{"id":1715,"date":"2025-12-29T14:05:23","date_gmt":"2025-12-29T06:05:23","guid":{"rendered":"https:\/\/cn-dxjj.com\/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\/"},"modified":"2025-12-29T14:05:23","modified_gmt":"2025-12-29T06:05:23","slug":"%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","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/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":{"rendered":"\u4e2d\u6251\u7f51\u5fb7\u5dde\u6251\u514b\u6982\u7387\u600e\u4e48\u7b97\uff1f\u770b\u770b\u81ea\u52a8\u5316\u6240AI\u5982\u4f55\u8fbe\u5230\u4eba\u7c7b\u9ad8\u624b\u6c34\u5e73"},"content":{"rendered":"<p>\u4ee5<a href='\/index.php\/2025\/12\/29\/%e5%be%b7%e6%89%91%e6%83%b3%e7%a8%b3%e5%ae%9a%e8%b5%9a%e9%92%b1%ef%bc%9f%e5%ae%89%e5%8d%93%e4%b8%8a%e7%8e%a9wpoker%e7%9a%84%e6%ad%a3%e7%a1%ae%e7%9b%88%e5%88%a9%e6%89%93%e6%b3%95\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a>\u4f5c\u4e3a\u4ee3\u8868\u7684\uff0c\u90a3\u79cd\u5927\u89c4\u6a21\u7684\u3001\u5b58\u5728\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u72b6\u51b5\u7684\u535a\u5f08\u95ee\u9898\uff0c\u5f88\u597d\u5730\u628a\u8fd9\u4e00\u96be\u9898\u7ed9\u96c6\u4e2d\u8d77\u6765\u4e86\uff0c\u540c\u65f6\u5b83\u8fd8\u662f\u8fdb\u4e00\u6b65\u6df1\u5165\u53bb\u7814\u7a76\u667a\u80fd\u535a\u5f08\u7406\u8bba\u4ee5\u53ca\u6280\u672f\u7684\uff0c\u975e\u5e38\u4f18\u5f02\u7684\u5e73\u53f0 \u3002<\/p>\n<p>\u8fd9\u4e9b\u5e74\uff0c\u5728\u56fd\u9645\u8303\u56f4\u91cc\uff0c\u9488\u5bf9\u5fb7\u5dde\u6251\u514b\u8fd9\u4e2a\u6709\u7740\u5927\u89c4\u6a21\u7279\u6027\u540c\u65f6\u5c5e\u4e8e\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u7684\u95ee\u9898\uff0c\u5176\u4f18\u5316\u6c42\u89e3\u65b9\u9762\u6709\u4e86\u663e\u8457\u7684\u8fdb\u5c55\uff0c\u7531\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u7279\u5927\u5b66\u4ee5\u53ca\u7f8e\u56fd\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7684\u7814\u7a76\u8005\u6240\u8bbe\u8ba1\u7684<a href='\/index.php\/2025\/12\/27\/%e4%b8%ad%e5%9b%bd%e9%a1%b6%e5%b0%96%e5%ad%a6%e6%9c%af%e5%9b%a2%e9%98%9f%e8%bf%8e%e6%88%98%e7%be%8e%e5%9b%bd%e6%89%91%e5%85%8bai%ef%bc%8c%e6%9d%8e%e5%bc%80%e5%a4%8d%e7%a7%b0%e8%bf%99%e6%98%af%e6%9c%80\/' title='AI' target='_blank'>AI<\/a>\u7a0b\u5e8fDeepStack\u548cLibratus\u4f9d\u6b21\u5206\u522b\u4e8e\u4e24\u4eba\u65e0\u9650\u6ce8\u7684\u5fb7\u5dde\u6251\u514b\u8d5b\u4e8b\u91cc\u5171\u540c\u90fd\u6218\u80dc\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\uff0c\u63a5\u7740\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u8bbe\u8ba1\u7684AI\u7a0b\u5e8fPluribus\u5728\u6b64\u540e\u4e0d\u540c\u7684\u516d\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u8d5b\u4e8b\u4e2d\u4e5f\u6218\u80dc\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u3002<\/p>\n<p>\u90a3\u4e9b\u5177\u5907\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u5fb7\u5dde\u6251\u514b AI\uff0c\u5168\u90fd\u4f9d\u8d56\u7740\u4e00\u79cd\u8fed\u4ee3\u5f0f\u7684\u7b97\u6cd5\uff0c\u5373\u53cd\u4e8b\u5b9e\u9057\u61be\u6700\u5c0f\u5316\uff0c\u4e5f\u5c31\u662f Counterfactual Regret Minimization\uff0c\u7b80\u79f0\u4e3a CFR\u3002\u8fd9\u79cd\u7b97\u6cd5\u5728\u5f00\u5c55\u8bad\u7ec3\u7684\u8fdb\u7a0b\u5f53\u4e2d\uff0c\u4e0d\u4f46\u8981\u6d88\u8017\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u800c\u4e14\u8fd8\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\u8fd9\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u91cd\u8981\u8fdb\u5c55\uff0c\u8be5\u7814\u7a76\u7ec4\u63d0\u51fa\u4e86\u4e00\u79cd\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514bAI\u7a0b\u5e8f\uff0c\u540d\u4e3a<a href='\/index.php\/2025\/12\/25\/%e5%9b%bd%e5%86%85%e5%94%af%e4%b8%80%e8%83%bd%e7%8e%a9%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%9a%84%e7%bd%91%e5%9d%80%e6%9b%9d%e5%85%89%ef%bc%8c%e4%b8%ad%e7%a7%91%e9%99%a2%e5%87%ba%e5%93%81ai%e5%9c%a8\/' title='AlphaHoldem' target='_blank'>AlphaHoldem<\/a>\uff0c\u4e14\u8fd9\u4e2a\u7a0b\u5e8f\u5177\u6709\u9ad8\u6c34\u5e73\u3001\u8f7b\u91cf\u5316\u7684\u7279\u70b9 \u3002<\/p>\n<p>AlphaHoldem\u5728\u6574\u4f53\u65b9\u9762\uff0c\u91c7\u7528\u4e86\u4e00\u79cd\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4f2a\u5b6a\u751f\u7f51\u7edc\u67b6\u6784\uff0c\u5b83\u628a\u4e00\u79cd\u5f97\u5230\u6539\u8fdb\u7684<a href='\/index.php\/2025\/12\/26\/%e6%9c%80%e5%bc%ba%e6%97%a5%e6%9c%ac%e9%ba%bb%e5%b0%86ai%e6%98%af%e6%80%8e%e4%b9%88%e7%82%bc%e6%88%90%e7%9a%84%ef%bc%9f%e5%92%8calphago%e6%af%94%e8%b0%81%e6%9b%b4%e5%a4%8d%e6%9d%82%ef%bc%9f\/' title='\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60' target='_blank'>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60<\/a>\u7b97\u6cd5\uff0c\u4e0e\u4e00\u79cd\u65b0\u578b\u7684\u81ea\u535a\u5f08\u5b66\u4e60\u7b97\u6cd5\u76f8\u4e92\u7ed3\u5408\uff0c\u5728\u4e0d\u501f\u52a9\u4efb\u4f55\u9886\u57df\u77e5\u8bc6\u7684\u60c5\u5f62\u4e0b\uff0c\u76f4\u63a5\u4ece\u724c\u9762\u4fe1\u606f\u5f00\u59cb\uff0c\u7aef\u5230\u7aef\u5730\u5b66\u4e60\u5019\u9009\u52a8\u4f5c\uff0c\u8fdb\u800c\u8fdb\u884c\u51b3\u7b56\u3002<\/p>\n<p>AlphaHoldem\u8fd0\u7528\u4e86\u4e00\u53f0\u914d\u5907\u516b\u5757 GPU \u5361\u7684\u670d\u52a1\u5668\uff0c\u5386\u7ecf\u4e09\u5929\u7684\u81ea\u6211\u535a\u5f08\u5b66\u4e60\uff0c\u800c\u540e\u6218\u80dc\u4e86 Slumbot \u4ee5\u53ca DeepStack\u3002<\/p>\n<p>\u4e8e\u6bcf\u6b21\u8fdb\u884c\u51b3\u7b56\u4e4b\u9645\uff0cAlphaHoldem\u6240\u9700\u65f6\u95f4\u5c11\u4e8e3\u6beb\u79d2\uff0c\u5176\u901f\u5ea6\u76f8\u8f83\u4e8eDeepStack\u63d0\u5347\u5e45\u5ea6\u8d85\u8fc7\u4e861000\u500d\u3002\u5e76\u4e14\uff0cAlphaHoldem\u540c\u56db\u4f4d\u5177\u5907\u9ad8\u6c34\u5e73\u7684\u5fb7\u5dde\u6251\u514b\u9009\u624b\u5c55\u5f001\u4e07\u5c40\u5bf9\u6297\uff0c\u6b64\u5bf9\u6297\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\u4e00\u6b3e\u540d\u4e3a\u5fb7\u5dde\u6251\u514b\u7684\u6251\u514b\u6e38\u620f\u5e7f\u6cdb\u6d41\u884c\u4e8e\u56fd\u9645\u821e\u53f0\uff0c\u5b83\u56e0\u6700\u65e9\u8d77\u59cb\u4e8e20\u4e16\u7eaa\u521d\u7684\u7f8e\u56fd\u5fb7\u514b\u8428\u65af\u5dde\u800c\u88ab\u8d4b\u4e88\u6b64\u540d\u79f0\u3002\u5fb7\u5dde\u6251\u514b\u6240\u9075\u5faa\u7684\u89c4\u5219\u5177\u4f53\u662f\uff0c\u8981\u5229\u7528\u53bb\u6389\u738b\u724c\u540e\u7684 52 \u5f20\u4e00\u526f\u6251\u514b\u724c\u8fdb\u884c\u6e38\u620f\uff0c\u53c2\u4e0e\u4eba\u6570\u81f3\u5c11\u4e3a 2 \u4eba\uff0c\u518d\u591a\u4e5f\u4e0d\u4f1a\u8d85 22 \u4eba\uff0c\u901a\u5e38\u53c2\u4e0e\u4eba\u6570\u5904\u4e8e\u4e24\u4eba\u81f3\u5341\u4eba\u8fd9\u4e2a\u8303\u56f4\u4e4b\u95f4\u3002<\/p>\n<p>\u6e38\u620f\u8d77\u59cb\u4e4b\u9645\uff0c\u4f1a\u5148\u7ed9\u6bcf\u4e2a\u73a9\u5bb6\u53d1\u653e\u4e24\u5f20\u79c1\u4eba\u62e5\u6709\u7684\u724c\u5f53\u4f5c\u5404\u81ea\u6240\u8c13\u7684\u300c\u5e95\u724c\u300d\uff0c\u7d27\u63a5\u7740\uff0c\u4f1a\u628a\u4e94\u5f20\u516c\u5171\u7684\u724c\u4f9d\u7167\u987a\u5e8f\uff0c\u5148\u662f\u4e09\u5f20\u671d\u4e0a\u53d1\u51fa\uff0c\u518d\u662f\u4e00\u5f20\u5f20\u671d\u4e0a\u5206\u522b\u53d1\u51fa\u3002\u5728\u53d1\u653e\u5b8c\u4e24\u5f20\u79c1\u4eba\u724c\u4e4b\u540e\uff0c\u53d1\u653e\u5b8c\u4e09\u5f20\u516c\u5171\u724c\u4e4b\u540e\uff0c\u53d1\u653e\u5b8c\u7b2c\u56db\u5f20\u516c\u5171\u724c\u4e4b\u540e\uff0c\u53d1\u653e\u5b8c\u7b2c\u4e94\u5f20\u516c\u5171\u724c\u4e4b\u540e\uff0c\u73a9\u5bb6\u80fd\u591f\u8fdb\u884c\u591a\u6b21\u4e14\u6ca1\u6709\u9650\u5236\u7684\u62bc\u6ce8\uff0c\u8fd9\u56db\u8f6e\u62bc\u6ce8\u4f9d\u6b21\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>\u5448\u73b0\u4e8e\u56fe1\u7684\uff0c\u662f\u4e00\u573a\u5fb7\u5dde\u6251\u514b\u6e38\u620f\u5b8c\u6574\u6d41\u7a0b\u7684\u793a\u610f\u60c5\u51b5\u3002\u7ecf\u8fc7\u56db\u8f6e\u62bc\u6ce8\u4ee5\u540e\uff0c\u8981\u662f\u4f9d\u65e7\u6ca1\u529e\u6cd5\u533a\u5206\u51fa\u80dc\u8d1f\uff0c\u6b64\u756a\u6e38\u620f\u5c31\u4f1a\u8fdb\u5165\u5230\u300c\u644a\u724c\u300d\u9636\uff0c\u6240\u6709\u73a9\u5bb6\u90fd\u8981\u4eae\u51fa\u5404\u81ea\u624b\u4e2d\u7684\u5e95\u724c\uff0c\u5e76\u4e0e\u516c\u5171\u724c\u6c47\u96c6\u7ec4\u6210\u5171\u4e94\u5f20\u724c\uff0c\u800c\u5408\u6210\u724c\u578b\u6700\u5927\u7684\u90