{"id":6492,"date":"2026-01-12T14:10:14","date_gmt":"2026-01-12T06:10:14","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/01\/12\/%e5%ad%a6%e6%9c%af%e7%95%8c-%e7%ac%94%e8%ae%b0%e6%9c%ac%e7%94%b5%e8%84%91%e5%87%bb%e8%b4%a5%e8%b6%85%e7%ba%a7%e8%ae%a1%e7%ae%97%ef%bc%9acmu-%e5%86%b7%e6%89%91%e5%85%8b%e5%a4%a7%e5%b8%88%e5%9b%a2\/"},"modified":"2026-01-12T14:10:14","modified_gmt":"2026-01-12T06:10:14","slug":"%e5%ad%a6%e6%9c%af%e7%95%8c-%e7%ac%94%e8%ae%b0%e6%9c%ac%e7%94%b5%e8%84%91%e5%87%bb%e8%b4%a5%e8%b6%85%e7%ba%a7%e8%ae%a1%e7%ae%97%ef%bc%9acmu-%e5%86%b7%e6%89%91%e5%85%8b%e5%a4%a7%e5%b8%88%e5%9b%a2","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/01\/12\/%e5%ad%a6%e6%9c%af%e7%95%8c-%e7%ac%94%e8%ae%b0%e6%9c%ac%e7%94%b5%e8%84%91%e5%87%bb%e8%b4%a5%e8%b6%85%e7%ba%a7%e8%ae%a1%e7%ae%97%ef%bc%9acmu-%e5%86%b7%e6%89%91%e5%85%8b%e5%a4%a7%e5%b8%88%e5%9b%a2\/","title":{"rendered":"\u5b66\u672f\u754c |\u7b14\u8bb0\u672c\u7535\u8111\u51fb\u8d25\u8d85\u7ea7\u8ba1\u7b97\uff1aCMU \u51b7\u6251\u514b\u5927\u5e08\u56e2\u961f\u63d0\u51fa\u65b0\u6251\u514b AI Modicum"},"content":{"rendered":"<p>\u9009\u81eaarXiv<\/p>\n<p>\u673a\u5668\u4e4b\u5fc3\u7f16\u8bd1<\/p>\n<p>\u53c2\u4e0e\uff1a\u8def\u3001\u6653\u5764<\/p>\n<p>\u8fd1\u65e5\uff0c<a href='\/index.php\/2026\/01\/11\/%e7%8b%ac%e5%ae%b6%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%bc%80%e5%8f%91%e8%80%85%e5%8d%a1%e5%86%85%e5%9f%ba%e6%a2%85%e9%9a%86%e5%a4%a7%e5%ad%a6%e5%b8%83%e6%9c%97\/' title='CMU' target='_blank'>CMU<\/a>\u51b7\u6251\u5927\u5e08\u56e2\u961f\u4e2d\uff0c\u5728\u8bfb\u535a\u58ebNoam Brown\uff0c\u4ee5\u53caTuomas Sandholm\u6559\u6388\uff0c\u8fd8\u6709\u7814\u7a76\u52a9\u7406Brandon Amos\uff0c\u63d0\u4ea4\u4e86\u4e00\u9879\u65b0\u7814\u7a76\uff0c\u8be5\u7814\u7a76\u662f\u5173\u4e8e<a href='\/index.php\/2026\/01\/12\/%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%b4%a7%e5%bc%b1%e6%89%93%e6%b3%95%e5%b0%b1%e4%b8%80%e5%ae%9a%e6%98%af%e9%b1%bc%ef%bc%9f%e7%9c%9f%e7%9b%b8%e6%b2%a1%e9%82%a3%e4%b9%88%e7%ae%80%e5%8d%95\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a><a href='\/index.php\/2026\/01\/10\/%e6%89%91%e5%85%8b-%e4%ba%ba%e7%b1%bb-vs-%e8%ae%a1%e7%ae%97%e6%9c%ba-ai-%e8%8e%b7%e8%83%9c\/' title='\u4eba\u5de5\u667a\u80fd' target='_blank'>\u4eba\u5de5\u667a\u80fd<\/a><a href='\/index.php\/2026\/01\/01\/cmu%e5%9b%a2%e9%98%9f%e6%8f%90%e5%87%ba%e5%85%a8%e6%96%b0%e5%be%b7%e6%89%91ai-modicum%ef%bc%8c%e7%ac%94%e8%ae%b0%e6%9c%ac%e7%ab%9f%e8%83%bd%e6%89%93%e8%b4%a5%e8%b6%85%e7%ae%97\/' title='Modicum' target='_blank'>Modicum<\/a>\uff0c\u5b83\u4ec5\u4ec5\u51ed\u501f\u4e00\u53f0\u7b14\u8bb0\u672c\u7535\u8111\u7684\u7b97\u529b\uff0c\u5c31\u6218\u80dc\u4e86\u4e1a\u5185\u9876\u5c16\u7684Baby