{"id":5782,"date":"2026-01-10T13:06:15","date_gmt":"2026-01-10T05:06:15","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/01\/10\/aaai-2022-%e5%a4%a7%e5%a5%96%ef%bc%9a%e4%b8%ad%e7%a7%91%e9%99%a2%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%a8%8b%e5%ba%8f-alphaholdem-%e8%be%be%e4%b8%93%e4%b8%9a%e7%8e%a9%e5%ae%b6%e6%b0%b4%e5%87%86\/"},"modified":"2026-01-10T13:06:15","modified_gmt":"2026-01-10T05:06:15","slug":"aaai-2022-%e5%a4%a7%e5%a5%96%ef%bc%9a%e4%b8%ad%e7%a7%91%e9%99%a2%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%a8%8b%e5%ba%8f-alphaholdem-%e8%be%be%e4%b8%93%e4%b8%9a%e7%8e%a9%e5%ae%b6%e6%b0%b4%e5%87%86","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/01\/10\/aaai-2022-%e5%a4%a7%e5%a5%96%ef%bc%9a%e4%b8%ad%e7%a7%91%e9%99%a2%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%a8%8b%e5%ba%8f-alphaholdem-%e8%be%be%e4%b8%93%e4%b8%9a%e7%8e%a9%e5%ae%b6%e6%b0%b4%e5%87%86\/","title":{"rendered":"AAAI 2022 \u5927\u5956\uff1a\u4e2d\u79d1\u9662\u5fb7\u5dde\u6251\u514b\u7a0b\u5e8f AlphaHoldem \u8fbe\u4e13\u4e1a\u73a9\u5bb6\u6c34\u51c6"},"content":{"rendered":"<p>\u6700\u8fd1\u8fd9\u6bb5\u65f6\u95f4\uff0c<a href='\/index.php\/2026\/01\/08\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9c%9f%e7%9a%84%e8%83%bd%e8%af%bb%e6%87%82%e4%ba%ba%e7%9a%84%e5%bf%83%e6%80%9d%e5%90%97%ef%bc%9f%e4%b8%93%e5%ae%b6%ef%bc%9a%e4%bb%8d%e4%bb%a5%e5%a4%a7%e6%95%b0-2\/' title='\u4eba\u5de5\u667a\u80fd' target='_blank'>\u4eba\u5de5\u667a\u80fd<\/a>\u9886\u57df\u7684\u56fd\u9645\u9876\u7ea7\u4f1a\u8baeAAAI 2022\u6b63\u5728\u6709\u6761\u4e0d\u7d0a\u5730\u4e3e\u884c\u5f53\u4e2d\uff0c\u5927\u4f1a\u6240\u8bbe\u7acb\u7684\u8bba\u6587\u5956\u4e5f\u662f\u4e00\u6279\u63a5\u8fde\u4e00\u6279\u5730\u5bf9\u5916\u516c\u5e03\u4e86\u3002AI\u79d1\u6280\u8bc4\u8bba\u8fd9\u8fb9\u5f97\u5230\u786e\u5207\u6d88\u606f\uff0c\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u6240\u7684\u5174\u519b\u4eae\u6559\u6388\u6240\u5e26\u9886\u7684\u56e2\u961f\uff0c\u8363\u83b7\u4e86AAAI 2022\u7684\u5353\u8d8a\u8bba\u6587\u5956\uff08Distinguished Paper\uff09\uff01<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768021572757_0.jpg' alt='aaron lin \u5fb7\u5dde\u6251\u514b_\u5174\u519b\u4eae\u6559\u6388_AlphaHoldem' \/><\/p>\n<p>AAAI \u82f1\u6587\u5168\u79f0\u4e3a\u201cAssociation for the Advance of Artificial Intelligence\u201d\uff0c\u4e5f\u5c31\u662f\u7f8e\u56fd\u4eba\u5de5\u667a\u80fd\u534f\u4f1a\uff0c\u6b64\u534f\u4f1a\u7b97\u4f5c\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e3b\u8981\u5b66\u672f\u7ec4\u7ec7\u5f53\u4e2d\u7684\u4e00\u4e2a\uff0c\u5177\u5907\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5b66\u672f\u6743\u5a01\u6027\u3002<\/p>\n<p>\u83b7\u5956\u7684\u5174\u519b\u4eae\u56e2\u961f\u6b64\u6b21\u5de5\u4f5c\uff0c\u662f\u4ed6\u4eec\u6240\u5f00\u53d1\u7684\u8f7b\u91cf\u578b<a