{"id":6846,"date":"2026-01-13T15:05:41","date_gmt":"2026-01-13T07:05:41","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/01\/13\/%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%88%98%e8%83%9c%e4%ba%ba%e7%b1%bb%e7%9a%84ai%e7%94%a8%e5%95%a5%e7%ae%97%e6%b3%95%ef%bc%9ffacebook%e7%94%b0%e6%b8%8a%e6%a0%8b%e4%b8%ba%e4%bd%a0%e8%a7%a3%e6%9e%90\/"},"modified":"2026-01-13T15:05:41","modified_gmt":"2026-01-13T07:05:41","slug":"%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%88%98%e8%83%9c%e4%ba%ba%e7%b1%bb%e7%9a%84ai%e7%94%a8%e5%95%a5%e7%ae%97%e6%b3%95%ef%bc%9ffacebook%e7%94%b0%e6%b8%8a%e6%a0%8b%e4%b8%ba%e4%bd%a0%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/01\/13\/%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%88%98%e8%83%9c%e4%ba%ba%e7%b1%bb%e7%9a%84ai%e7%94%a8%e5%95%a5%e7%ae%97%e6%b3%95%ef%bc%9ffacebook%e7%94%b0%e6%b8%8a%e6%a0%8b%e4%b8%ba%e4%bd%a0%e8%a7%a3%e6%9e%90\/","title":{"rendered":"\u5fb7\u5dde\u6251\u514b\u6218\u80dc\u4eba\u7c7b\u7684AI\u7528\u5565\u7b97\u6cd5\uff1fFacebook\u7530\u6e0a\u680b\u4e3a\u4f60\u89e3\u6790"},"content":{"rendered":"<p>\u7167\u96f7\u950b\u7f51\u6240\u8bf4\uff1a\u6b64\u6587\u4f5c\u8005\u662f\u7530\u6e0a\u680b\uff0c\u4ed6\u62e5\u6709\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u673a\u5668\u4eba\u7cfb\u535a\u58eb\u5b66\u4f4d\uff0c\u8fd8\u62e5\u6709\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7855\u58eb\u5b66\u4f4d\u4ee5\u53ca\u5b66\u58eb\u5b66\u4f4d\uff0c\u4ed6\u66fe\u662f\u524d\u8c37\u6b4c\u65e0\u4eba\u8f66\u9879\u76ee\u7ec4\u6210\u5458\uff0c\u5982\u4eca\u62c5\u4efbFacebook\u4eba\u5de5\u667a\u80fd\u7ec4\u7814\u7a76\u5458\uff0c\u5176\u4e3b\u8981\u8d1f\u8d23\u7684\u662fFacebook\u7684\u667a\u80fd\u56f4\u68cb\u9879\u76eeDark Forest\u3002\u8fd9\u7bc7\u6587\u7ae0\u662f\u8f6c\u8f7d\u81ea\u77e5\u4e4e\u4e13\u680f\uff0c\u96f7\u950b\u7f51\u5df2\u83b7\u5f97\u4e86\u6388\u6743\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768287941599_0.jpg' alt='CFR\u7b97\u6cd5_\u5fb7\u5dde\u6251\u514b \u6218\u80dc\u5fae\u7ea7\u522b_\u975e\u5bf9\u79f0\u4fe1\u606f\u535a\u5f08' \/><\/p>\n<p>\u6700\u8fd1\u542c\u95fb\uff0c\u6211\u7684\u90a3\u4e00\u6240\u540d\u4e3a\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u7684\u6bcd\u6821\uff0c\u5176<a href='\/index.php\/2026\/01\/13\/%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%9b%88%e5%88%a9%e7%ac%ac%e4%b8%80%e6%ad%a5%ef%bc%9a%e7%b2%be%e5%87%86%e8%af%86%e5%88%ab%e4%b8%89%e7%a7%8d%e5%80%be%e5%90%91%e7%8e%a9%e5%ae%b6\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a>\u7684<a