a3\u4f4d\u73a9\u5bb6\u5c06\u4f1a\u662f\u83b7\u80dc\u8005\u3002\u56fe2\u6240\u7ed9\u51fa\u7684\uff0c\u662f\u5fb7\u5dde\u6251\u514b\u4e0d\u540c\u7ec4\u5408\u7684\u724c\u578b\u89e3\u91ca\u4ee5\u53ca\u5927\u5c0f\u5bf9\u5e94\u5185\u5bb9\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2025\/12\/1766988320875_0.webp' alt='\u5fb7\u5dde\u6251\u514bAI_AlphaHoldem_\u4e2d\u6251\u7f51\u5fb7\u5dde\u6251\u514b\u6982\u7387\u8ba1\u7b97' \/><\/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\/2025\/12\/1766988320875_1.webp' alt='\u4e2d\u6251\u7f51\u5fb7\u5dde\u6251\u514b\u6982\u7387\u8ba1\u7b97_AlphaHoldem_\u5fb7\u5dde\u6251\u514bAI' \/><\/p>\n<p>\u56fe2\uff1a\u5fb7\u5dde\u6251\u514b\u4e0d\u540c\u724c\u578b\u5927\u5c0f\u8bf4\u660e\u548c\u6bd4\u8f83<\/p>\n<p>\u6700\u6d41\u884c\u7684\u6251\u514b\u7c7b\u6e38\u620f\u4e4b\u4e2d\u6709\u5fb7\u5dde\u6251\u514b\uff0c\u5b83\u8fd8\u4e3a\u7814\u7a76\u667a\u80fd\u535a\u5f08\u57fa\u7840\u7406\u8bba\u4ee5\u53ca\u65b9\u6cd5\uff0c\u4f9b\u7ed9\u4e86\u4e00\u4e2a\u7edd\u4f73\u7684\u8bd5\u9a8c\u8fd8\u6709\u6d4b\u8bd5\u5e73\u53f0 \u3002<\/p>\n<p>\u9996\u5148\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u6240\u6d89\u53ca\u95ee\u9898\u7684\u590d\u6742\u5ea6\u72b6\u51b5\u5f88\u663e\u8457\uff0c\u4e24\u4eba\u53c2\u4e0e\u7684\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u5176\u51b3\u7b56\u7a7a\u95f4\u590d\u6742\u5ea6\u8d85\u51fa10\u7684161\u6b21\u65b9\uff1b\u5176\u6b21\uff0c\u5fb7\u5dde\u6251\u514b\u7684\u535a\u5f08\u8fdb\u7a0b\u5f52\u5c5e\u4e8e\u5178\u578b\u7684\u56de\u5408\u5236\u52a8\u6001\u535a\u5f08\u8fdb\u7a0b\uff0c\u6e38\u620f\u53c2\u4e0e\u4eba\u5458\u6bcf\u4e00\u6b65\u505a\u51fa\u7684\u51b3\u7b56\u90fd\u4f9d\u5b58\u4e8e\u4e0a\u4e00\u6b65\u7684\u51b3\u7b56\u6210\u679c\uff0c\u5e76\u4e14\u4f1a\u5bf9\u540e\u7eed\u7684\u51b3\u7b56\u6b65\u9aa4\u9020\u6210\u5f71\u54cd\uff1b\u53e6\u5916\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u5c5e\u4e8e\u5178\u578b\u7684\u4fe1\u606f\u4e0d\u5b8c\u5584\u7684\u535a\u5f08\uff0c\u5728\u535a\u5f08\u8fdb\u7a0b\u91cc\u73a9\u5bb6\u5404\u81ea\u6301\u6709\u7684\u5e95\u724c\u4fe1\u606f\u672a\u5bf9\u5916\u516c\u5e03\u81f4\u4f7f\u6bcf\u4e2a\u73a9\u5bb6\u6240\u638c\u63e1\u7684\u4fe1\u606f\u90fd\u4e0d\u5b8c\u6574\uff0c\u73a9\u5bb6\u5728\u6bcf\u4e00\u6b65\u8fdb\u884c\u51b3\u7b56\u7684\u65f6\u5019\u90fd\u5f97\u5145\u5206\u8003\u91cf\u5bf9\u624b\u7684\u5404\u7c7b\u53ef\u80fd\u60c5\u5f62\uff0c\u8fd9\u91cc\u9762\u6d89\u53ca\u5230\u5bf9\u624b\u884c\u4e3a\u4ee5\u53ca\u5fc3\u7406\u5efa\u6a21\u3001\u6b3a\u8bc8\u4e0e\u53cd\u6b3a\u8bc8\u7b49\u8bf8\u591a\u65b9\u9762\u7684\u95ee\u9898\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u5728\u4e8e\u5fb7\u5dde\u6251\u514b\u7684\u6e38\u620f\u89c4\u5219\u6781\u4e3a\u7b80\u6613\uff0c\u5e76\u4e14\u5176\u8fb9\u754c\u662f\u786e\u5b9a\u7684\uff0c\u6240\u4ee5\u5b83\u683c\u5916\u9002\u5b9c\u5f53\u4f5c\u4e00\u4e2a\u865a\u62df\u7684\u5b9e\u9a8c\u73af\u5883\uff0c\u7528\u4ee5\u5bf9\u535a\u5f08\u5173\u8054\u7684\u57fa\u7840\u7406\u8bba\u65b9\u6cd5\u4ee5\u53ca\u6838\u5fc3\u6280\u672f\u7b97\u6cd5\u5c55\u5f00\u6df1\u5165\u7684\u63a2\u7a76\u3002<\/p>\n<p>\u5f53\u4e0b\uff0c\u4e3b\u6d41\u5fb7\u5dde\u6251\u514bAI\u80cc\u540e\u7684\u5173\u952e\u601d\u60f3\uff0c\u662f\u501f\u52a9\u53cd\u4e8b\u5b9e\u9057\u61be\u6700\u5c0f\u5316\uff0c\u4e5f\u5c31\u662fCounterfactual Regret Minimization\uff0c\u7b80\u79f0CFR\u7b97\u6cd5\uff0c\u53bb\u9760\u8fd1\u7eb3\u4ec0\u5747\u8861\u7b56\u7565\u3002\u5177\u4f53\u9610\u8ff0\u4e3a\uff0c\u5148\u662f\u8fd0\u7528\u62bd\u8c61\u6280\u672f\uff0c\u5373Abstraction\uff0c\u6765\u538b\u7f29\u5fb7\u5dde\u6251\u514b\u7684\u72b6\u6001\u4ee5\u53ca\u52a8\u4f5c\u7a7a\u95f4\uff0c\u4ee5\u6b64\u51cf\u5c0f\u535a\u5f08\u6811\u7684\u89c4\u6a21\uff0c\u800c\u540e\u5728\u7f29\u51cf\u540e\u7684\u535a\u5f08\u6811\u4e0a\u5f00\u5c55CFR\u7b97\u6cd5\u8fed\u4ee3\u3002<\/p>\n<p>\u8fd9\u4e9b\u65b9\u5f0f\u6781\u4e3a\u4e25\u91cd\u5730\u51ed\u501f\u4eba\u7c7b\u4e13\u5bb6\u77e5\u8bc6\u6765\u5b9e\u65bd\u535a\u5f08\u6811\u62bd\u8c61\uff0c\u800c\u4e14CFR\u7b97\u