{"id":14477,"date":"2026-03-14T12:10:38","date_gmt":"2026-03-14T04:10:38","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/03\/14\/%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%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bai%e7%a8%8b%e5%ba%8f%ef%bc%8c%e8%be%be%e4%ba%ba%e7%b1%bb%e4%b8%93%e4%b8%9a%e7%8e%a9\/"},"modified":"2026-03-14T12:10:38","modified_gmt":"2026-03-14T04:10:38","slug":"%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%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bai%e7%a8%8b%e5%ba%8f%ef%bc%8c%e8%be%be%e4%ba%ba%e7%b1%bb%e4%b8%93%e4%b8%9a%e7%8e%a9","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/03\/14\/%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%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8bai%e7%a8%8b%e5%ba%8f%ef%bc%8c%e8%be%be%e4%ba%ba%e7%b1%bb%e4%b8%93%e4%b8%9a%e7%8e%a9\/","title":{"rendered":"\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u7814\u53d1\u5fb7\u5dde\u6251\u514bAI\u7a0b\u5e8f\uff0c\u8fbe\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u6c34\u5e73"},"content":{"rendered":"<p>\u7531\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u5174\u519b\u4eae\u7814\u7a76\u5458\u5e26\u9886\u7684\u535a\u5f08\u5b66\u4e60\u7814\u7a76\u7ec4\uff0c\u63d0\u51fa\u4e86\u4e00\u6b3e\u9ad8\u6c34\u5e73\u8f7b\u91cf\u5316\u7684\u4e24\u4eba\u65e0\u9650\u6ce8<a href='\/index.php\/2026\/03\/14\/%e4%bb%80%e4%b9%88%e6%98%af%e4%ba%ba%e6%9c%ba%e6%89%91%e5%85%8b%ef%bc%9alibratus%e4%ba%ba%e6%9c%ba%e6%89%91%e5%85%8b%e7%ae%80%e4%bb%8b-2\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a><a href='\/index.php\/2026\/02\/17\/%e5%9b%bd%e5%86%85%e5%94%af%e4%b8%80%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e7%bd%91%e5%9d%80%e6%9b%9d%e5%85%89%ef%bc%81%e4%b8%ad%e7%a7%91%e9%99%a2%e5%87%ba%e5%93%81%ef%bc%8cai%e5%9c%a8%e7%ba%bf-8\/' title='AI' target='_blank'>AI<\/a>\u7a0b\u5e8f\uff0c\u5b83\u53eb<a href='\/index.php\/2026\/02\/13\/%e5%9b%bd%e5%86%85%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%ef%bc%8c%e4%b8%ad%e7%a7%91%e9%99%a2%e8%af%9a%e6%84%8f\/' title='AlphaHoldem' 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src='\/wp-content\/uploads\/2026\/03\/1773461438367_0.webp' alt='AlphaHoldem \u4eba\u5de5\u667a\u80fd_AlphaHoldem_\u5fb7\u5dde\u6251\u514b\u5386\u53f2\u6700\u5927\u5e95\u6c60' \/><\/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><img src='\/wp-content\/uploads\/2026\/03\/1773461438367_1.webp' alt='AlphaHoldem_\u5fb7\u5dde\u6251\u514b\u5386\u53f2\u6700\u5927\u5e95\u6c60_AlphaHoldem \u4eba\u5de5\u667a\u80fd' \/><\/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\u662f\u6781\u4e3a\u6d41\u884c\u7684\u6251\u514b\u7c7b\u6e38\u620f\uff0c\u5b83\u4e3a\u7814\u7a76\u667a\u80fd\u535a\u5f08\u57fa\u7840\u7406\u8bba\u4e4b\u65f6\u7684\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edd\u4f73\u7684\u8bd5\u9a8c\u5e73\u53f0\uff0c\u540c\u65f6\uff0c\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u6d4b\u8bd5\u5e73\u53f0\u3002\u9996\u5148\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u6240\u6d89\u53ca\u7684\u95ee\u9898\uff0c\u5176\u590d\u6742\u5ea6\u76f8\u5f53\u5927\uff0c\u4e24\u4eba\u8fdb\u884c\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u65f6\uff0c\u51b3\u7b56\u7a7a\u95f4\u7684\u590d\u6742\u5ea6\u8d85\u51fa\u4e86 10 \u7684 161 \u6b21\u65b9\uff1b\u5176\u6b21\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u7684\u8fc7\u7a0b\uff0c\u5c5e\u4e8e\u5178\u578b\u7684\u56de\u5408\u5236\u52a8\u6001\u535a\u5f08\u60c5\u5f62\uff0c\u6e38\u620f\u53c2\u4e0e\u8005\u6bcf\u4e00\u6b65\u505a\u51fa\u7684\u51b3\u7b56\uff0c\u90fd\u4f9d\u8d56\u4e8e\u4e0a\u4e00\u6b65\u7684\u51b3\u7b56\u6700\u7ec8\u7ed3\u679c\uff0c\u5e76\u4e14\u4e0e\u6b64\u540c\u65f6\u4f1a\u5bf9\u540e\u9762\u8981\u8fdb\u884c\u7684\u51b3\u7b56\u6b65\u9aa4\u4ea7\u751f\u5f71\u54cd\uff1b\u53e6\u5916\uff0c\u5fb7\u5dde\u6251\u514b\u535a\u5f08\u5c5e\u4e8e\u5178\u578b\u7684\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\uff0c\u5728\u535a\u5f08\u8fc7\u7a0b\u5f53\u4e2d\uff0c\u73a9\u5bb6\u5404\u81ea\u624b\u4e2d\u5e95\u724c\u7684\u4fe1\u606f\u5904\u4e8e\u4e0d\u516c\u5f00\u72b6\u6001\uff0c\u8fd9\u81f4\u4f7f\u6bcf\u4e2a\u73a9\u5bb6\u6240\u638c\u63e1\u7684\u4fe1\u606f\u90fd\u4e0d\u5b8c\u5907\uff0c\u73a9\u5bb6\u5728\u6bcf\u4e00\u6b65\u505a\u51fa\u51b3\u7b56\u4e4b\u9645\uff0c\u90fd\u5f97\u5145\u5206\u53bb\u8003\u8651\u5bf9\u624b\u7684\u5404\u79cd\u6709\u53ef\u80fd\u51fa\u73b0\u7684\u60c5\u51b5\uff0c\u7531\u6b64\u4fbf\u6d89\u53ca\u5230\u5bf9\u624b\u884c\u4e3a\u4e0e\u5fc3\u7406\u5efa\u6a21\u3001\u6b3a\u8bc8\u4e0e\u53cd\u6b3a\u8bc8\u7b49\u4f17\u591a\u95ee\u9898\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u9274\u4e8e\u5fb7\u5dde\u6251\u514b\u6e38\u620f\u89c4\u5219\u6781\u4e3a\u7b80\u6613\uff0c\u5e76\u4e14\u8fb9\u754c\u6e05\u6670\u660e\u786e\uff0c\u6545\u800c\u683c\u5916\u9002\u5b9c\u7528\u4f5c\u4e00\u4e2a\u865a\u62df\u5b9e\u9a8c\u73af\u5883\uff0c\u4ee5\u6b64\u5bf9\u535a\u5f08\u7684\u76f8\u5173\u57fa\u7840\u7406\u8bba\u65b9\u6cd5\u4ee5\u53ca\u6838\u5fc3\u6280\u672f\u7b97\u6cd5\u5c55\u5f00\u6df1\u5ea6\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\u79f0\u5176\u4e3aCFR\u7b97\u6cd5\uff0c\u53bb\u63a5\u8fd1\u7eb3\u4ec0\u5747\u8861\u7b56\u7565\u3002\u8be6\u7ec6\u6765\u8bb2\uff0c\u6700\u521d\u4f1a\u52a8\u7528\u62bd\u8c61\u6280\u672f\uff0c\u4e5f\u5c31\u662fAbstraction\u6280\u672f\uff0c\u6765\u538b\u7f29\u5fb7\u5dde\u6251\u514b\u7684\u72b6\u6001\u4ee5\u53ca\u52a8\u4f5c\u7a7a\u95f4\uff0c\u501f\u6b64\u51cf\u5c0f\u535a\u5f08\u6811\u7684\u89c4\u6a21\uff0c\u4e4b\u540e\u5728\u7f29\u51cf\u540e\u7684\u535a\u5f08\u6811\u4e0a\u5f00\u5c55CFR\u7b97\u6cd5\u8fed\u4ee3\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5bf9\u4eba\u7c7b\u4e13\u5bb6\u77e5\u8bc6\u8fdb\u884c\u535a\u5f08\u6811\u62bd\u8c61\u5b58\u5728\u4e25\u91cd\u4f9d\u8d56\uff0cCFR \u7b97\u6cd5\u8981\u5bf9\u535a\u5f08\u6811\u7684\u72b6\u6001\u7ed3\u70b9\u6301\u7eed\u8fdb\u884c\u91c7\u6837\u904d\u5386\u4ee5\u53ca\u8fed\u4ee3\u4f18\u5316\uff0c\u5c31\u7b97\u662f\u7ecf\u8fc7\u6a21\u578b\u7f29\u51cf\u540e\uff0c\u4f9d\u65e7\u9700\u8981\u6d88\u8017\u6781\u5927\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0cDeepStack \u8bad\u7ec3\u6700\u7ec8 AI\u7684\u65f6\u5019\uff0c\u4f7f\u7528\u4e86 153 \u4e07\u7684 CPU \u65f6\u4ee5\u53ca 1.3 \u4e07\u7684 GPU \u65f6\uff0c\u5728\u5bf9\u5c40\u9636\u6bb5\u6bcf\u6b21 CFR \u9700\u8981\u7531\u4e00\u4e2a GPU \u8fdb\u884c 1000 \u6b21\u8fed\u4ee3\uff0c\u5e73\u5747\u6bcf\u4e2a\u52a8\u4f5c\u8ba1\u7b97\u8017\u65f6 3 \u79d2\u3002Libratus \u5728\u751f\u6210\u521d\u59cb\u7b56\u7565\u65f6\uff0c\u8017\u6389\u4e86\u5927\u4e8e 300 \u4e07\u7684 CPU \u65f6\uff0c\u6bcf\u6b21\u505a\u51b3\u7b56\u5f97\u641c\u7d22 4 \u79d2\u4ee5\u4e0a\u3002\u5982\u6b64\u8fd9\u822c\u5927\u91cf\u7684\u8ba1\u7b97\u4ee5\u53ca\u5b58\u50a8\u8d44\u6e90\u7684\u8017\u8d39\uff0c\u4e25\u91cd\u5730\u963b\u788d\u4e86\u5fb7\u6251 AI \u7684\u8fdb\u4e00\u6b65\u7814\u7a76\u4e0e\u53d1\u5c55\uff1b\u4e0e\u6b64\u540c\u65f6\uff0cCFR \u6846\u67b6\u5f88\u96be\u76f4\u63a5\u5ef6\u4f38\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\u8fd8\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\u9057\u5931\u4e00\u4e9b\u5bf9\u51b3\u7b56\u8d77\u7740\u81f3\u5173\u91cd\u8981\u4f5c\u7528\u7684\u4fe1\u606f\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/03\/1773461438367_2.webp' alt='AlphaHoldem_AlphaHoldem \u4eba\u5de5\u667a\u80fd_\u5fb7\u5dde\u6251\u514b\u5386\u53f2\u6700\u5927\u5e95\u6c60' \/><\/p>\n<p>\u8868 1\uff1a\u4e0d\u540c\u7b97\u6cd5\u7684\u8bad\u7ec3\u6d4b\u8bd5\u8d44\u6e90\u5bf9\u6bd4<\/p>\n<p>\u4e0e\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\u4e14\u8f7b\u91cf\u578b\u7684\u5fb7\u5dde\u6251\u514bAI\u7a0b\u5e8fAlphaHoldem\uff0c\u5b83\u7684\u6574\u4f53\u67b6\u6784\u5982\u56fe4\u6240\u793a\u3002AlphaHoldem\u8fd0\u7528Actor-Critic\u5b66\u4e60\u6846\u67b6\uff0c\u5176\u8f93\u5165\u662f\u5bf9\u5361\u724c\u4e0e\u52a8\u4f5c\u8fdb\u884c\u7f16\u7801\u7684\u6570\u636e\uff0c\u4e4b\u540e\u7531\u4f2a\u5b6a\u751f\u5377\u79ef\u7f51\u7edc\u6765\u63d0\u53d6\u7279\u5f81\uff0c\u5373\u7ed3\u6784\u76f8\u540c\u4f46\u53c2\u6570\u4e0d\u5171\u4eab\u7684\u90a3\u79cd\u7f51\u7edc\uff0c\u63a5\u7740\u7ecf\u4e24\u4e2a\u5168\u8fde\u63a5\u5c42\u83b7\u53d6\u72b6\u6001\u7684\u9ad8\u5c42\u7279\u5f81\uff0c\u6700\u7ec8\u8f93\u51fa\u52a8\u4f5c\u6982\u7387\u4ee5\u53ca\u4ef7\u503c\u4f30\u8ba1\u3002AlphaHoldem \u83b7\u5f97\u6210\u529f\uff0c\u662f\u56e0\u4e3a\u5b83\u91c7\u7528\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u72b6\u6001\u7f16\u7801\uff0c\u80fd\u5b8c\u6574\u5730\u63cf\u8ff0\u5f53\u524d\u4ee5\u53ca\u5386\u53f2\u72b6\u6001\u4fe1\u606f\uff0c\u8fd8\u91c7\u7528\u4e86\u4e00\u79cd\u57fa\u4e8e Trinal &#8211; Clip PPO \u635f\u5931\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f7f\u8bad\u7ec3\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u901f\u5ea6\u5927\u5e45\u63d0\u9ad8\uff0c\u5e76\u4e14\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u7684 Best &#8211; K \u81ea\u535a\u5f08\u65b9\u5f0f\uff0c\u80fd\u6709\u6548\u5730\u7f13\u89e3\u5fb7\u6251\u535a\u5f08\u91cc\u5b58\u5728\u7684\u7b56\u7565\u514b\u5236\u95ee\u9898\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/03\/1773461438367_3.png' alt='\u5fb7\u5dde\u6251\u514b\u5386\u53f2\u6700\u5927\u5e95\u6c60_AlphaHoldem \u4eba\u5de5\u667a\u80fd_AlphaHoldem' \/><\/p>\n<p>\u56fe 4\uff1a\u7aef\u5230\u7aef\u5b66\u4e60\u5fb7\u5dde\u6251\u514b AI \u5b66\u4e60\u6846\u67b6<\/p>\n<p>\u5fb7\u5dde\u6251\u514b AI \u4e2d\uff0c\u5df2\u6709\u90e8\u5206\u53d7\u9650\u4e8e CFR \u7b97\u6cd5\u5904\u7406\u80fd\u529b\uff0c\u9700\u5bf9\u724c\u9762\u72b6\u6001\u4e0e\u52a8\u4f5c\u4fe1\u606f\u538b\u7f29\uff0c\u5176\u538b\u7f29\u4f18\u52a3\u53d6\u51b3\u4e8e\u5bf9\u5fb7\u6251\u9886\u57df\u77e5\u8bc6\u638c\u63e1\u7a0b\u5ea6\uff0c\u4e14\u4f1a\u96be\u514d\u9020\u6210\u4fe1\u606f\u635f\u5931\u3002AlphaHoldem \u5219\u4e0d\u540c\uff0c\u5b83\u5bf9\u6574\u4e2a\u72b6\u6001\u7a7a\u95f4\u8fdb\u884c\u9ad8\u6548\u7f16\u7801\uff0c\u4e0d\u501f\u52a9\u5fb7\u6251\u9886\u57df\u77e5\u8bc6\u538b\u7f29\u4fe1\u606f\u3002\u5bf9\u4e8e\u5361\u724c\u4fe1\u606f\uff0c\u5b83\u5c06\u5176\u7f16\u7801\u6210\u542b\u591a\u4e2a\u901a\u9053\u7684\u5f20\u91cf\uff0c\u7528\u4ee5\u8868\u793a\u79c1\u6709\u724c\u3001\u516c\u5171\u724c\u7b49\u4fe1\u606f\u3002\u4e8e\u52a8\u4f5c\u4fe1\u606f\u800c\u8a00\uff0cAlphaHoldem \u540c\u6837\u628a\u5b83\u7f16\u7801\u6210\u591a\u901a\u9053\u5f20\u91cf\uff0c\u4ee5\u6b64\u53bb\u8868\u793a\u5404\u73a9\u5bb6\u5f53\u4e0b\u4ee5\u53ca\u8fc7\u5f80\u7684\u52a8\u4f5c\u4fe1\u606f\u3002AlphaHoldem \u7684\u591a\u7ef4\u5f20\u91cf\u72b6\u6001\u8868\u793a\u65b9\u5f0f\uff0c\u4e0d\u4ec5\u5b8c\u6574\u5730\u7f16\u7801\u4e86\u5f53\u4e0b\u548c\u5386\u53f2\u7684\u72b6\u6001\u4fe1\u606f\uff0c\u5e76\u4e14\u6781\u5176\u9002\u5b9c\u4f5c\u4e3a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\u6765\u8fdb\u884c\u7279\u5f81\u7684\u5b66\u4e60\u3002<\/p>\n<p>Trinal &#8211; Clip