href='\/index.php\/2026\/01\/10\/%e6%89%8b%e6%8c%8199%e7%8e%a9%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%ef%bc%8c%e4%bd%a0%e4%bc%9a%e7%8a%af%e8%bf%99%e4%bf%a9%e9%94%99%e8%af%af%e5%90%97%ef%bc%9f\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a>AI\u7a0b\u5e8f\uff0c\u5373<a href='\/index.php\/2026\/01\/04\/%e4%b8%ad%e7%a7%91%e9%99%a2%e8%87%aa%e5%8a%a8%e5%8c%96%e6%89%80%e7%a0%94%e5%8f%91%e8%bd%bb%e9%87%8f%e5%9e%8b%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bai%ef%bc%8c%e8%be%be%e4%ba%ba%e7%b1%bb%e4%b8%93%e4%b8%9a\/' title='AlphaHoldem' target='_blank'>AlphaHoldem<\/a>\u3002\u636e\u4ecb\u7ecd\uff0c\u8be5\u7cfb\u7edf\u51b3\u7b56\u901f\u5ea6\uff0c\u8f83DeepStack\u7684\u901f\u5ea6\uff0c\u63d0\u5347\u8d851000\u500d\u3002\u4e0e\u9ad8\u6c34\u5e73\u5fb7\u5dde\u6251\u514b\u9009\u624b\u5bf9\u6297\u7684\u7ed3\u679c\u8868\u660e\uff0c\u5176\u5df2\u8fbe\u5230\u4e86\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u6c34\u5e73\u3002<\/p>\n<p>\u4f5c\u8005\u56e2\u961f\uff1a\u8d75\u6069\u6c11\uff0c\u95eb\u4ec1\u4e1a\uff0c\u674e\u91d1\u79cb\uff0c\u674e\u51ef\uff0c\u5174\u519b\u4eae<\/p>\n<p>1 \u5fb7\u5dde\u6251\u514b AI 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\u3002<\/p>\n<p>\u8d77\u6e90\u4e8e20\u4e16\u7eaa\u521d\u7f8e\u56fd\u5fb7\u514b\u8428\u65af\u5dde\u7684\u6251\u514b\u6e38\u620f\u5fb7\u5dde\u6251\u514b\uff0c\u662f\u56fd\u9645\u4e0a\u6781\u4e3a\u6d41\u884c\u7684\u4e00\u79cd\u6251\u514b\u73a9\u6cd5\uff0c\u56e0\u8be5\u53d1\u6e90\u5730\u800c\u88ab\u5982\u6b64\u547d\u540d\u6807\u70b9\u7b26\u53f7\u5904\u3002<\/p>\n<p>\u5fb7\u5dde\u6251\u514b\u7684\u89c4\u5219\u662f\uff0c\u4f7f\u7528\u53bb\u6389\u738b\u724c\u540e\u7684\u4e00\u526f\u6251\u514b\u724c\uff0c\u8fd9\u526f\u724c\u517152\u5f20\uff0c\u81f3\u5c11\u987b\u67092\u4eba\u53c2\u4e0e\u5176\u4e2d\uff0c\u81f3\u591a\u4eba\u6570\u4e3a22\u4eba\uff0c\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u53c2\u4e0e\u4eba\u6570\u5904\u4e8e\u4e24\u4eba\u81f3\u5341\u4eba\u4e4b\u95f4 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src='\/wp-content\/uploads\/2026\/01\/1768021572757_1.png' alt='\u5174\u519b\u4eae\u6559\u6388_aaron lin \u5fb7\u5dde\u6251\u514b_AlphaHoldem' \/><\/p>\n<p>\u56fe 1\uff1a\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e00\u6b21\u6e38\u620f\u8fc7\u7a0b\u793a\u610f<\/p>\n<p>\u7ecf\u8fc7\u56db\u8f6e\u62bc\u6ce8\uff0c\u8981\u662f\u4f9d\u65e7\u6ca1\u529e\u6cd5\u533a\u5206\u51fa\u80dc\u8d1f\uff0c\u90a3\u4e48\u6e38\u620f\u5c31\u4f1a\u8fdb\u5165\u201c\u644a\u724c\u201d\u9636\u6bb5\uff0c\u6240\u6709\u73a9\u5bb6\u90fd\u8981\u4eae\u51fa\u5404\u81ea\u7684\u5e95\u724c\uff0c\u5e76\u4e14\u4e0e\u516c\u5171\u724c\u7ec4\u5408\u6210\u4e94\u5f20\u724c\uff0c\u6210\u724c\u6700\u5927\u7684\u73a9\u5bb6\u8d62\u5f97\u80dc\u5229\u3002\u56fe2\u7ed9\u51fa\u4e86\u5fb7\u5dde\u6251\u514b\u4e0d\u540c\u7ec4\u5408\u7684\u724c\u578b\u89e3\u91ca\u4ee5\u53ca\u5927\u5c0f\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768021572757_2.png' alt='aaron