Tartanian8\uff0c\u4e5f\u5c31\u662f2016\u8ba1\u7b97\u673a\u6251\u514b\u51a0\u519b\uff0c\u5b83\u8fd8\u6253\u8d25\u8fc7Slumbot\uff0c\u53732018\u5e74\u8ba1\u7b97\u673a\u6251\u514b\u51a0\u519b\u3002\u4e4b\u524d\uff0c\u540d\u4e3a\u300aSafe and Nested Subgame Solving for Imperfect-Information Games\u300b\u7684\u51b7\u6251\u5927\u5e08\u7684\u8bba\u6587\uff0c\u662fNIPS 2017\u7684\u6700\u4f73\u8bba\u6587\u3002<\/p>\n<p>1 \u5f15\u8a00<\/p>\n<p>\u5bf9\u667a\u80fd\u4f53\u4e0e\u9690\u85cf\u4fe1\u606f\u4e4b\u95f4\u6218\u7565\u4e92\u52a8\u4e88\u4ee5\u5efa\u6a21\u7684\u662f\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\uff0c\u6b64\u7c7b\u535a\u5f08\u7684\u4e3b\u8981\u57fa\u51c6\u662f\u6251\u514b\uff0c\u7279\u522b\u662f\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\uff0c\u4e5f\u5c31\u662f HUNL\uff0c\u5728 2017 \u5e74\u4eba\u5de5\u667a\u80fd Libratus \u51fb\u8d25\u4e86\u5fb7\u5dde\u6251\u514b\u7684\u4eba\u7c7b\u9876\u7ea7\u73a9\u5bb6\uff0c\u5e26\u6765\u8fd9\u4e00\u8d85\u4eba\u6027\u80fd\u7684\u5173\u952e\u7a81\u7834\u662f\u5d4c\u5957\u6c42\u89e3\uff0c\u968f\u7740\u5728\u535a\u5f08\u6811\u7684\u4f4d\u7f6e\u65e5\u76ca\u4e0b\u79fb\uff0c\u667a\u80fd\u4f53\u5b9e\u65f6\u91cd\u590d\u8ba1\u7b97\u66f4\u4e3a\u7cbe\u7ec6\u8c03\u6574\u7684\u7b56\u7565\uff0c\u800c\u8be5\u7b56\u7565\u4ec5\u5c5e\u4e8e\u5b8c\u6574\u535a\u5f08\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u5b9e\u65f6\u5b50\u535a\u5f08\u6c42\u89e3\u5728 Libratus \u7684\u524d\u534a\u573a\u4f1a\u81f4\u4f7f\u6210\u672c\u8fc7\u9ad8\uff0c\u5b83\u5b9e\u65f6\u6c42\u89e3\u7684\u90a3\u90e8\u5206\u535a\u5f08\u6811\u4e5f\u5c31\u662f\u5b50\u535a\u5f08\u5e38\u5e38\u4f1a\u5ef6\u5c55\u81f3\u6e38\u620f\u544a\u7ec8 \u3002\u6240\u4ee5\u5728 Libratus \u7684\u524d\u534a\u573a\u4f1a\u9884\u5148\u7b97\u51fa\u4e00\u4e2a\u7cbe\u5bc6\u7b56\u7565\u4f5c\u4e3a\u67e5\u627e\u8868\u3002\u5018\u82e5\u8be5\u7b56\u7565\u6210\u529f\uff0c\u90a3\u4e48\u5c31\u80fd\u591f\u4ece\u4e2d\u83b7\u53d6\u6570\u767e\u4e07\u6838\u5fc3\u673a\u65f6\u7528\u4e8e\u8ba1\u7b97\uff0c\u6570 TB \u4e4b\u591a\u5185\u5b58\u5728\u5185\u5b58\u4e2d\u5b58\u653e\u53ef\u4f9b\u4f7f\u7528 \u3002\u53e6\u5916\uff0c\u5728\u66f4\u6df1\u5c42\u6b21\u7684\u5e8f\u8d2f\u535a\u5f08\u91cc\uff0c\u8be5\u65b9\u6cd5\u7684\u8ba1\u7b97\u5f00\u9500\u4f1a\u66f4\u52a0\u9ad8\u6602\uff0c\u8fd9\u662f\u7531\u4e8e\u6c42\u89e3\u7684\u5b50\u535a\u5f08\u8f83\u4e3a\u6f2b\u957f\uff0c\u9884\u8ba1\u7b97\u7b56\u7565\u89c4\u6a21\u66f4\u5927\u6240\u5bfc\u81f4\u7684 \u3002\u6709\u4e00\u79cd\u65b9\u6cd5\u66f4\u4e3a\u901a\u7528\uff0c\u6b64\u65b9\u6cd5\u662f\uff0c\u53bb\u6c42\u89e3\u5b50\u535a\u5f08\uff0c\u8fd9\u4e9b\u5b50\u535a\u5f08\u5728\u535a\u5f08\u65e9\u671f\u9636\u6bb5\uff0c\u5176\u6df1\u5ea6\u662f\u6709\u9650\u7684\uff0c\u4e5f\u5c31\u662f\u8fdb\u884c\u6df1\u5ea6\u6709\u9650\u7684\u5b50\u535a\u5f08\u6c42\u89e3 \u3002<\/p>\n<p>\u4e00\u9879\u4e0e\u5d4c\u5957\u6c42\u89e3\u7c7b\u4f3c\u7684\u6280\u672f\u88ab\u6251\u514bAI DeepStack\u7528\u4e8e\u5b9e\u73b0\u8fd9\u79cd\u64cd\u4f5c \u3002\u7136\u800c\uff0c\u867d\u7136DeepStack\u6218\u80dc\u4e86\u4e00\u7ec4HUNL\u975e\u9876\u5c16\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\uff0c\u53ef\u5b83\u672a\u66fe\u6253\u8d25\u4e4b\u524d\u9876\u5c16\u7684AI\uff0c\u5c3d\u7ba1\u5b83\u82b1\u8d39\u8d85\u8fc7\u4e00\u767e\u4e07\u6838\u5fc3\u65f6\u95f4\u53bb\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u8fd9\u663e\u793a\u51fa\u5b83\u6240\u91c7\u7528\u7684\u65b9\u6cd5\u6216\u8bb8\u5728\u6251\u514b\u7b49\u9886\u57df\u4e0d\u591f\u5b9e\u9645\u6216\u8005\u6709\u6548\u3002\u672c\u8bba\u6587\u5728\u7b2c7\u90e8\u5206\u5bf9\u8be5\u95ee\u9898\u8fdb\u884c\u4e86\u8be6\u7ec6\u63a2\u8ba8 \u3002\u6709\u4e00\u79cd\u6df1\u5ea6\u6709\u9650\u6c42\u89e3\u65b9\u6cd5\uff0c\u5b83\u4e0e\u5176\u4ed6\u65b9\u6cd5\u4e0d\u540c\uff0c\u672c\u8bba\u6587\u5bf9\u5176\u8fdb\u884c\u4e86\u4ecb\u7ecd\uff0c\u8fd9\u79cd\u65b9\u6cd5\u6253\u8d25\u4e86\u4e4b\u524d\u5904\u4e8e\u9876\u5c16\u6c34\u5e73\u7684AI\uff0c\u5e76\u4e14\u5728\u8ba1\u7b97\u5f00\u9500\u65b9\u9762\u5b9e\u73b0\u4e86\u6570\u91cf\u7ea7\u7684\u964d\u4f4e\u3002<\/p>\n<p>\u53f6\u8282\u70b9\u5904\u7684\u503c\uff0c\u4e8e\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u91cc\uff0c\u5728\u6df1\u5ea6\u6709\u9650\u5b50\u535a\u5f08\u7684\u60c5\u51b5\u4e0b\uff0c\u88ab\u66ff\u6362\u6210\u6240\u6709\u9009\u624b\u4e8e\u5747\u8861\u72b6\u6001\u65f6\u7684\u72b6\u6001\u4f30\u8ba1\u503c \u3002\u6bd4\u5982\u8bf4\uff0cbackgammon \u3001\u56fd\u9645\u8c61\u68cb \u4ee5\u53ca\u56f4\u68cb \u4e0a\uff0c\u8be5\u65b9\u6cd5\u8fbe\u5230\u4e86\u8d85\u8d8a\u4eba\u7c7b\u7684\u6c34\u5e73\u3002\u540c\u6837\u7684\u65b9\u6cd5\uff0c\u8fd8\u5728\u5355\u667a\u80fd\u4f53\u8bbe\u7f6e\u4e2d\uff0c\u50cf\u662f\u542f\u53d1\u5f0f\u641c\u7d22\u90a3\u6837\uff0c\u88ab\u5e7f\u6cdb\u5e94\u7528 \u3002<\/p>\n<p>29, 24, 30, 15<\/p>\n<p>\u786e\u5b9e\uff0c\u4e8e\u5355\u667a\u80fd\u4f53\u4ee5\u53ca\u5b8c\u7f8e\u4fe1\u606f\u591a\u667a\u80fd\u4f53\u7684\u8bbe\u5b9a\u60c5\u5f62\u91cc\uff0c\u77e5\u6653\u6240\u6709\u9009\u624b\u5904\u4e8e\u5747\u8861\u72b6\u6001\u4e4b\u9645\u7684\u72b6\u6001\u6570\u503c\uff0c\u8fd9\u5c31\u8db3\u591f\u7528\u4ee5\u91cd\u5efa\u5747\u8861\u4e86\u3002\u7136\u800c\u5fb7\u4fe1\u7ade\u6280\uff0c\u6b64\u65b9\u6cd5\u5728\u4e0d\u5177\u5907\u5b8c\u7f8e\u4fe1\u606f\u7684\u535a\u5f08\u5f53\u4e2d\u662f\u6ca1\u6709\u6210\u6548\u7684\u3002<\/p>\n<p>2 \u6df1\u5ea6\u6709\u9650\u6c42\u89e3\u5728\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u4e2d\u9047\u5230\u7684\u6311\u6218<\/p>\n<p>\u5904\u5728\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u91cc\u8fb9\uff0c\uff08\u6b64\u4ea6\u79f0\u90e8\u5206\u53ef\u89c2\u6d4b\u6e38\u620f\uff09\uff0c\u4f46\u8fd9\u5b50\u535a\u5f08\u91cc\u6700\u4f18\u7b56\u7565\uff0c\u6ca1\u6cd5\u7ecf\u7531\u77e5\u6089\u6240\u6709\u9009\u624b\u5747\u8861\u72b6\u6001\u4e4b\u9645\u7684\u72b6\u6001\u503c\uff0c\uff08\u4e5f\u5c31\u662f\u535a\u5f08\u6811\u8282\u70b9\uff09\u6765\u4e88\u4ee5\u786e\u5b9a\u3002\u56fe1a\u662f\u4e00\u5e45\u7b80\u5355\u56fe\u793a\uff0c\u5b83\u5c55\u73b0\u51fa\u4e00\u79cd\u5e8f\u8d2f\u535a\u5f08\u6e38\u620f\uff0c\u540d\u4e3a\u300c\u526a\u5200\u77f3\u5934\u5e03+\u300d\uff0c\uff08\u901a\u79f0Rock-Paper-Scissors+\uff0c\u7b80\u79f0\u4e3aRPS+\uff09\u3002RPS+\u8ddf\u4f20\u7edf\u7684RPS\u662f\u4e00\u6837\u7684\uff0c\u53ea\u662f\u73a9\u5bb6\u51fa\u526a\u5200\u65f6\uff0c\u8d62\u8005\u83b7\u5f97\u80052\u5206\u800c\u975e1\u5206\uff0c\uff08\u8f93\u8005\u540c\u6837\u8f932\u5206\uff09\u3002\u56fe1a\u628aRPS+\u6e38\u620f\u4ee5\u5e8f\u8d2f\u535a\u5f08\u7684\u5f62\u5f0f\u6765\u5c55\u793a\uff0cP_1\u662f\u9996\u5148\u8fdb\u884c\u52a8\u4f5c\u7684\uff0c\u7136\u800c\u5374\u6ca1\u6709\u628a\u52a8\u4f5c\u900f\u9732\u7ed9P_2\u3002\u5728\u8fd9\u4e2a\u6e38\u620f\u91cc\uff0c\u9488\u5bf9\u4e24\u4e2a\u73a9\u5bb6\u800c\u8a00\uff0c\u6700\u4f18\u7b56\u7565\u4e5f\u5c31\u662fMinmax\u7b56\u7565\uff0c\u4e5f\u5c31\u662f\u53cc\u4eba\u96f6\u548c\u535a\u5f08\u5f53\u4e2d\u7684\u7eb3\u4ec0\u5747\u8861\uff0c\u662f\u6bcf\u4e00\u65b9\u752840%\u7684\u6982\u7387\u53bb\u9009\u62e9\u77f3\u5934\u6216\u8005\u5e03\uff0c\u752820%\u7684\u6982\u7387\u53bb\u9009\u62e9\u526a\u5200\u3002\u5728\u8fd9\u4e2a\u5747\u8861\u72b6\u6001\u4e0b\uff0cP_1\u9009\u62e9\u77f3\u5934\u7684\u671f\u671b\u503c\u662f0\uff0c\u9009\u62e9\u526a\u5200\u6216\u8005\u5e03\u7684\u503c\u540c\u6837\u662f0\u3002\u8fd9\u5c31\u662f\u8bf4\uff0c\u56fe1a\u91cc\u6240\u6709\u7684\u7ea2\u8272\u72b6\u6001\u5728\u8fd9\u4e2a\u5747\u8861\u91cc\u7684\u503c\u90fd\u662f0\u3002\u5f53\u4e0b\uff0c\u5047\u5b9a P_1 \u5f00\u5c55\u6df1\u5ea6\u4e3a  \u7684\u6df1\u5ea6\u6709\u9650\u641c\u7d22\uff0c\u6df1\u5ea6\u6781\u9650\u5904\u7684\u5747\u8861\u503c\u88ab\u66f4\u66ff\uff0c\u6b64\u6df1\u5ea6\u6709\u9650\u5b50\u535a\u5f08\u5982\u56fe  \u6240\u793a\uff0c\u663e\u7136\uff0c\u5728\u8fd9\u4e2a\u5b50\u535a\u5f08\u91cc\u4e0d\u5b58\u5728\u8db3\u591f\u7684\u4fe1\u606f\u8fbe\u6210  \u77f3\u5934\u3001  \u5e03\u3001  \u526a\u5200\u7684\u6700\u4f18\u7b56\u7565\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768198214218_0.jpg' alt='\u5fb7\u5dde\u6251\u514b\u51a0\u519b\u4e39_\u5d4c\u5957\u6c42\u89e3\u6df1\u5ea6\u6709\u9650\u5b50\u535a\u5f08_\u5fb7\u5dde\u6251\u514b\u4eba\u5de5\u667a\u80fd