6cd5\u8981\u5bf9\u535a\u5f08\u6811\u7684\u72b6\u6001\u7ed3\u70b9\u4e0d\u95f4\u65ad\u5730\u5f00\u5c55\u91c7\u6837\u904d\u5386\u4ee5\u53ca\u8fed\u4ee3\u4f18\u5316\uff0c\u5c31\u7b97\u7ecf\u8fc7\u6a21\u578b\u7f29\u51cf\u4e4b\u540e\u4f9d\u65e7\u9700\u8981\u6d88\u8017\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u4ee5\u53ca\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\u7684\u9636\u6bb5\u7684\u65f6\u5019\uff0c\u9700\u8981\u4e00\u4e2aGPU\u53bb\u8fdb\u884c\u4e00\u5343\u6b21CFR\u7684\u8fed\u4ee3\u8fdb\u7a0b\uff0c\u5e73\u5747\u6bcf\u4e2a\u52a8\u4f5c\u7684\u8fd0\u7b97\u9700\u8981\u8017\u8d39\u4e09\u79d2\u3002<\/p>\n<p>Libratus\u751f\u6210\u521d\u59cb\u7b56\u7565\u65f6\uff0c\u6d88\u8017\u4e86\u5927\u4e8e300\u4e07\u7684CPU\u65f6\uff0c\u5e76\u4e14\u6bcf\u6b21\u51b3\u7b56\u9700\u8981\u641c\u7d224\u79d2\u4ee5\u4e0a\uff0c\u8fd9\u822c\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\u4e14\u53d1\u5c55 \uff0c\u540c\u65f6\uff0cCFR\u6846\u67b6\u5f88\u96be\u76f4\u63a5\u62d3\u5c55\u81f3\u591a\u4eba\u5fb7\u6251\u73af\u5883\u91cc\uff0c\u589e\u52a0\u73a9\u5bb6\u6570\u91cf\u4f1a\u81f4\u4f7f\u535a\u5f08\u6811\u89c4\u6a21\u5448\u6307\u6570\u589e\u957f \u3002<\/p>\n<p>\u53e6\u5916\uff0c\u535a\u5f08\u6811\u8fdb\u884c\u62bd\u8c61\uff0c\u8fd9\u4e0d\u4ec5\u9700\u8981\u5927\u91cf\u7684\u9886\u57df\u65b9\u9762\u77e5\u8bc6\uff0c\u8fd8\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\uff0c\u4e22\u5931\u4e00\u4e9b\u5bf9\u51b3\u7b56\u8d77\u5230\u81f3\u5173\u91cd\u8981\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>\u548c\u5df2\u6709\u7684\u3001\u57fa\u4e8eCFR\u7b97\u6cd5\u7684\u5fb7\u5dde\u6251\u514bAI\u4e0d\u4e00\u6837\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\u9ad8\u6c34\u5e73\u8f7b\u91cf\u578b\u7684\u5fb7\u5dde\u6251\u514bAI\u7a0b\u5e8fAlphaHoldem\uff0c\u5b83\u7684\u6574\u4f53\u67b6\u6784\u5982\u56fe4\u6240\u793a\u3002<\/p>\n<p>AlphaHoldem\u8fd0\u7528Actor-Critic\u5b66\u4e60\u6846\u67b6\uff0c\u5176\u8f93\u5165\u4e43\u662f\u5361\u724c\u4e0e\u52a8\u4f5c\u7684\u7f16\u7801\uff0c\u63a5\u7740\u501f\u52a9\u4f2a\u5b6a\u751f\u5377\u79ef\u7f51\u7edc\uff08\u7ed3\u6784\u4e00\u6837\u53c2\u6570\u4e0d\u5171\u4eab\uff09\u6765\u63d0\u53d6\u7279\u5f81\uff0c\u968f\u540e\u7ecf\u7531\u4e24\u4e2a\u5168\u8fde\u63a5\u5c42\u8fdb\u800c\u83b7\u5f97\u72b6\u6001\u7684\u9ad8\u5c42\u7279\u5f81\uff0c\u6700\u7ec8\u8f93\u51fa\u52a8\u4f5c\u6982\u7387\u4ee5\u53ca\u4ef7\u503c\u4f30\u8ba1\u3002<\/p>\n<p>AlphaHoldem \u7684\u6210\u529f\uff0c\u5728\u4e8e\u5176\u91c7\u7528\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u72b6\u6001\u7f16\u7801\uff0c\u7528\u4ee5\u5b8c\u6574\u5730\u63cf\u8ff0\u5f53\u524d\u53ca\u5386\u53f2\u72b6\u6001\u4fe1\u606f\uff0c\u8fd8\u91c7\u7528\u4e86\u4e00\u79cd\u57fa\u4e8e Trinal-Coop PPO \u635f\u5931\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u80fd\u591f\u5927\u5e45\u63d0\u9ad8\u8bad\u7ec3\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u901f\u5ea6\uff0c\u5e76\u4e14\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u7684 Best-K \u81ea\u535a\u5f08\u65b9\u5f0f\uff0c\u53ef\u6709\u6548\u5730\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\/2025\/12\/1766988320875_2.webp' alt='AlphaHoldem_\u4e2d\u6251\u7f51\u5fb7\u5dde\u6251\u514b\u6982\u7387\u8ba1\u7b97_\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>\u73b0\u6709\u5fb7\u5dde\u6251\u514bAI\u56e0\u53d7CFR\u7b97\u6cd5\u5904\u7406\u80fd\u529b\u6240\u9650\uff0c\u5747\u5f97\u5bf9\u724c\u9762\u72b6\u6001\u4ee5\u53ca\u52a8\u4f5c\u4fe1\u606f\u4e88\u4ee5\u538b\u7f29\uff0c\u538b\u7f29\u6548\u679c\u5168\u7136\u53d6\u51b3\u4e8e\u5bf9\u5fb7\u6251\u9886\u57df\u77e5\u8bc6\u7684\u638c\u63e1\u6c34\u5e73\uff0c\u5e76\u4e14\u4e0d\u53ef\u907f\u514d\u5730\u81f4\u4f7f\u4fe1\u606f\u51fa\u73b0\u635f\u5931\u3002AlphaHoldem\u9488\u5bf9\u6574\u4e2a\u72b6\u6001\u7a7a\u95f4\u5c55\u5f00\u9ad8\u6548\u7f16\u7801\uff0c\u5e76\u975e\u501f\u52a9\u5fb7\u6251\u9886\u57df\u77e5\u8bc6\u5b9e\u65bd\u4fe1\u606f\u538b\u7f29\u3002<\/p>\n<p>\u628a\u5361\u724c\u4fe1\u606f\uff0c\u5148\u5c06\u5176\u7f16\