lin \u5fb7\u5dde\u6251\u514b_AlphaHoldem_\u5174\u519b\u4eae\u6559\u6388' \/><\/p>\n<p>\u56fe 2\uff1a\u5fb7\u5dde\u6251\u514b\u4e0d\u540c\u724c\u578b\u5927\u5c0f\u8bf4\u660e\u548c\u6bd4\u8f83<\/p>\n<p>\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u5b58\u5728\u95ee\u9898\uff0c\u5176\u590d\u6742\u5ea6\u7a0b\u5ea6\u5f88\u9ad8\uff0c\u5bf9\u4e8e\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u6765\u8bb2\uff0c\u51b3\u7b56\u7a7a\u95f4\u590d\u6742\u5ea6\u8d85\u8d8a10\u7684161\u6b21\u65b9\uff1b\u5176\u6b21\uff0c\u5fb7\u5dde\u6251\u514b\u7684\u535a\u5f08\u8fdb\u7a0b\u662f\u5178\u578b\u7684\u56de\u5408\u5236\u52a8\u6001\u535a\u5f08\u8fdb\u7a0b\uff0c\u6e38\u620f\u53c2\u4e0e\u8005\u7684\u6bcf\u4e00\u6b65\u51b3\u7b56\u90fd\u4f9d\u9760\u4e0a\u4e00\u6b65\u7684\u51b3\u7b56\u7ed3\u679c\uff0c\u5e76\u4e14\u5bf9\u540e\u9762\u7684\u51b3\u7b56\u6b65\u9aa4\u53d1\u6325\u5f71\u54cd\uff1b\u53e6\u5916\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u662f\u5178\u578b\u7684\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\uff0c\u5728\u535a\u5f08\u8fdb\u7a0b\u4e2d\u73a9\u5bb6\u5404\u81ea\u7684\u5e95\u724c\u4fe1\u606f\u4e0d\u516c\u5f00\uff0c\u81f4\u4f7f\u6bcf\u4e2a\u73a9\u5bb6\u7684\u4fe1\u606f\u90fd\u4e0d\u5b8c\u5907\uff0c\u73a9\u5bb6\u5728\u6bcf\u4e00\u6b65\u51b3\u7b56\u65f6\u90fd\u5f97\u5145\u5206\u8003\u91cf\u5bf9\u624b\u7684\u5404\u79cd\u53ef\u80fd\u60c5\u5f62\uff0c\u8fd9\u5c31\u5173\u8054\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>\u7814\u7a76\u8005\u89c9\u5f97\uff0c\u5fb7\u5dde\u6251\u514b\u6e38\u620f\u89c4\u5219\u6781\u4e3a\u7b80\u5355\uff0c\u5e76\u4e14\u8fb9\u754c\u662f\u786e\u5b9a\u7684\uff0c\u56e0\u800c\u5b83\u683c\u5916\u9002\u5408\u5f53\u4f5c\u4e00\u4e2a\u865a\u62df\u5b9e\u9a8c\u73af\u5883\uff0c\u7528\u4ee5\u5bf9\u535a\u5f08\u7684\u76f8\u5173\u57fa\u7840\u7406\u8bba\u65b9\u6cd5\u4ee5\u53ca\u6838\u5fc3\u6280\u672f\u7b97\u6cd5\u4e88\u4ee5\u6df1\u5165\u63a2\u7a76\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u56fd\u9645\u4e0a\u7684\u7814\u7a76\u8005\uff0c\u5728\u90a3\u5927\u89c4\u6a21\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u95ee\u9898\u91cc\uff0c\u9488\u5bf9\u5fb7\u5dde\u6251\u514b\u7684\u4f18\u5316\u6c42\u89e3\u65b9\u9762\uff0c\u4e5f\u662f\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u4e4b\u524d\uff0c\u52a0\u62ff\u5927\u963f\u5c14\u4f2f\u7279\u5927\u5b66\u7684\u7814\u7a76\u8005\u8bbe\u8ba1\u51faAI\u7a0b\u5e8fDeepStack\uff0c\u7f8e\u56fd\