{"id":8660,"date":"2026-01-23T15:08:10","date_gmt":"2026-01-23T07:08:10","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/01\/23\/%e7%94%b0%e5%85%83%e4%b8%9c%ef%bc%9a%e6%89%91%e5%85%8bai%e5%8e%9f%e7%90%86%e8%a7%a3%e8%af%bb%e5%ba%94%e8%af%a5%e5%92%8calphago%e4%b8%80%e6%a0%b7%e5%8f%97%e5%88%b0%e5%85%b3%e6%b3%a8-2\/"},"modified":"2026-01-23T15:08:10","modified_gmt":"2026-01-23T07:08:10","slug":"%e7%94%b0%e5%85%83%e4%b8%9c%ef%bc%9a%e6%89%91%e5%85%8bai%e5%8e%9f%e7%90%86%e8%a7%a3%e8%af%bb%e5%ba%94%e8%af%a5%e5%92%8calphago%e4%b8%80%e6%a0%b7%e5%8f%97%e5%88%b0%e5%85%b3%e6%b3%a8-2","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/01\/23\/%e7%94%b0%e5%85%83%e4%b8%9c%ef%bc%9a%e6%89%91%e5%85%8bai%e5%8e%9f%e7%90%86%e8%a7%a3%e8%af%bb%e5%ba%94%e8%af%a5%e5%92%8calphago%e4%b8%80%e6%a0%b7%e5%8f%97%e5%88%b0%e5%85%b3%e6%b3%a8-2\/","title":{"rendered":"\u7530\u5143\u4e1c\uff1a\u6251\u514bAI\u539f\u7406\u89e3\u8bfb\u5e94\u8be5\u548cAlphaGO\u4e00\u6837\u53d7\u5230\u5173\u6ce8"},"content":{"rendered":"<p>\u4e3a\u4e86\u5c06\u4eba\u673a\u5927\u6218\u7684\u5965\u79d8\u5f7b\u5f7b\u5e95\u5e95\u5730\u63ed\u5f00\uff0c\u5730\u5e73\u7ebf\u5927\u725b\u8bb2\u5802\u5e78\u8fd0\u4e14\u6781\u4e3a\u8363\u8000\u5730\u9080\u8bf7\u5230\u66fe\u7ecf\u5728UEC\u6253\u5165\u51b3\u8d5b\u7684\u961f\u4f0d\u4e2d\uff0c\u8eab\u4e3aFacebook\u56f4\u68cbAI\u7a0b\u5e8fDarkForest\u7684\u9996\u5e2d\u5de5\u7a0b\u5e08\u4ee5\u53ca\u8fd9\u7bc7\u7a0b\u5e8f\u7684\u7b2c\u4e00\u4f5c\u8005\u4f4d\u7f6e\u90a3\u4e00\u4f4d\u7530\u6e0a\u680b\u535a\u58eb\uff0c\u6765\u4e3a\u6211\u4eec\u6df1\u5165\u63a2\u7a76\u5176\u4e2d\u7684\u7a76\u7adf\uff0c\u672c\u6587\u662f\u7531\u5955\u6b23\u548c\u4e9a\u840c\u8fdb\u884c\u6574\u7406\u7684\uff0c\u5e76\u4e14\u662f\u7531\u7530\u8001\u5e08\u505a\u4e86\u5ba1\u6838\u4ee5\u53ca\u7f16\u8f91\u7684\u5de5\u4f5c\uff0c\u5728\u6b64\u7279\u5730\u8868\u793a\u611f\u8c22\u3002<\/p>\n<p>\u5609\u5bbe\u4ecb\u7ecd<\/p>\n<p>\u7530\u6e0a\u680b\u662fFacebook\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\uff0c\u662f Facebook \u56f4\u68cbAI\u7a0b\u5e8fDarkForest\u7684\u9996\u5e2d\u5de5\u7a0b\u5e08\u4ee5\u53ca\u7b2c\u4e00\u4f5c\u8005\uff0c\u662f\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u673a\u5668\u4eba\u7814\u7a76\u6240\u7684\u535a\u58eb\uff0c\u66fe\u62c5\u4efbGoogle\u65e0\u4eba\u9a7e\u9a76\u56e2\u961f\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u8fd8\u83b7\u5f97\u8fc7\u56fd\u9645\u8ba1\u7b97\u673a\u89c6\u89c9\u5927\u4f1a\u5373ICCV\u9a6c\u5c14\u5956\u8363\u8a89\u63d0\u540d\u3002<\/