u7801\u6210\u6709\u591a\u4e2a\u901a\u9053\u7684\u5f20\u91cf\uff0c\u8fd9\u4e2a\u5f20\u91cf\u7528\u6765\u8868\u793a\u79c1\u6709\u724c\u3001\u516c\u5171\u724c\u7b49\u4fe1\u606f\u3002\u8f6c\u800c\u770b\u52a8\u4f5c\u4fe1\u606f\uff0cAlphaHoldem\u4e5f\u662f\u7ed9\u5b83\u7f16\u7801\u4e3a\u591a\u901a\u9053\u5f20\u91cf\uff0c\u6b64\u4e8c\u5f20\u91cf\u8868\u8bf8\u73a9\u5bb6\u5f53\u524d\u53ca\u5386\u53f2\u7684\u52a8\u4f5c\u4fe1\u606f\u3002AlphaHoldem\u5176\u591a\u7ef4\u5f20\u91cf\u72b6\u6001\u8868\u793a\u65b9\u6cd5\u4e0d\u53ea\u662f\u5b8c\u6574\u5730\u7f16\u7801\u51fa\u4e86\u5f53\u524d\u53ca\u5386\u53f2\u7684\u72b6\u6001\u4fe1\u606f\uff0c\u5e76\u4e14\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u975e\u5e38\u9002\u5b9c\u5f53\u4f5c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u8f93\u5165\u53bb\u8fdb\u884c\u7279\u5f81\u7684\u5b66\u4e60\u3002<\/p>\n<p>\u56e0\u4e3a\u4fe1\u606f\u5e76\u975e\u5b8c\u7f8e\uff0c\u4ee5\u53ca\u4e0d\u540c\u5bf9\u624b\u5b58\u5728\u5f62\u5f62\u8272\u8272\u7684\u300c\u8bc8\u552c\u300d\u6b3a\u9a97\u884c\u5f84\uff0c\u81f4\u4f7f\u5fb7\u5dde\u6251\u514b\u53d8\u6210\u4e00\u79cd\u7ed3\u679c\u5177\u5907\u5f88\u5f3a\u968f\u673a\u6027\u7684\u6e38\u620f\uff0c\u8fd9\u9020\u6210\u5e38\u89c1\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u50cf\u662fPPO\u7b49\uff0c\u5176\u8bad\u7ec3\u8fc7\u7a0b\u6781\u4e3a\u4e0d\u7a33\u5b9a\uff0c\u5e76\u4e14\u96be\u4ee5\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\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>\u603b\u7684\u6765\u8bf4\uff0cTrinal &#8211; clip PPO\u635f\u5931\u5207\u5b9e\u6709\u6548\u8212\u7f13\u4e86\u56e0\u5fb7\u6251\u535a\u5f08\u6781\u5f3a\u968f\u673a\u6027\u6240\u5bfc\u81f4\u7684\u7b56\u7565\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u72b6\u51b5\uff0c\u8fdb\u800c\u8ba9AlphaHoldem\u7684\u8bad\u7ec3\u5f97\u4ee5\u65e2\u5feb\u901f\u53c8\u4f18\u8d28 \u3002<\/p>\n<p>\u5728\u5fb7\u6251\u6e38\u620f\u91cc\uff0c\u4e0d\u540c\u7b56\u7565\u4e4b\u95f4\u6709\u7740\u590d\u6742\u7684\u76f8\u4e92\u514b\u5236\u8fd9\u79cd\u5173\u7cfb\uff0c \u6b64\u79cd\u60c5\u51b5\u81f4\u4f7f Naive \u81ea\u535a\u5f08\u65b9\u6cd5\uff0c \u4ee5\u53ca AlphaGo \u6240\u91c7\u7528\u7684 Best-Win \u81ea\u535a\u5f08\u65b9\u6cd5\uff0c \u975e\u5e38\u96be\u4ee5\u5728\u5fb7\u6251\u6e38\u620f\u5f53\u4e2d\u8fbe\u6210\u6536\u655b\u72b6\u6001\u3002<\/p>\n<p>\u7136\u800c\uff0c\u8fd0\u7528AlphaStar\u7684\u7fa4\u4f53\u535a\u5f08PBT\u8fd9\u79cd\u65b9\u6cd5\u6765\u8bad\u7ec3\u5fb7\u6251AI\uff0c\u4f1a\u6d88\u8017\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fd9\u662f\u5176\u4e00\uff1b\u8fd0\u7528\u795e\u7ecf\u865a\u62df\u81ea\u535a\u5f08NFSP\u7b49\u65b9\u8fd9\u79cd\u65b9\u6cd5\u6765\u8bad\u7ec3\u5fb7\u6251AI\uff0c\u4e5f\u4f1a\u6d88\u8017\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fd9\u662f\u5176\u4e8c\uff1b\u4e14\u8fd9\u4e24\u79cd\u65b9\u6cd5\u6d88\u8017\u7684\u8ba1\u7b97\u8d44\u6e90\u6bd4\u4f20\u7edfCFR\u7b97\u6cd5\u8981\u591a \u3002<\/p>\n<p>AlphaHoldem\u91c7\u7528\u4e86\u4e00\u79cd\u88ab\u79f0\u4f5cBest-K\u7684\u65b0\u578b\u81ea\u535a\u5f08\u65b9\u6cd5\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u81f4\u529b\u4e8e\u6709\u6548\u5730\u53bb\u5e73\u8861\u8bad\u7ec3\u6548\u7387\u4ee5\u53ca\u6a21\u578b\u6027\u80fd\u7684\u60c5\u51b5\u4e0b\u4ea7\u751f\u7684\uff0c\u5b83\u4e8e\u8bad\u7ec3\u8fdb\u7a0b\u91cc\u68c0\u9a8c\u5386\u53f2\u6a21\u578b\u7684\u6027\u80fd\uff0c\u7ecf\u8fc7\u7b5b\u9009\u6311\u51faK\u4e2a\u6700\u4f18\u7684\u6a21\u578b\uff0c\u4f7f\u5176\u4e0e\u5f53\u4e0b\u6700\u65b0\u7684\u6a21\u578b\u8fdb\u884c\u5bf9\u6297\u3001\u8f83\u91cf\uff0c\u6301\u7eed\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u6765\u63d0\u5347\u81ea\u8eab\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\u7684\u5fb7\u6251AI\u505a\u4e86\u6bd4\u8f83\uff0c\u5f97\u51faAlphaHoldem\u5448\u73b0\u51fa\u660e\u663e\u4f18\u52bf\u3002\u5386\u7ecf\u8fc710\u4e07\u5c40\u7684\u5bf9\u6297\u4ee5\u540e\uff0cAlphaHoldem\u5e73\u5747\u6bcf\u5c40\u8d62Slumbot\uff082018\u5e74\u4e16\u754c\u8ba1\u7b97\u673a\u6251\u514b\u5927\u8d5bACPC\u51a0\u519b\uff0c\u5982\u4eca\u4ecd\u6b63\u5728\u8fdb\u5316\uff09111.56\u4e2a\u5927\u76f2\u6ce8\u4e0e\u6bcf1000\u624b\u724c\u6240\u8d62\u53d6\u7684\u5927\u76f2\u6ce8\u6570\u91cf\u7684\u6bd4\u503c\uff0c\u8d62DeepStack\uff08\u8bfe\u9898\u7ec4\u8fd0\u7528120 