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7684\u7814\u7a76\u8005\u4e5f\u8bbe\u8ba1\u51faAI\u7a0b\u5e8fLibratus\uff0c\u5e76\u4e14\uff0c\u5148\u540e\u8fd9\u4e9bAI\u7a0b\u5e8f\u5728\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u91cc\u5747\u6218\u80dc\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\uff0c\u968f\u540e\uff0c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u8bbe\u8ba1\u7684Pluribus\u53c8\u5728\u516d\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e2d\u6218\u80dc\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u3002<\/p>\n<p>\u4f46\u5f53\u4e0b\uff0c\u4e3b\u6d41\u7684\u5fb7\u5dde\u6251\u514bAI\u80cc\u540e\uff0c\u5176\u6838\u5fc3\u89c2\u5ff5\u662f\uff0c\u501f\u52a9\u53cd\u4e8b\u5b9e\u9057\u61be\u6700\u5c0f\u5316\uff0c\u4e5f\u5c31\u662fCounterfactual Regret Minimization\uff0c\u7b80\u79f0\u4e3aCFR\u7684\u7b97\u6cd5\uff0c\u53bb\u63a5\u8fd1\u7eb3\u4ec0\u5747\u8861\u7b56\u7565\uff0c\u3002<\/p>\n<p>\u7279\u522b\u8be6\u7ec6\u6765\u8bb2\uff0c\u9996\u5148\u8fd0\u7528\u62bd\u8c61\u4e5f\u5c31\u662fAbstraction\u8fd9\u79cd\u6280\u672f\uff0c\u53bb\u538b\u7f29\u5bf9\u5e94\u5fb7\u6251\u7684\u72b6\u6001\u4ee5\u53ca\u52a8\u4f5c\u7a7a\u95f4\uff0c\u4ee5\u6b64\u6765\u8ba9\u535a\u5f08\u6811\u7684\u89c4\u6a21\u5f97\u4ee5\u51cf\u5c0f\uff0c\u63a5\u7740\u5728\u7ecf\u8fc7\u7f29\u51cf\u5904\u7406\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\u5bf9\u535a\u5f08\u6811\u7684\u72b6\u6001\u7ed3\u70b9\u6301\u7eed\u8fdb\u884c\u91c7\u6837\u904d\u5386\u548c\u8fed\u4ee3\u4f18\u5316\uff0c\u5373\u4fbf\u5386\u7ecf\u6a21\u578b\u7f29\u51cf\u540e\uff0c\u4f9d\u65e7\u9700\u8017\u8d39\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0e\u5b58\u50a8\u8d44\u6e90\u3002\u6bd4\u5982\u8bf4\uff0cDeepStack\u8fd0\u7528\u4e86153\u4e07\u7684CPU\u65f6\u4ee5\u53ca1.3\u4e07\u7684GPU\u65f6\u6765\u8bad\u7ec3\u6700\u7ec8\u7684AI\uff0c\u5728\u5bf9\u5c40\u9636\u6bb5\u9700\u8981\u501f\u52a9\u4e00\u4e2aGPU\u8fdb\u884c1000\u6b21CFR\u7684\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u5e73\u5747\u6bcf\u4e2a\u52a8\u4f5c\u7684\u8ba1\u7b97\u8981\u8017\u65f63\u79d2\u3002Libratus \u8017\u8d39\u4e86\u8d85\u8fc7 300 \u4e07\u7684 CPU \u65f6\u95f4\u6765\u751f\u6210\u521d\u59cb\u7b56\u7565\uff0c\u6bcf\u4e00\u6b21\u8fdb\u884c\u51b3\u7b56\u90fd\u5f97\u641c\u7d22 4 \u79d2\u4e4b\u4e0a\uff0c\u3002<\/p>\n<p>\u8fd9\u4e48\u5927\u91cf\u7684\u8ba1\u7b97\uff0c\u4ee5\u53ca\u5b58\u50a8\u8d44\u6e90\u7684\u6d88\u8017\uff0c\u4e25\u91cd\u5730\u963b\u788d\u4e86\u5fb7\u6251AI\u7684\u8fdb\u4e00\u6b65\u7814\u7a76\uff0c\u8fd8\u6709\u53d1\u5c55\uff1b\u540c\u65f6\uff0cCFR\u6846\u67b6\u7279\u522b\u96be\u76f4\u63a5\u5c31\u62d3\u5c55\u5230\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\u53e6\u5916\uff0c\u535a\u5f08\u6811\u62bd\u8c61\u4e0d\u4f46\u9700\u8981\u5927\u91cf\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u800c\u4e14\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\u4e22\u5931\u4e00\u4e9b\u5bf9\u51b3\u7b56\u5177\u5907\u81f3\u5173\u4f5c\u7528\u7684\u4fe1\u606f\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768021572757_3.png' alt='aaron