p>\n<p>\u672c\u6587\u662f\u7530\u6e0a\u680b\u6f14\u8bb2\u5173\u4e8e\u5fb7\u5dde\u6251\u514b\u90e8\u5206\u7684\u8282\u9009\u3002<\/p>\n<p>\u5fb7\u5dde\u6251\u514b<\/p>\n<p>\u4e4b\u540e\u6211\u4eec\u6765\u8bb2\u8bb2\u5fb7\u5dde\u6251\u514b\u600e\u6837\uff0c\u9996\u5148\u6211\u4eec\u5f97\u660e\u786e\u8fd9\u662f\u201c\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u201d\u6e38\u620f\uff08Heads-up no-limit Texas Hold\u2018em\uff09\uff0c\u201c\u4e00\u5bf9\u4e00\u201d\u610f\u5473\u7740\u662f\u6211\u8ddf\u4f60\u4e24\u4eba\u4e4b\u95f4\u7684\u96f6\u548c\u6e38\u620f\uff0c\u5373\u6211\u8f93\u94b1\u4f60\u5c31\u8d62\u94b1\u3001\u6211\u8d62\u94b1\u4f60\u5c31\u8f93\u94b1\uff0c\u5e76\u975e\u90a3\u79cd\u5f88\u591a\u4eba\u5728\u4e00\u5f20\u724c\u684c\u4e0a\u6709\u5e84\u5bb6\u7684\u60c5\u5f62\uff0c\u591a\u4eba\u6e38\u620f\u8981\u56f0\u96be\u5f97\u591a\uff0c\u4e3b\u8981\u662f\u5f53\u4e0b\u6240\u91c7\u7528\u7684\u529e\u6cd5\u5728\u591a\u4eba\u6e38\u620f\u65f6\u65e0\u6cd5\u786e\u4fdd\u6548\u679c\uff0c\u800c\u4e14\u72b6\u6001\u7a7a\u95f4\u4e5f\u589e\u5927\u4e86\u8bb8\u591a \u3002<\/p>\n<p>\u4e0b\u6bcf\u6b21\u6ce8\u65f6\uff0c\u201c\u65e0\u9650\u6ce8\u201d\u5e76\u975e\u4e4b\u524d\u6574\u6570\u500d\uff0c\u53ef\u4e3a\u4efb\u610f\u6570\u3002\u800c\u6709\u9650\u6ce8\u5fb7\u6251\u4e0b\u6ce8\u65f6\u6210\u500d\u6570\u4e0b\uff0c\u201c\u6709\u9650\u6ce8\u201d\u6b64\u95ee\u9898\u4e24\u4e09\u5e74\u524d\u5df2\u89e3\u51b3\uff0c\u5f53\u65f6\u53d1\u4e86\u7bc7Science\u6587\u7ae0\u3002\u90a3\u7bc7\u6587\u7ae0\u672c\u5e94\u5982<a href='\/index.php\/2025\/12\/24\/%e3%80%8a%e8%bf%b7%e4%bd%a0%e4%b8%ad%e5%9b%bd%e3%80%8b%e7%9b%b4%e6%92%ad%e7%94%a8%e6%9f%af%e6%b4%81%e5%b8%83%e5%b1%80%e4%b8%8ealphago%e8%be%83%e9%87%8f%ef%bc%8c%e9%9c%b2%e5%87%ba%e6%83%8a%e4%ba%ba\/' title='AlphaGO' target='_blank'>AlphaGO<\/a>\u822c\u53d7\u6781\u5927\u77a9\u76ee\uff0c\u53ef\u4e0d\u77e5\u4e3a\u4f55\uff0c\u5f53\u65f6\u5374\u672a \u3002<\/p>\n<p>\u6709\u4e24\u4e2a\u6781\u4e3a\u5389\u5bb3\u7684\u6251\u514bAI\uff0c\u8fd9\u4e24\u4e2a\u6240\u8fd0\u7528\u7684\u7686\u662f\u540c\u6837\u7684\u6846\u67b6\uff0c\u8fd9\u4e2a\u6846\u67b6\u53ebCounterfactual Regret Minimization\uff08CFR\uff09\uff0c\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u5c06\u6e38\u620f\u91cc\u78b0\u5230\u7684\u53ef\u89c2\u6d4b\u72b6\u6001\uff08\u6b64\u72b6\u6001\u88ab\u79f0\u4f5c\u4fe1\u606f\u96c6Information