GPU\u5361\u5386\u7ecf3\u5468\u590d\u73b0\u7684\u7248\u672c\uff0916.91\u4e2a\u5927\u76f2\u6ce8\u4e0e\u6bcf1000\u624b\u724c\u6240\u8d62\u53d6\u7684\u5927\u76f2\u6ce8\u6570\u91cf\u7684\u6bd4\u503c\u3002<\/p>\n<p>\u5f53\u4e0b\uff0c\u5b83\u80fd\u591f\u8fbe\u6210\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u6240\u5177\u5907\u7684\u6c34\u51c6\uff0c\u501f\u7531\u4e0e4\u4f4d\u4e13\u4e1a\u73a9\u5bb6\u5c55\u5f001\u4e07\u5c40\u5bf9\u6297\uff0cAlphaHoldem\u5e73\u5747\u800c\u8a00\u6bcf\u5c40\u8d62\u4e13\u4e1a\u73a9\u5bb610.27 mbb \u3002\u9664\u6b64\u4e4b\u5916\uff0cAlphaHoldem\u4e8e\u4e00\u53f0\u914d\u59071\u4e2aAMD 2.00GHz CPU \uff0864\u4e2a\u6838\u5fc3\uff09\u30018\u4e2aNVIDIA TITAN V GPU\u7684\u670d\u52a1\u5668\u4e0a\u4ec5\u4ec5\u8bad\u7ec3\u4e09\u5929\uff0c\u4e8e\u4e00\u4e2aCPU\u6838\u5fc3\u4e0b\u6bcf\u6b21\u505a\u51fa\u51b3\u7b56\u4ec5\u4ec5\u97004\u6beb\u79d2\uff0c\u8fbe\u6210\u4e86\u5b9e\u5b9e\u5728\u5728\u7684\u65e2\u5feb\u4e14\u4f18 \u3002<\/p>\n<p>AlphaHoldem\uff0c\u63a5\u4e0b\u6765\uff0c\u5c06\u4f1a\u88ab\u63a5\u5165\u5230\uff0c\u8bfe\u9898\u7ec4\u81ea\u5df1\u7814\u53d1\u7684\uff0c\u4eba\u673a\u5bf9\u6297\u5e73\u53f0OpenHoldem\uff08http:\/\/holdem.ia.ac.cn\/\uff09\u91cc\uff0c\u4ee5\u4f9b\u7814\u7a76\u8005\u5f00\u653e\u8fdb\u884c\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\u5177\u5907\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\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>\u5982\u4eca\uff0c\u5e73\u53f0\u5df2\u7136\u5438\u5f15\u4e86\u4f17\u591a\u6ce8\u518c\u7528\u6237\uff0c\u5176\u4e2d\u6709\u6765\u81ea\u9ad8\u6821\u7684\uff0c\u6709\u65b9\u6765\u81ea\u7814\u7a76\u6240\u7684\uff0c\u8fd8\u6709\u6765\u81ea\u4e92\u8054\u7f51\u4f01\u4e1a\u7b49\u7684\uff0c\u8fd9\u4e9b\u5355\u4f4d\u591a\u8fbe200\u4f59\u5bb6\uff0c\u800c\u6ce8\u518c\u7528\u6237\u6570\u91cf\u8fd1500\u540d\uff0c\u5e76\u4e14\u8be5\u5e73\u53f0\u8fd8\u53d7\u5230\u4e86\u56fd\u5185\u591a\u5bb6\u5904\u4e8e\u6743\u5a01\u5730\u4f4d\u7684\u673a\u6784\u4ee5\u53ca\u4e3b\u6d41\u5a92\u4f53\u7684\u76f8\u5173\u8f6c\u53d1\u62a5\u9053 \u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2025\/12\/1766988320875_3.webp' alt='AlphaHoldem_\u5fb7\u5dde\u6251\u514bAI_\u4e2d\u6251\u7f51\u5fb7\u5dde\u6251\u514b\u6982\u7387\u8ba1\u7b97' \/><\/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>\u7aef\u5230\u7aef\u5f3a\u5316\u5b66\u4e60\u7684\u6846\u67b6\u88abAlphaHoldem\u91c7\u7528\uff0c\u8fd9\u4e00\u6765\uff0c\u73b0\u6709\u5fb7\u6251AI\u6240\u9700\u7684\u9886\u57df\u77e5\u8bc6\u5927\u5e45\u964d\u4f4e\uff0c\u8ba1\u7b97\u5b58\u50a8\u8d44\u6e90\u6d88\u8017\u4e5f\u5927\u5927\u51cf\u5c11\uff0c\u5e76\u4e14\u8fbe\u5230\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u7684\u6c34\u5e73 \u3002<\/p>\n<p>\u8fd9\u4e2a\u6846\u67b6\u5c5e\u4e8e\u901a\u7528\u7684\u7aef\u5230\u7aef\u5b66\u4e60\u6846\u67b6\u8303\u7574\uff0c\u6211\u4eec\u9488\u5bf9\u591a\u4eba\u65e0\u9650\u6ce8\u5fb7\u6251\u8fdb\u884c\u4e86\u8be5\u6846\u67b6\u9002\u7528\u6027\u7684\u9a8c\u8bc1\uff0c\u5f53\u4e0b\u6b63\u5728\u5728\u63d0\u5347\u591a\u4eba\u6a21\u578b\u8bad\u7ec3\u8fdb\u7a0b\u7684\u5b66\u4e60\u6027\u80fd \u3002<\/p>\n<p>\u6211\u4eec\u6253\u7b97\u628aAlphaHoldem\u6240\u4f9d\u6258\u7684\u6280\u672f\uff0c\u8fd0\u7528\u5230\u66f4\u591a\u5e76\u975e\u5b8c\u7f8e\u4fe1\u606f\u7684\u535a\u5f08\u95ee\u9898\u8bf8\u5982\u9ebb\u5c06\u3001\u6597\u5730\u4e3b\u3001\u6865\u724c\u7b49\u4e4b\u4e2d\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u8fd8\u8ba1\u5212\u5f00\u5c55\u591a\u4eba\u535a\u5f08\u7b56\u7565\u7a7a\u95f4\u7684\u5747\u8861\u7ed3\u6784\u5206\u6790\u7b49\u76f8\u5173\u7814\u7a76\u5185\u5bb9\u3002<\/p>\n<p>\u76f8\u5173\u8bba\u6587\u4fe1\u606f<\/p>\n<p>kai Li\u3001hang Xu\u3001Enmin Zhao\u3001Zhe Wu\u3001Junliang