Modicum' \/><\/p>\n<p>\u5728RPS+\u4f8b\u5b50\u5f53\u4e2d\uff0c\u6838\u5fc3\u95ee\u9898\u5b58\u5728\u4e8e\uff0c\u6211\u4eec\u4e0d\u6b63\u786e\u5730\u8fdb\u884c\u4e86\u5047\u8bbe\uff0c\u5373P_2\u603b\u662f\u4f1a\u6267\u884c\u56fa\u5b9a\u7684\u7b56\u7565\u3002\u8981\u662f\u5b9e\u9645\u4e0aP_2\u51fa\u77f3\u5934\u3001\u5e03\u4ee5\u53ca\u526a\u5200\u7684\u6982\u7387\u662f\u90a3\u6837\uff0c\u90a3\u4e48P_1\u5c06\u4f1a\u9009\u62e9\u4efb\u610f\u7684\u7b56\u7565\uff0c\u5e76\u4e14\u5176\u671f\u671b\u503c\u4e3a0\u3002\u7136\u800c\uff0c\u8981\u662f\u5047\u8bbeP_2\u603b\u662f\u6267\u884c\u56fa\u5b9a\u7684\u7b56\u7565\uff0cP_1\u6709\u53ef\u80fd\u65e0\u6cd5\u627e\u5230\u5bf9P_2\u53d8\u5316\u5177\u5907\u9c81\u68d2\u6027\u7684\u7b56\u7565\u3002\u5b9e\u9645\u4e0a\uff0cP_2\u7684\u6700\u4f18\u7b56\u7565\u4f9d\u8d56\u4e8eP_1\u9009\u62e9\u77f3\u5934\u3001\u5e03\u548c\u526a\u5200\u7684\u6982\u7387\u3002\u5927\u4f53\u6765\u8bb2\uff0c\u4e8e\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u91cc\u5934\uff0c\u73a9\u5bb6\u5904\u5728\u67d0\u4e00\u51b3\u7b56\u70b9\u65f6\u7684\u6700\u4f18\u7b56\u7565\uff0c\u662f\u4f9d\u5b58\u4e8e\u73a9\u5bb6\u5728\u72b6\u6001\u65b9\u9762\u7684\u4fe1\u5ea6\u5206\u5e03\uff0c\u4e5f\u5c31\u662f\u4fe1\u5ff5\u5206\u5e03\uff0c\u8fd8\u6709\u5176\u4ed6\u667a\u80fd\u4f53\u4e8e\u8be5\u51b3\u7b56\u70b9\u4e4b\u4e0a\u6240\u91c7\u53d6\u7684\u7b56\u7565\u54df\u3002<\/p>\n<p>\u5728\u672c\u6587\u5f53\u4e2d\uff0c\u7814\u7a76\u8005\u5f15\u5165\u4e86\u4e00\u79cd\u6df1\u5ea6\u5b58\u5728\u9650\u5b9a\u7684\u6c42\u89e3\u529e\u6cd5\uff0c\u4ee5\u6b64\u6765\u4fdd\u8bc1\u73a9\u5bb6\u6240\u91c7\u7528\u7684\u7b56\u7565\uff0c\u5bf9\u4e8e\u5bf9\u624b\u51fa\u73b0\u7684\u53d8\u5316\u80fd\u591f\u5177\u5907\u7a33\u5065\u6027\u3002\u7814\u7a76\u8005\u51c6\u8bb8\u5bf9\u624b\u4e8e\u6df1\u5ea6\u5b58\u5728\u4e00\u5b9a\u9650\u5ea6\u7684\u60c5\u5883\u4e0b\uff0c\u53bb\u5f00\u5c55\u6700\u540e\u4e00\u6b21\u52a8\u4f5c\u7684\u6289\u62e9\uff0c\u8fd9\u91cc\u9762\u6bcf\u4e2a\u52a8\u4f5c\u90fd\u5bf9\u5e94\u7740\u5bf9\u624b\u5c06\u4f1a\u4e8e\u535a\u5f08\u5269\u4f59\u90e8\u5206\u6240\u65bd\u884c\u7684\u7b56\u7565\uff0c\u5e76\u975e\u662f\u5728\u6df1\u5ea6\u8fbe\u5230\u6781\u9650\u4e4b\u5904\u5355\u7eaf\u5730\u66f4\u66ff\u9010\u4e2a\u72b6\u6001\u7684\u503c\u3002\u7b56\u7565\u7684\u6311\u9009\u4f1a\u5bf9\u72b6\u6001\u503c\u4ea7\u751f\u51b3\u5b9a\u4f5c\u7528\u3002\u5bf9\u624b\u5e76\u975e\u4f9d\u7167\u7279\u5b9a\u4e8e\u72b6\u6001\u7684\u65b9\u5f0f\u6765\u505a\u9009\u62e9\uff0c\u4e5f\u5c31\u662f\u5e76\u975e\u9009\u62e9\u6700\u5927\u72b6\u6001\u503c\u3002\u76f8\u53cd\uff0c\u81ea\u7136\u800c\u7136\u5730