Set\uff09\u5168\u90e8\u7f57\u5217\u51fa\u6765\uff0c\u63a5\u7740\u9488\u5bf9\u6bcf\u4e2a\u53ef\u89c2\u6d4b\u72b6\u6001\uff0c\u51ed\u501f\u6700\u5c0f\u5316\u6700\u5927\u6094\u6068\u503c\u7684\u65b9\u5f0f\uff0c\u5bfb\u627e\u5230\u76f8\u5e94\u7684\u7b56\u7565\uff0c\u968f\u540e\u4e0d\u65ad\u53cd\u590d\u8fed\u4ee3\u3002<\/p>\n<p>CMU\u7684<a href='\/index.php\/2026\/01\/23\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%86%8d%e6%ac%a1%e7%9e%84%e5%87%86%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b-%e4%ba%ba%e7%b1%bb%e7%8e%a9%e5%ae%b6%e9%a6%96%e6%ac%a1%e5%a4%b1%e8%b4%a5\/' title='Libratus' target='_blank'>Libratus<\/a>\u662f\u4e00\u4e2a\uff0c\u5b83\u8fdb\u884c\u4e86\u4e3a\u671f20\u5929\u7684\u6bd4\u8d5b\u8f83\u91cf\uff0c\u6218\u80dc\u4e864\u4e2a\u6781\u5177\u5b9e\u529b\u7684\u6251\u514b\u73a9\u5bb6\u3002\uff08AI\u79d1\u6280\u8bc4\u8bba\u7f51\u9644\u6ce8\uff1a2017\u5e741\u6708\u65f6\uff0cLibratus\u53c2\u4e0e\u4e8612\u4e07\u624b\u4e00\u5bf9\u4e00\u4e0d\u9650\u6ce8\u7684\u5fb7\u5dde\u6251\u514b\u73a9\u6cd5\u3002\u76f4\u81f3\u6bd4\u8d5b\u544a\u7ec8\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u7b79\u7801\u65b9\u9762\u9886\u5148\u4eba\u7c7b\u9009\u624b\u603b\u8ba1\u7ea6177\u4e07\u7f8e\u5143\u4e4b\u5de8\u3002\uff09\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u540d\u4e3a<a href='\/index.php\/2026\/01\/11\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e8%81%9a%e7%84%a6%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%ef%bc%8c%e4%ba%ba%e7%b1%bb%e7%8e%a9%e5%ae%b6%e9%a6%96%e6%ac%a1%e8%be%93%e7%90%83\/' title='DeepStack' target='_blank'>DeepStack<\/a>\u7684\uff0c\uff08AI\u79d1\u6280\u8bc4\u8bba\u6ce8\u660e\uff1a\u7531\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u3001\u6377\u514b\u5e03\u62c9\u683c\u67e5\u7406\u5927\u5b66\u4ee5\u53ca\u6377\u514b\u7406\u5de5\u5927\u5b66\u8bad\u7ec3\u7684AI\u7cfb\u7edf\uff0c\u4e0e11\u4f4d\u804c\u4e1a\u6251\u514b\u624b\u5f00\u5c55\u4e863000\u573a\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u6bd4\u8d5b\uff0c\u80dc\u7387\u4e3a10\/11\uff09\uff0c\u4ed6\u4eec\u5728\u4e92\u8054\u7f51\u4e0a\u4e5f\u53c2\u4e0e\u8fc7\u4e00\u4e9b\u5927\u578b\u804c\u4e1a\u8d5b\u4e8b\u3002<\/p>\n<p>CMU Poker bot<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1769152090325_0.jpg' alt='\u5fb7\u5dde\u6251\u514b\u5206\u6790\u8f6f\u4ef6\u514d\u8d39_\u5fb7\u5dde\u6251\u514bAI_Counterfactual Regret Minimization' \/><\/p>\n<p>\u4ecb\u7ecd\u5185\u5bb9<\/p>\n<p>CMU Poker bot\u7684\u73a9\u6cd5\u4e0d\u542b\u5bf9\u6df1\u5ea6\u5b66\u4e60\u7684\u8fd0\u7528\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86End-game 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