Xing*\uff0cOpenHoldem\uff1a\u4e00\u628a\u9274\u4e8e\u5927\u89c4\u6a21\u4e0d\u5b8c\u5168\u4fe1\u606f\u535a\u5f08\u7814\u7a76\u7684\u5f00\u653e\u5de5\u5177\u5305\uff0c\u7f57\u5217\u4e8eArXiv\u9884\u5370\u672c\uff0c\u7f16\u53f7\u4e3aarXiv\uff1a201206168\uff0c\u65f6\u95f4\u662f\uff1f2020\u5e74\u3002<\/p>\n<p>\u535a\u5f08\u5b66\u4e60\u7814\u7a76\u7ec4\u4ecb\u7ecd<\/p>\n<p>\u7814\u7a76\u535a\u5f08\u5b66\u4e60\u7684\u7ec4\uff0c\u662f\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u4e0b\u9762\u7684\u79d1\u7814\u56e2\u961f\uff0c\u662f\u4e2d\u79d1\u9662\u4eba\u5de5\u667a\u80fd\u521b\u65b0\u7814\u7a76\u9662\u91cc\u7684\u9aa8\u5e72\u7814\u7a76\u65b9\u9762\u7684\u529b\u91cf\uff0c\u8be5\u8bfe\u9898\u7ec4\u7684\u8d1f\u8d23\u4eba\u662f\u5174\u519b\u4eae\u7814\u7a76\u5458\uff0c\u8bfe\u9898\u7ec4\u76ee\u524d\u6709\u6b63\u5f0f\u5458\u5de59\u540d\uff0c\u6709\u535a\u58eb\u7814\u7a76\u751f7\u540d\uff0c\u6709\u7855\u58eb\u7814\u7a76\u751f9\u540d\uff0c\u4ece\u800c\u5f62\u6210\u4e86\u4e00\u652f\u4ee5\u9752\u5e74\u79d1\u7814\u9aa8\u5e72\u5f53\u4e3b\u4f53\u7684\uff0c\u5177\u5907\u9ad8\u6c34\u5e73\u4ee5\u53ca\u9ad8\u7d20\u8d28\u7684\u79d1\u7814\u961f\u4f0d \u3002<\/p>\n<p>\u7814\u7a76\u7ec4\u628a\u8ba1\u7b97\u673a\u535a\u5f08\u5f53\u4f5c\u7814\u7a76\u7684\u5207\u5165\u4e4b\u5904\uff0c\u628a\u6700\u65b0\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u5f15\u9886\u8fdb\u7ecf\u5178\u535a\u5f08\u7406\u8bba\u4ee5\u53ca\u6a21\u578b\u91cc\uff0c\u8fd8\u501f\u9274\u8fd0\u7b79\u5b66\u3001\u6700\u4f18\u5316\u3001\u7b97\u6cd5\u8bbe\u8ba1\u7b49\u5b66\u79d1\u7684\u7814\u7a76\u529e\u6cd5\u4e0e\u7b97\u6cd5\uff0c\u4ee5\u6b64\u6253\u9020\u51fa\u5177\u6709\u7a81\u51fa\u4ea4\u53c9\u7279\u6027\u7684\u6280\u672f\u7814\u7a76\u4f53\u7cfb\uff0c\u8fd0\u7528\u7ecf\u5178\u535a\u5f08\u7406\u8bba\u7ed9\u535a\u5f08\u8fc7\u7a0b\u6784\u5efa\u6a21\u578b\uff0c\u901a\u8fc7\u91c7\u7528\u6700\u65b0\u673a\u5668\u5b66\u4e60\u6280\u672f\u5bf9\u6a21\u578b\u7684\u53c2\u6570\u4e88\u4ee5\u5b66\u4e60\u66f4\u65b0\uff0c\u8fdb\u800c\u8fbe\u6210\u5bf9\u590d\u6742\u4eba\u673a\u535a\u5f08\u95ee\u9898\u7684\u53ef\u5efa\u6a21\u4e4b\u6027\u3001\u53ef\u8ba1\u7b97\u4e4b\u6027\u4ee5\u53ca\u53ef\u89e3\u91ca\u4e4b\u6027\u7684\u878d\u5408\u3002<\/p>\n<p>2018\u5e74\u5e74\u5e95\u7684\u65f6\u5019\uff0c\u8bfe\u9898\u7ec4\u7740\u624b\u7814\u7a76\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u95ee\u9898\uff0c\u662f\u4ee5\u5fb7\u5dde\u6251\u514b\u4f5c\u4e3a\u4ee3\u8868\u7684\uff0c\u5230\u4e862020\u5e74\uff0c\u516c\u5f00\u4e86\u5b66\u754c\u5728\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u65b9\u9762\u9996\u4e2a\u5bf9\u6297\u5e73\u53f0OpenHoldem\uff0c\u6b64\u5e73\u53f0\u96c6\u6210\u4e86\u5b8c\u6574\u529f\u80fd\uff0c\u5176\u4e2d\u6709\u9ad8\u6027\u80fd\u57fa\u51c6AI\uff0c\u6709\u591a\u7ef4\u5ea6\u8bc4\u6d4b\u534f\u8bae\uff0c\u8fd8\u6709\u5728\u7ebf\u5bf9\u6297\u8bc4\u4f30\u7b49\uff0c\u5b83\u652f\u6301\u591a\u79cd\u5bf9\u6297\u6a21\u5f0f\uff0c\u6709\u4eba\u673a\u5bf9\u6297\u6a21\u5f0f\uff0c\u6709\u673a\u673a\u5bf9\u6297\u6a21\u5f0f\uff0c\u6709\u4eba\u4eba\u5bf9\u6297\u6a21\u5f0f\uff0c\u8fd8\u6709\u4eba\u673a\u6df7\u5408\u5bf9\u6297\u6a21\u5f0f\u3002\u76f8\u5173\u7814\u53d1\u5de5\u4f5c\u7684\u4e3b\u8981\u5b8c\u6210\u4eba\u5458\u5305\u542b\u5174\u519b\u4eae\u7814\u7a76\u5458\uff0c\u5305\u62ec\u674e\u51ef\u526f\u7814\u7a76\u5458\uff0c\u6709\u535a\u58eb\u751f\u8d75\u6069\u6c11\u3001\u5f90\u822a\u3001\u674e\u91d1\u79cb\uff0c\u8fd8\u6709\u7855\u58eb\u751f\u95eb\u4ec1\u4e1a\u3001\u5434\u54f2\u7b49 \u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599\uff1a<\/p>\n<p>\u9ed8\u91cc C\u3001\u7ea6\u745f\u592b H \u4ee5\u53ca\u51af\u00b7\u8bb8\u96c4 H\uff0c\u4ed6\u4eec\u8457\u6709\u300a\u6df1\u84dd\u300b\uff0c\u53d1\u8868\u4e8e\u300a\u4eba\u5de5\u667a\u80fd\u300b2002 \u5e74\u7b2c 134 \u5377\u7b2c 1 \u671f\uff0c\u7b2c 57 \u5230 83 \u9875\u3002<\/p>\n<p>Morav\u010d\u00edk M\u3001Schmid M\u3001Burch