\uff0c\u5bf9\u624b\u5fc5\u987b\u5728\u6240\u6709\u72b6\u6001\u91cc\u8fdb\u884c\u76f8\u540c\u7684\uff0c\u5bf9\u4ed6\u6765\u8bb2\u96be\u4ee5\u533a\u5206\u8fa8\u522b\u7684\u9009\u62e9\u3002\u6709\u7814\u7a76\u8005\u8fdb\u884c\u4e86\u8bc1\u660e\uff0c\u5bf9\u4e8e\u5bf9\u624b\u82e5\u88ab\u7ed9\u4e88\u5728\u6df1\u5ea6\u6709\u9650\u4e4b\u5904\u7684\u8db3\u591f\u6570\u91cf\u7684\u7b56\u7565\u8fd9\u79cd\u60c5\u51b5\uff0c\u90a3\u4e48\u4e8e\u6df1\u5ea6\u6709\u9650\u4e4b\u5904\u7684\u4efb\u4f55\u5b50\u535a\u5f08\u6c42\u89e3\uff0c\u90fd\u662f\u5b8c\u6574\u535a\u5f08\u7684\u7eb3\u4ec0\u5747\u8861\u7b56\u7565\u7684\u5176\u4e2d\u4e00\u90e8\u5206\u3002\u4ed6\u4eec\u5e76\u4e14\u8fd8\u501f\u52a9\u5b9e\u9a8c\u8fdb\u884c\u4e86\u4e8b\u6001\u5c55\u793a\uff0c\u5f53\u4ec5\u4ec5\u88ab\u63d0\u4f9b\u4e86\u5c11\u91cf\u7684\u7b56\u7565\u4e4b\u65f6\u5728\u8fd9\u91cc\u4e3b\u8981\u76ee\u7684\u662f\u4e3a\u63d0\u9ad8\u8ba1\u7b97\u901f\u5ea6\uff0c\u8be5\u65b9\u6cd5\u7684\u6027\u80fd\u80fd\u591f\u8fbe\u5230\u6781\u7aef\u7684\u9ad8\u5ea6 \u3002<\/p>\n<p>6 \u5b9e\u9a8c<\/p>\n<p>\u5b9e\u9a8c\u662f\u7814\u7a76\u8005\u6784\u5efa\u7684\uff0c\u5728\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u91cc\uff0c\u4e5f\u5c31\u662fHUNL\uff0c\u8fd8\u6709\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8flop\u6251\u514b\u90a3\u91cc\uff0c\u5373NLFH\u3002\u9644\u5f55B\u91cc\u6709\u8fd9\u4e9b\u6e38\u620f\u7684\u89c4\u5219\u3002HUNL\u662f\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08AI\u7684\u4e3b\u8981\u5927\u89c4\u6a21\u57fa\u51c6\u3002NLFH\u8ddfHUNL\u76f8\u4f3c\uff0c\u53ea\u662f\u535a\u5f08\u5728\u7b2c\u4e8c\u4e2a\u56de\u5408\u4e4b\u540e\u4f1a\u9a6c\u4e0a\u7ed3\u675f\uff0c\u8fd9\u5c31\u8ba9\u5b83\u89c4\u6a21\u5c0f\u5230\u80fd\u7cbe\u786e\u7b97\u51fa\u6700\u4f73\u53cd\u5e94\u548c\u7eb3\u4ec0\u5747\u8861\u3002\u6027\u80fd\u7528mbb\/g\u6d4b\u91cf\uff0c\u8fd9\u662f\u6587\u732e\u91cc\u7684\u6807\u51c6\u80dc\u7387\u5ea6\u91cf\u3002milli-big blinds per game\u4e5f\u5c31\u662fmbb\/g\uff0c\u5b83\u6240\u4ee3\u8868\u7684\u662f\u73a9\u5bb6\u4e8e\u6bcf\u4e00\u624b\u724c\u5f53\u4e2d\uff0c\u5e73\u5747\u80fd\u591f\u8d62\u53d6\u7684\u5927\u76f2\u6ce8\uff08\u73a9\u5bb6\u5728\u8d77\u59cb\u4e4b\u65f6\u5fc5\u987b\u627f\u8bfa\u7684\u8d4c\u6ce8\uff09\u7684\u5343\u5206\u4e4b\u4e00 \u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768198214218_1.png' alt='\u5fb7\u5dde\u6251\u514b\u4eba\u5de5\u667a\u80fd Modicum_\u5fb7\u5dde\u6251\u514b\u51a0\u519b\u4e39_\u5d4c\u5957\u6c42\u89e3\u6df1\u5ea6\u6709\u9650\u5b50\u535a\u5f08' \/><\/p>\n<p>\u56fe2\uff0c\u56de\u5e94\u5bf9\u624b\u7684off &#8211; tree\u52a8\u4f5c\u7684\u6df1\u5ea6\u6709\u9650\u89e3\u51b3\u65b9\u6848\u7684\u5229\u7528\u5ea6\uff0c\u6b64\u5229\u7528\u5ea6\u662f\u4f5c\u4e3a\u72b6\u6001\u503c\u6570\u91cf\u7684\u51fd\u6570\uff0c\u7814\u7a76\u8005\u8fdb\u884c\u6bd4\u4f8b\u5bf9\u6bd4\uff0c\u5bf9\u6bd4\u4e86\u52a8\u4f5c\u8f6c\u6362\uff0c\u4ee5\u53ca\u5728\u52a8\u4f5c\u63d0\u53d6\u4e2d\u5305\u542boff &#8211; tree\u52a8\u4f5c\u7684\u529e\u6cd5\uff0c\u8be5\u5305\u542b\u52a8\u4f5c\u5728CFR +\u76841000\u6b21\u8fed\u4ee3\u7684\u5b9e\u73b0\u5229\u7528\u5ea6\u662f\u4e0b\u9650\u503c\u3002<\/p>\n<p>6.2\uff0c\u5728\u4e00\u5bf9\u4e00\uff0c\u800c\u4e14\u662f\u65e0\u9650\u6ce8\u7684\u5fb7\u5dde\u6251\u514b\uff08HUNL\uff09\u8fd9\u4e2a\u9879\u76ee\u4e0a\uff0c\u5f00\u5c55\u5bf9\u6297\u9876\u5c16AI\u7684\u5b9e\u9a8c\u3002<\/p>\n<p>\u6211\u4eec\u5f00\u5c55\u7684\u91cd\u8981\u5b9e\u9a8c\u65b9\u5f0f\u5c5e\u4e8e\u6df1\u5ea6\u6709\u9650\u6c42\u89e3\u7684\u529e\u6cd5\u3002\u540c\u65f6\uff0c\u53ea\u7528\u5e73\u5e38\u7b14\u8bb0\u672c\u7535\u8111\u5185\u91cc\u7684\u8ba1\u7b97\u76f8\u5173\u8d44\u6e90\u9020\u5c31\u51fa\u4e86\u5927\u5e08\u7ea7\u522b\u7684HUNL\u6251\u514bAI\uff0c\u90a3\u5c31\u662fModicum\u3002\u6211\u4eec\u9488\u5bf9Modicum\u540cBaby Tartanian8\u4ee5\u53caSlumbot\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u5176\u4e2d\uff0cBaby Tartanian8\u662f2016\u5e74\u5ea6\u8ba1\u7b97\u673a\u6251\u514b\u7ade\u8d5b\u7684\u80dc\u51fa\u8005\u3002\u800cSlumbot\u662f2018\u5e74\u5ea6\u8ba1\u7b97\u673a\u6251\u514b\u7ade\u8d5b\u7684\u83b7\u80dc\u8005\u3002Slumbot \u4ee5\u53ca Baby Tartanian8 \u5747\u672a\u8fd0\u7528\u5b9e\u65f6\u8ba1\u7b97\uff0c\u5b83\u4eec\u6240\u91c7\u7528\u7684\u7b56\u7565\u7686\u662f\u4e8e\u9884\u5148\u8ba1\u7b97\u597d\u7684\u67e5\u627e\u8868\u5f53\u4e2d\u8fdb\u884c\u641c\u7d22\u800c\u540e\u83b7\u53d6\u7684\uff0cBaby Tartanian8 \u8fd0\u7528\u4e86\u5927\u7ea6 250000 \u4e2a\u6838\u5fc3\u8ba1\u7b97\u5c0f\u65f6\u4ee5\u53ca 2TB RAM \u53bb\u8ba1\u7b97\u7b56\u7565\u3002\u4e0e\u4e4b\u76f8\u53cd\uff0cModicum\u91c7\u7528\u7684\u8ba1\u7b97\u7b56\u7565\u662f\uff0c\u4ec5\u4f7f\u7528700\u4e2a\u6838\u5fc3\u8ba1\u7b97\u5c0f\u65f6\u4ee5\u53ca16GB\u7684RAM\uff0c\u5728\u8fd0\u4f5c\u65f6\uff0c\u5b83\u4e8e\u914d\u59074\u6838CPU\u7684\u60c5\u5f62\u4e0b\uff0c\u80fd\u591f\u4ee5\u4eba\u7c7b\u4e13\u5bb6\u7684\u901f\u5ea6\u5b9e\u65f6\u5f00\u5c55\u535a\u5f08\uff0c\u5177\u4f53\u8868\u73b0\u4e3a\u5e73\u5747\u6bcf\u4e00\u624b\u6251\u514b\u6240\u9700\u65f6\u95f4\u4e3a20\u79d2\u3002<\/p>\n<p>7 \u5bf9\u6bd4\u5148\u524d\u7814\u7a76\u5de5\u4f5c<\/p>\n<p>\u672c\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u514b\u670d\u8fd9\u4e00\u6311\u6218\u7684\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u662f\u901a\u8fc7\u4e3a\u72b6\u6001\u5206\u914d\u591a\u4e2a\u503c\uff0c\u4e00\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u662f\u628a\u300c\u72b6\u6001\u300d\u7684\u5b9a\u4e49\u4fee\u6539\u4e3a\u6240\u6709\u535a\u5f08\u8005\u5bf9\u72b6\u6001\u7684\u4fe1\u5ff5\u6982\u7387\u5206\u5e03\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u6240\u8bf4\u7684\u8054\u5408\u4fe1\u5ff5\u72b6\u6001\uff0c\u8fd9\u79cd\u6280\u672f\u4ee5\u524d\u8fd8\u66fe\u88ab\u7528\u6765\u5f00\u53d1\u6251\u514b AI DeepStack\uff0c\u5bf9\u4e8e\u6211\u4eec\u6240\u6d4b\u8bd5\u7684\u9886\u57df\uff0c\u5b9e\u9a8c\u663e\u793a\u4f7f\u7528\u591a\u503c\u72b6\u6001\u80fd\u591f\u4ea7\u751f\u66f4\u597d\u7684\u6027\u80fd\u3002\u5c31\u6bd4\u5982\u8bf4\uff0c\u6211\u4eec\u6240\u91c7\u7528\u7684\u65b9\u6cd5\uff0c\u5728\u6838\u5fc3\u8ba1\u7b97\u5c0f\u65f6\u5c11\u4e8e1000\u4e2a\u7684\u8fd9\u79cd\u6761\u4ef6\u4e4b\u4e0b\uff0c\u80fd\u591f\u6218\u80dc\u4e24\u79cd\u4ee5\u5f80\u9876\u7ea7\u7684\u5fb7\u5dde\u6251\u514bAI \u3002\u76f8\u6bd4\u8f83\u800c\u8a00\uff0c\u5c3d\u7ba1DeepStack\u51fb\u8d25\u4e86\u5728HUNL\u4e2d\u5e76\u975e\u90a3\u4e48\u4e13\u4e1a\u7684\u4eba\u7c7b\u4e13\u5bb6\uff0c\u7136\u800c\u5b83\u5373\u4fbf\u8fd0\u7528\u4e861000000\u4e2a\u6838\u5fc3\u8ba1\u7b97\u5c0f\u65f6\uff0c\u5374\u4e5f\u65e0\u6cd5\u51fb\u8d25\u4ee5\u524d\u9876\u5c16\u7684AI \u3002\u4f46\u662f\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u5206\u522b\u6709\u7740\u5404\u81ea\u7684\u4f18\u70b9\u4e0e\u7f3a\u70b9\uff0c\u6211\u4eec\u9700\u8981\u4f9d\u636e\u9886\u57df\u6b63\u786e\u5730\u53bb\u8fdb\u884c\u9009\u62e9\uff0c\u672a\u6765\u7684\u7814\u7a76\u6216\u8bb8\u4f1a\u6539\u8fdb\u5b83\u4eec\u7684\u6027\u80fd\u4ee5\u53ca\u4f18\u52bf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u6807\u9898:\u5b66\u754c | \u4e00\u53f0\u7b14\u8bb0\u672c\u6253\u8d25\u8d85\u7b97\uff1aCMU\u51b7\u6251\u5927\u5e08\u56e2\u961f\u63d0\u51fa\u5168\u65b0\u5fb7\u6251AI Modicum \u9009\u81eaarX<\/p>\n","protected":false},"author":1,"featured_media":6493,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[3011,3012,457,3010,669],"class_list":["post-6492","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pkxw","tag-cmu","tag-modicum","tag-457","tag-3010","tag-669"],"_links":{"self":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/6492","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=6492"}],"version-history":[{"count":0,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/6492\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media\/6493"}],"wp:attachment":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media?parent=6492"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/categories?post=6492"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/tags?post=6492"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}