>\n<p>OpenHoldem\u662f\u5b66\u672f\u754c\u9996\u4e2a\u5f00\u653e\u7684\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u7814\u7a76\u5e73\u53f0\uff0c\u5b83\u542b\u6709\u591a\u7ef4\u5ea6\u8bc4\u6d4b\u6307\u6807\uff0c\u6709\u9ad8\u6027\u80fd\u57fa\u51c6AI\uff0c\u8fd8\u6709\u516c\u5f00\u7684\u5728\u7ebf\u6d4b\u8bd5\u73af\u5883\u3002\u8be5\u5e73\u53f0\u652f\u6301\u4eba\u4eba\u5bf9\u6297\u6a21\u5f0f\uff0c\u652f\u6301\u673a\u673a\u5bf9\u6297\u6a21\u5f0f\uff0c\u652f\u6301\u4eba\u673a\u5bf9\u6297\u6a21\u5f0f\u7b49\u591a\u79cd\u6a21\u5f0f\uff0c\u652f\u6301AI\u5206\u5e03\u5f0f\u5e76\u884c\u5bf9\u6297\uff0c\u652f\u6301\u52a8\u6001\u6d4b\u8bd5\u8bf7\u6c42\u54cd\u5e94\u53ca\u8d44\u6e90\u5206\u914d\uff0c\u652f\u6301\u591a\u7528\u6237\u5e76\u53d1\u8bbf\u95ee\uff0c\u652f\u6301\u8de8\u7ec8\u7aef\u7edf\u4e00\u767b\u5f55\u3002<\/p>\n<p>\u9ad8\u6821\u3001\u7814\u7a76\u6240\u3001\u4e92\u8054\u7f51\u4f01\u4e1a\u7b49200\u4f59\u5bb6\u5355\u4f4d\u7684\u8fd1500\u540d\u6ce8\u518c\u7528\u6237\uff0c\u5df2\u88ab\u5e73\u53f0\u5438\u5f15\u7559\u5b58\uff1b\u56fd\u5185\u591a\u5bb6\u6743\u5a01\u673a\u6784\u4e0e\u591a\u5bb6\u4e3b\u6d41\u5a92\u4f53\uff0c\u5bf9\u5e73\u53f0\u8fdb\u884c\u4e86\u8f6c\u53d1\u62a5\u9053 \u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1767870435553_3.webp' alt='AlphaHoldem_\u5fb7\u5dde\u6251\u514bAI_\u5fb7\u5dde\u6251\u514b\u80dc\u7387\u8ba1\u7b97\u65b9\u6cd5' \/><\/p>\n<p>\u56fe5\uff1aOpenHoldem\u5728\u7ebf\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u5bf9\u6297\u5e73\u53f0\u9996\u9875<\/p>\n<p>\u540e\u7eed\u8ba1\u5212<\/p>\n<p>AlphaHoldem\u91c7\u7528\u7aef\u5230\u7aef\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u8fd9\u4e00\u6846\u67b6\u6781\u5927\u964d\u4f4e\u4e86\u73b0\u6709\u5fb7\u6251AI\u6240\u9700\uff0c\u5177\u4f53\u662f\u964d\u4f4e\u9700\u6c42\u9886\u57df\u77e5\u8bc6\uff0c\u540c\u65f6\u8be5\u6846\u67b6\u8fd8\u964d\u4f4e\u4e86\u8ba1\u7b97\u5b58\u50a8\u8d44\u6e90\u6d88\u8017\uff0c\u5e76\u4e14AlphaHoldem\u8fbe\u5230\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u6c34\u5e73\u3002<\/p>\n<p>\u8fd9\u4e2a\u6846\u67b6\u5c5e\u4e8e\u901a\u7528\u7684\u7aef\u5230\u7aef\u5b66\u4e60\u6846\u67b6\uff0c\u6211\u4eec\u9488\u5bf9\u591a\u4eba\u65e0\u9650\u6ce8\u5fb7\u6251\u5bf9\u8be5\u6846\u67b6\u7684\u9002\u7528\u6027\u505a\u4e86\u9a8c\u8bc1\uff0c\u5f53\u524d\u6b63\u81f4\u529b\u4e8e\u63d0\u5347\u591a\u4eba\u6a21\u578b\u8bad\u7ec3\u65f6\u7684\u5b66\u4e60\u6027\u80fd\u3002<\/p>\n<p>\u8fd8\u8981\u628aAlphaHoldem\u8fd9\u4e1c\u897f\u80cc\u540e\u5177\u5907\u7684\u6280\u672f\u53bb\u5e94\u7528\u5230\u66f4\u591a\u5e76\u975e\u5b8c\u7f8e\u7684\u4fe1\u606f\u535a\u5f08\u95ee\u9898\u91cc\u5934\uff0c\u50cf\u9ebb\u5c06\uff0c\u6597\u5730\u4e3b\uff0c\u6865\u724c\u5566\u8fd9\u4e9b\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u5bf9\u4e8e\u591a\u4eba\u535a\u5f08\u7b56\u7565\u91cc\u5934\u5404\u4e2a\u90e8\u5206\u7684\u5747\u8861\u7ed3\u6784\u8fdb\u884c\u5206\u6790\u7b49\u76f8\u5173\u7814\u7a76\u5185\u5bb9\u4e5f\u5728\u8ba1\u5212\u4e4b\u4e2d\u3002<\/p>\n<p>\u76f8\u5173\u8bba\u6587\u4fe1\u606f<\/p>\n<p>\u57282020\u5e74\uff0cKai Li\u3001Hang Xu\u3001Enmin Zhao\u3001Zhe Wu\u3001Junliang Xing*\u53d1\u5e03\u6587\u7ae0\u300aOpenHoldem: An Open Toolkit for Large-Scale Imperfect-Information Game Research\u300b\u4e8eArXiv\u9884\u5370\u672c\uff0c\u7f16\u53f7\u4e3aarXiv:2012.06168 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