lin \u5fb7\u5dde\u6251\u514b_\u5174\u519b\u4eae\u6559\u6388_AlphaHoldem' \/><\/p>\n<p>2 AlphaHoldem \u662f\u4f55\u65b9\u795e\u5723\uff1f<\/p>\n<p>\u4e2d\u56fd\u6709\u4e0d\u5c11\u7814\u7a76\u8005\u88ab\u8fd9\u4e2a\u95ee\u9898\u6240\u5438\u5f15\uff0c\u5728\u8fd9\u4e9b\u7814\u7a76\u8005\u5f53\u4e2d\uff0c\u6709\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u7684\u5174\u519b\u4eae\u6559\u6388\u56e2\u961f\u3002\u53bb\u5e7412\u6708\uff0c\u5174\u519b\u4eae\u6559\u6388\u9886\u5bfc\u535a\u5f08\u5b66\u4e60\u7814\u7a76\u7ec4\u9488\u5bf9\u5fb7\u5dde\u6251\u514b\u4efb\u52a1\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u4e24\u4eba\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514bAI\u7a0b\u5e8fAlphaHoldem\uff0c\u8fd9\u4e2a\u7a0b\u5e8f\u662f\u9ad8\u6c34\u5e73\u3001\u8f7b\u91cf\u5316\u7684\u3002<\/p>\n<p>\u4e0d\u540c\u4e8e\u90a3\u79cd\u57fa\u4e8eCFR\u7b97\u6cd5\u7684\u5df2\u6709\u7684\u5fb7\u5dde\u6251\u514bAI\uff0c\u4e2d\u79d1\u9662\u535a\u5f08\u5b66\u4e60\u7814\u7a76\u7ec4\u6240\u63d0\u51fa\u6765\u7684\u67b6\u6784\uff0c\u5219\u662f\u57fa\u4e8e\u7aef\u5230\u7aef\u7684<a href='\/index.php\/2026\/01\/01\/%e4%b8%ad%e5%9b%bd%e5%94%af%e4%b8%80%e5%8f%af%e4%bb%a5%e7%8e%a9%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%9a%84%e7%bd%91%e7%ab%99%e6%9b%9d%e5%85%89%e3%80%82%e7%94%b1%e4%b8%ad%e7%a7%91%e9%99%a2%e7%b2%be-2\/' title='\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60' target='_blank'>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60<\/a>\u7b97\u6cd5\u7684\uff0c\uff08\u6b63\u5982\u56fe4\u6240\u5c55\u793a\u7684\u90a3\u6837\uff09\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768021572757_4.png' alt='aaron lin \u5fb7\u5dde\u6251\u514b_AlphaHoldem_\u5174\u519b\u4eae\u6559\u6388' \/><\/p>\n<p>\u56fe 4\uff1a\u7aef\u5230\u7aef\u5b66\u4e60\u5fb7\u5dde\u6251\u514b AI \u5b66\u4e60\u6846\u67b6<\/p>\n<p>\u4f9d\u636e\u56e2\u961f\u4ecb\u7ecd\uff0cAlphaHoldem\u9009\u7528Actor-Critic\u5b66\u4e60\u6846\u67b6\uff0c\u5176\u8f93\u5165\u4e3a\u5361\u724c\u4e0e\u52a8\u4f5c\u7684\u7f16\u7801\uff0c\u63a5\u7740\u501f\u52a9\u4f2a\u5b6a\u751f\u7f51\u7edc\uff08\u7ed3\u6784\u4e00\u6837\u53c2\u6570\u4e0d\u5171\u4eab\uff09\u63d0\u53d6\u7279\u5f81\uff0c\u968f\u540e\u628a\u4e00\u79cd\u6539\u8fdb\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8ddf\u4e00\u79cd\u65b0\u578b\u7684\u81ea\u535a\u5f08\u5b66\u4e60\u7b97\u6cd5\u76f8\u878d\u5408\uff0c\u5728\u4e0d\u4f9d\u9760\u4efb\u4f55\u9886\u57df\u77e5\u8bc6\u7684\u60c5\u5f62\u4e0b\uff0c\u76f4\u63a5\u4ece\u724c\u9762\u4fe1\u606f\u7aef\u5230\u7aef\u5730\u5b66\u4e60\u5019\u9009\u52a8\u4f5c\u6765\u505a\u51fa\u51b3\u7b56\u3002<\/p>\n<p>\u4ed6\u4eec\u53e6\u5916\u8868\u660e\uff0cAlphaHoldem \u7684\u8fd9\u4efd\u6210\u529f\uff0c\u662f\u56e0\u4e3a\u5b83\u8fd0\u7528\u4e86\u8fd9\u6837\u4e00\u79cd\u7f16\u7801\u72b6\u6001\u6709\u6548\u7387\u7684\u65b9\u5f0f\uff0c\u53bb\u5b8c\u6574\u5730\u63cf\u7ed8\u5f53\u4e0b\u4ee5\u53ca\u8fc7\u5f80\u72b6\u6001\u7684\u4fe1\u606f\uff0c\u8fd8\u56e0\u4e3a\u91c7\u7528\u4e86\u67d0\u4e2a\u57fa\u4e8e Trinal &#8211; Clip PPO \u635f\u5931\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5927\u5e45\u63d0\u5347\u8bad\u7ec3\u8fdb\u7a0b\u7684\u7a33\u5b9a\u6027\u4ee5\u53ca\u6536\u655b\u901f\u5ea6\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u8fd8\u501f\u52a9\u4e00\u79cd\u65b0\u578b\u7684 Best &#8211; K \u81ea\u535a\u5f08\u65b9\u5f0f\uff0c\u6709\u6548\u5730\u7f13\u548c\u5fb7\u6251\u535a\u5f08\u91cc\u5b58\u5728\u7684\u7b56\u7565\u514b\u5236\u95ee\u9898\u3002<\/p>\n<p>AlphaHoldem\u8fd0\u7528\u4e86\u4e00\u53f0\u914d\u5907\u516b\u5757GPU\u5361\u7684\u670d\u52a1\u5668\uff0c\u5386\u7ecf\u4e09\u5929\u7684\u81ea\u535a\u5f08\u5b66\u4e60\uff0c\u6218\u80dc\u4e86Slumbot\u548cDeepStack\u3002\u6bcf\u9022\u51b3\u7b56\u65f6\uff0cAlphaHoldem\u4ec5\u7528\u65f6\u4e0d\u52303\u6beb\u79d2\uff0c\u8f83DeepStack\u901f\u5ea6\u63d0\u5347\u8d85\u5343\u500d\u3002\u4e0e\u6b64\u540c\u65f6\uff0cAlphaHoldem\u4e0e\u56db\u4f4d\u9ad8\u6c34\u5e73\u5fb7\u5dde\u6251\u514b\u9009\u624b\u5bf9\u6297\u4e00\u4e07\u5c40\u7684\u6210\u679c\u663e\u793a\u5176\u5df2\u8fbe\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u6c34\u51c6\u3002<\/p>\n<p>3 \u56e2\u961f\u90e8\u5206\u6210\u5458\u4ecb\u7ecd<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768021572757_5.jpg' alt='AlphaHoldem_aaron lin \u5fb7\u5dde\u6251\u514b_\u5174\u519b\u4eae\u6559\u6388' \/><\/p>\n<p>\u540d\u4e3a\u8d75\u6069\u6c11\u7684\u8fd9\u4e2a\u4eba\uff0c\u662f\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\uff0c\u662f\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u6240\uff0c\u6a21\u5f0f\u8bc6\u522b\u548c\u667a\u80fd\u7cfb\u7edf\u4e13\u4e1a\u535a\u56db\u7684\u7814\u7a76\u751f\uff0c\u57282018\u5e74\u4e8e\u6e05\u534e\u5927\u5b66\u62ff\u5230\u4e86\u5de5\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c\u5176\u62e5\u6709\u7740\u8ba1\u7b97\u673a\u6251\u514b\u4ee5\u53ca\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u8fd9\u6837\u7684\u7814\u7a76\u65b9\u5411 \u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/01\/1768021572757_6.png' alt='\u5174\u519b\u4eae\u6559\u6388_AlphaHoldem_aaron lin \u5fb7\u5dde\u6251\u514b' 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