N\u4ee5\u53ca\u5176\u4ed6\u7b49\u4eba\uff0c\u6709\u201c\u6df1\u5ea6\u5806\u6808\uff1a\u5355\u6311\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e2d\u7684\u4e13\u5bb6\u7ea7\u4eba\u5de5\u667a\u80fd\u201d\uff0c\u5728\u300a\u79d1\u5b66\u300b\u6742\u5fd7\uff0c2017\u5e74\uff0c\u7b2c356\u5377\u7b2c6337\u671f\uff0c\u9875\u7801\u4e3a508\u81f3513 \uff0c\u3002<\/p>\n<p>\u5e03\u6717N\uff0c\u6851\u5fb7\u970d\u5c14\u59c6T\uff0c\u4e8e2018\u5e74\uff0c\u5728\u300a\u79d1\u5b66\u300b\u6742\u5fd7\u4e0a\u53d1\u8868\u4e86\u5173\u4e8e\u201c\u7528\u4e8e\u5355\u6311\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u7684\u8d85\u4eba\u4eba\u5de5\u667a\u80fd\uff1a\u51b7\u6251\u5927\u5e08\u51fb\u8d25\u9876\u7ea7\u804c\u4e1a\u9009\u624b\u201d\u7684\u7814\u7a76\uff0c\u8be5\u6742\u5fd7\u7684\u5377\u53f7\u4e3a359\uff0c\u671f\u53f7\u4e3a6374\uff0c\u6587\u7ae0\u9875\u7801\u4f4d\u4e8e418\u81f3424\u9875 \u3002<\/p>\n<p>\u5e03\u6717 N\uff0c\u6851\u5fb7\u970d\u5c14\u59c6 T\uff0c\u5199\u4e86\u5173\u4e8e\u591a\u4eba\u6251\u514b\u7684\u8d85\u4eba\u4eba\u5de5\u667a\u80fd\uff0c\u53d1\u8868\u4e8e\u300a\u79d1\u5b66\u300b\uff0c2019 \u5e74\uff0c\u7b2c 365 \u5377\uff08\u7b2c 6456 \u671f\uff09\uff0c\u7b2c 885 \u81f3 890 \u9875\u3002<\/p>\n<p>Konda V R\u4e0eTsitsiklis J N\uff0c\u505a\u4e86\u5173\u4e8e\u201cActor-critic algorithms\u201d\u7684\u7814\u7a76\uff0c\u8be5\u7814\u7a76\u53d1\u8868\u5728\u300aAdvances in neural information processing systems\u300b\u4e2d\uff0c\u5177\u4f53\u5e74\u4efd\u4e3a2000\u5e74\uff0c\u6d89\u53ca\u7684\u9875\u7801\u8303\u56f4\u662f1008 &#8211; 1014\u3002<\/p>\n<p>\u8212\u5c14\u66fc J\uff0c\u6c83\u5c14\u65af\u57fa F\uff0c\u8fbe\u91cc\u74e6\u5c14 P\uff0c\u4ee5\u53ca\u5176\u4ed6\u591a\u4f4d\uff0c\u63d0\u51fa\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\u7b97\u6cd5\uff0c2017 \u5e74\uff0c\u53d1\u8868\u5728 arXiv \u9884\u5370\u672c arXiv:1707.06347 \u4e0a \u3002<\/p>\n<p>VinyalsO\uff0cBabuschkinI\uff0cCzarneckiWM\u7b49\u4eba\u7684\u7814\u7a76\u6210\u679c\u4e3a\uff0c\u5229\u7528\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u5728\u300a\u661f\u9645\u4e89\u9738II\u300b\u4e2d\u8fbe\u5230\u5927\u5e08\u7ea7\u6c34\u5e73\uff0c\u8be5\u6210\u679c\u53d1\u8868\u4e8e\u300a\u81ea\u7136\u300b2019\u5e74\u7b2c575\u5377\uff08\u7b2c7782\u671f\uff09\u3001\u9875\u7801\u8303\u56f4\u4e3a350\u81f3354\u300a\u81ea\u7136\u300b\uff0c2019\uff0c575(7782):350-354\u3001\u3002\u3002\u3002\u3002\u3002\u3002\u3002\uff1f!\u5fb7\u4fe1\u7ade\u6280\uff0c\uff0c\u3002\u3002\u3002\u3002\u3002\u3002\u7b2c\u3002<\/p>\n<p>Li K\u3001Xu H\u3001Zhang M\u7b49\u4e00\u4f17\u4eba\u5458\uff0cOpenHoldem\uff1a\u4e00\u6b3e\u4e3a\u5927\u89c4\u6a21\u4e0d\u5b8c\u5168\u4fe1\u606f\u535a\u5f08\u7814\u7a76\u6253\u9020\u7684\u5f00\u653e\u5de5\u5177\u5305\uff0c\u520a\u8f7d\u4e8eArXiv\u9884\u5370\u672c\uff0c\u7f16\u53f7\u4e3aarXiv:2012.06168\uff0c\u65f6\u95f4\u662f2020\u5e74 \u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bfe\u9898\u7ec4\u4ece2018\u5e74\u5e95\u5f00\u59cb\u7814\u7a76\u4ee5\u5fb7\u5dde\u6251\u514b\u4e3a\u4ee3\u8868\u7684\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u95ee\u9898\uff0c\u57282020\u5e74\u516c\u5f00\u4e86\u5b66\u754c\u9996\u4e2a\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u5bf9\u6297\u5e73\u53f0OpenHoldem<\/p>\n","protected":false},"author":1,"featured_media":1716,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[225,907,840,669,908],"class_list":["post-1715","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pkxw","tag-ai","tag-alphaholdem","tag-840","tag-669","tag-908"],"_links":{"self":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/1715","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/comments?post=1715"}],"version-history":[{"count":0,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/1715\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media\/1716"}],"wp:attachment":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media?parent=1715"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/categories?post=1715"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/tags?post=1715"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}