href='\/index.php\/2026\/01\/13\/%e4%b8%93%e8%ae%bf%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%ae%97%e6%b3%95%e5%b9%95%e5%90%8ecmu%e5%8d%9a%e5%a3%abbrown%ef%bc%9aai%e6%80%8e%e6%a0%b7%e6%89%93%e8%b4%a5%e9%a1%b6%e7%ba%a7%e7%89%8c%e6%89%8b\/' title='AI' target='_blank'>AI<\/a> Libratus\uff0c\u5728\u4e00\u573a\u4e0e\u804c\u4e1a\u73a9\u5bb6\u7684\u6bd4\u8d5b\u5f53\u4e2d\uff0c\u4ee5\u76f8\u5f53\u5927\u7684\u4f18\u52bf\u53d6\u5f97\u4e86\u80dc\u5229\uff0c\u8fd9\u8ba9\u6211\u611f\u5230\u5174\u594b\u4e0d\u5df2\u3002\u5728\u540c\u4e00\u65f6\u671f\uff0c\u53e6\u5916\u8fd8\u6709\u4e00\u7bc7\u6e90\u81ea\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u5854\u5927\u5b66\uff08Univ of Alberta\uff09\u7684\u6587\u7ae0\uff0c\u5b83\u5bf9DeepStack\u8fdb\u884c\u4e86\u4ecb\u7ecd\u3002\u540c\u6837\u4e5f\u662f\u90a3\u79cd\u60c5\u51b5\uff0cDeepStack\u5728\u4e00\u573a\u8fbe3000\u5c40\u7684\u6bd4\u8d5b\u91cc\uff0c\u51fb\u8d25\u4e86\u6570\u4f4d\u804c\u4e1a\u73a9\u5bb6\u3002\u5982\u6b64\u8fd9\u822c\uff0c\u5728\u975e\u5bf9\u79f0\u4fe1\u606f\u6e38\u620f\u8fd9\u4e2a\u9886\u57df\uff0c\u4eba\u7c7b\u53c8\u4e00\u6b21\u8f93\u7ed9\u4e86AI\u3002<\/p>\n<p>\u5f53\u7136\u5b58\u5728AlphaGo\u7684\u5148\u4f8b\uff0c\u8fd9\u4e2a\u5bf9\u4e8e\u5e7f\u5927\u5403\u74dc\u7fa4\u4f17\u800c\u8a00\uff0c\u51b2\u51fb\u6216\u8bb8\u6ca1\u90a3\u4e48\u5927\u3002\u4e0d\u8fc7\u6211\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u975e\u5bf9\u79f0\u4fe1\u606f\u535a\u5f08\u7684\u5b9e\u7528\u4ef7\u503c\u66f4\u5927\u4e9b\u3002\u539f\u56e0\u5728\u4e8e\uff0c\u975e\u5bf9\u79f0\u4fe1\u606f\u535a\u5f08\u7684\u5e94\u7528\u8303\u56f4\u6781\u4e3a\u5e7f\u6cdb\uff0c\u6db5\u76d6\u6211\u4eec\u6bcf\u65e5\u78b0\u5230\u7684\u6240\u6709\u51b3\u7b56\uff0c\u4ece\u56fd\u5bb6\u6218\u7565\u5c42\u9762\uff0c\u5230\u65e5\u5e38\u7410\u4e8b\u65b9\u9762\uff0c\u5168\u90e8\u90fd\u80fd\u591f\u4ee5\u76f8\u540c\u7684\u65b9\u6cd5\u8fdb\u884c\u5efa\u6a21\u3002<\/p>\n<p>\u975e\u5bf9\u79f0\u4fe1\u606f\u535a\u5f08\u96be\u5728\u54ea\u91cc\uff1f<\/p>\n<p>\u6bd4\u5982\u8bf4\uff0c\u73a9\u77f3\u5934\u526a\u5200\u5e03\uff0c\u5728\u770b\u4e0d\u5230\u522b\u4eba\u51fa\u62db\u7684\u60c5\u51b5\u4e0b\u8f6e\u5230\u81ea\u5df1\u51fa\u62db\uff0c\u8fd9\u65f6\u5982\u679c\u522b\u4eba\u4e00\u76f4\u91c7\u7528\u77f3\u5934\u526a\u5200\u5e03\u5404\u5360\u4e09\u5206\u4e4b\u4e00\u7684\u6df7\u5408\u7b56\u7565\uff0c\u90a3\u4e48\u81ea\u5df1\u5c31\u4f1a\u53d1\u89c9\uff0c\u597d\u50cf\u65e0\u8bba\u600e\u4e48\u51fa\u62db\u6536\u76ca\u90fd\u662f\u96f6\uff0c\u4e8e\u662f\u6bcf\u6b21\u90fd\u51fa\u77f3\u5934\uff0c\u7136\u800c\u8fd9\u6837\u4e00\u6765\uff0c\u5bf9\u624b\u5c31\u80fd\u591f\u5229\u7528\u8fd9\u4e2a\u7b56\u7565\u7684\u5f31\u70b9\u6765\u63d0\u9ad8\u81ea\u8eab\u7684\u6536\u76ca\u3002\u6240\u4ee5\uff0c\u4e00\u4e2a\u597d\u7684\u7b97\u6cd5\u5c31\u6709\u8fd9\u6837\u7684\u8981\u6c42\uff0c\u5373\u57fa\u4e8e\u522b\u4eba\u5df2\u6709\u7b56\u7565\u5f97\u51fa\u7684\u65b0\u7b56\u7565\u8981\u5c3d\u53ef\u80fd\u505a\u5230\u5c11\u88ab\u522b\u4eba\u5229\u7528\uff08low exploitability\uff09 \u3002<\/p>\n<p>\u6b64\u6b21\u7684\u6e38\u620f\u662fHead-up unlimited Texas Hold&#8217;em\uff0c\u76f4\u8bd1\u6210\u4e2d\u6587\u662f\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\uff0c\u5176\u4e2d\u7684\u4e24\u4eba\u6307\u7684\u662f\u4e00\u5bf9\u4e00\u7684\u96f6\u548c\u6e38\u620f\u60c5\u51b5\uff0c\u5e76\u975e\u591a\u4eba\u6e38\u620f\u5fb7\u4fe1\u7ade\u6280\uff0c\u6240\u8c13\u65e0\u9650\u6ce8\uff0c\u5373\u52a0\u7b79\u7801\u65f6\u80fd\u591f\u968f\u610f\u6dfb\u52a0\uff0c\u50cf\u8457\u540d\u7684\u628a\u5168\u90e8\u7b79\u7801\u90fd\u62bc\u4e0a\u7684All in\u8fd9\u79cd\u60c5\u51b5\uff0c\u800c\u9650\u6ce8\u4e5f\u5c31\u662flimited\uff0c\u662f\u8bf4\u52a0\u7b79\u7801\u65f6\u53ea\u80fd\u6dfb\u52a0\u4e00\u4e2a\u56fa\u5b9a\u7684\u6570\u5b57\uff0c\u901a\u5e38\u524d\u4e24\u8f6e\u548c\u5927\u76f2\u6ce8\u76f8\u540c\uff0c\u540e\u4e24\u8f6e\u662f\u5927\u76f2\u6ce8\u7684\u4e24\u500d \u3002<\/p>\n<p>\u4e24\u4eba\u6709\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\uff08HULHE\uff09\uff0c\u56e0\u73a9\u5bb6\u9009\u62e9\u8f83\u5c11\uff0c\u80fd\u591f\u8fdb\u884c\u66b4\u529b\u8ba1\u7b97\uff0c\u4e8e2015\u5e74\u88ab\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u89e3\u51b3\uff0c\u6240\u83b7\u7b56\u7565\u6781\u8fd1\u4f3c<a href='\/index.php\/2025\/12\/26\/%e7%a7%91%e6%99%ae%ef%bc%9a%e5%8d%9a%e5%bc%88%e8%ae%ba%e5%a6%82%e4%bd%95%e5%b0%86%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%8f%98%e8%ba%ab%e8%b5%8c%e7%a5%9e\/' title='\u7eb3\u4ec0\u5747\u8861' target='_blank'>\u7eb3\u4ec0\u5747\u8861<\/a>\u70b9\uff08\u89c1\u6b64\u6587\u7ae0\uff0c\u53d1\u8868\u4e8e\u300a\u79d1\u5b66\u300b\uff0c\u4eba\u5de5\u667a\u80fd\u540d\u4e3aCepheus\uff0c\u91c7\u7528\u7684\u65b9\u6cd5\u662fCFR+\uff09\u3002<\/p>\n<p>\u8fd9\u6b21CMU\u7528\u5230\u7684\u65b9\u6cd5\uff0c\u548c\u4e4b\u524d\u7c7b\u4f3c\uff0c\u662fCounterfactual regret minimization (CFR) \u7684\u53d8\u79cd\uff0c\u800cAlberta\u6b64\u6b21\u7528\u5230\u7684\u540c\u6837\u662f\u8fd9\u79cd\u7c7b\u4f3c\u7684\u65b9\u6cd5\uff0c\u4e5f\u662fCounterfactual regret minimization (CFR) \u7684\u53d8\u79cd\u3002\u8fd9\u6b21\u5b58\u5728\u4e3b\u8981\u8d21\u732e\uff0c\u5728\u4e8e\uff1a<\/p>\n<p>CFR\u7684\u601d\u8def\u7279\u7b80\u6d01\uff0c\u8d77\u59cb\u4e8e\u968f\u673a\u7b56\u7565\uff0c\u6bcf\u6b21\u9488\u5bf9\u4e00\u4e2a\u73a9\u5bb6\u7684\u7b56\u7565\u4e88\u4ee5\u4f18\u5316\u4e4b\u4e3e\uff0c\u76ee\u7684\u5728\u4e8e\u63d0\u5347\u5176\u6536\u76ca\uff0c\u800c\u540e\u8fdb\u884c\u53cd\u590d\u7684\u8fed\u4ee3\u64cd\u4f5c\uff0c\u6700\u7ec8\u9009\u53d6\u5e73\u5747\u7b56\u7565\u5f53\u4f5c\u6700\u7ec8\u7b56\u7565\u3002\u6bcf\u6b21\u8fdb\u884c\u4f18\u5316\u65f6\uff0c\u91c7\u7528\u7684\u662f\u6094\u6068\u503c\u6700\u5c0f\u5316\uff0c\u4e5f\u5c31\u662fRegret 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