PPO\u5f3a\u5316\u5b66\u4e60\u5f53\u4e2d\uff0c\u56e0\u4e3a\u4fe1\u606f\u5e76\u975e\u5b8c\u7f8e\uff0c\u4ee5\u53ca\u4e0d\u540c\u5bf9\u624b\u5b58\u5728\u5404\u7c7b\u201c\u8bc8\u552c\u201d\u6b3a\u9a97\u884c\u4e3a\uff0c\u81f4\u4f7f\u5fb7\u5dde\u6251\u514b\u6210\u4e3a\u4e00\u79cd\u7ed3\u679c\u6709\u7740\u5f88\u5f3a\u70c8\u968f\u673a\u6027\u7684\u6e38\u620f\uff0c\u8fd9\u9020\u6210\u5e38\u89c1\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u50cfPPO\u7b49\uff0c\u5176\u8bad\u7ec3\u8fc7\u7a0b\u975e\u5e38\u4e0d\u7a33\u5b9a\uff0c\u5e76\u4e14\u96be\u4ee5\u6536\u655b\u3002AlphaHoldem \u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684 Trinal &#8211; Clip PPO \u635f\u5931\uff0c\u5176\u7528\u4e8e\u6539\u8fdb\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u7684\u7a33\u5b9a\u6027\uff0c\u5b83\u901a\u8fc7\u5f15\u5165 3 \u4e2a\u622a\u65ad\u53c2\u6570\uff0c\u89e3\u51b3\u4e86 PPO \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 \u201c\u5168\u538b\u201d \u7b49\u52a8\u4f5c\u9020\u6210\u7684\u4ef7\u503c\u51fd\u6570\u96be\u4f30\u8ba1\u7684\u95ee\u9898\u3002\u6574\u4f53\u4e0a\u6765\u8bf4\uff0cTrinal &#8211; clip PPO \u635f\u5931\u6709\u6548\u7f13\u89e3\u4e86\u5fb7\u6251\u535a\u5f08\u7684\u5f3a\u968f\u673a\u6027\u9020\u6210\u7684\u7b56\u7565\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u95ee\u9898\uff0c\u8fdb\u800c\u4f7f AlphaHoldem \u8bad\u7ec3\u5f97\u53c8\u5feb\u53c8\u597d\u3002<\/p>\n<p>Best &#8211; K\u81ea\u535a\u5f08\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5fb7\u6251\u6e38\u620f\u91cc\u4e0d\u540c\u7b56\u7565\u4e4b\u95f4\u6709\u7740\u590d\u6742\u7684\u514b\u5236\u5173\u7cfb\uff0c\u8fd9\u81f4\u4f7fNaive\u81ea\u535a\u5f08\u65b9\u6cd5\uff0c\u6216\u662fAlphaGo\u91c7\u7528\u7684Best &#8211; Win\u81ea\u535a\u5f08\u65b9\u6cd5\uff0c\u5728\u5fb7\u6251\u6e38\u620f\u4e2d\u5f88\u96be\u6536\u655b\u3002\u7136\u800c\u8fd0\u7528AlphaStar\u7684\u7fa4\u4f53\u535a\u5f08PBT\uff0c\u795e\u7ecf\u865a\u62df\u81ea\u535a\u5f08NFSP\u7b49\u65b9\u6cd5\u53bb\u8bad\u7ec3\u5fb7\u6251AI\uff0c\u4f1a\u8017\u8d39\u6bd4\u4f20\u7edfCFR\u7b97\u6cd5\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u4e3a\u4e86\u80fd\u591f\u6709\u6548\u5730\u53bb\u5e73\u8861\u8bad\u7ec3\u6548\u7387\u4ee5\u53ca\u6a21\u578b\u6027\u80fd\uff0cAlphaHoldem\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u7684Best-K\u81ea\u535a\u5f08\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u5f53\u4e2d\u6d4b\u8bd5\u5386\u53f2\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4ece\u4e2d\u6311\u9009\u51faK\u4e2a\u6700\u597d\u7684\u6a21\u578b\uff0c\u8ba9\u5176\u4e0e\u73b0\u5728\u7684\u6700\u65b0\u6a21\u578b\u8fdb\u884c\u5bf9\u6253\uff0c\u901a\u8fc7\u8fd9\u6837\u4e0d\u505c\u589e\u5f3a\u5b66\u4e60\u6765\u63d0\u5347\u81ea\u8eab\u6027\u80fd\u3002<\/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\u9636\u6bb5\u7684\u5fb7\u6251AI\u4e88\u4ee5\u4e86\u6bd4\u8f83\uff0c\u6700\u7ec8\u53d1\u89c9AlphaHoldem\u5747\u5177\u5907\u663e\u8457\u7684\u4f18\u52bf\u3002\u5728\u5386\u7ecf 10 \u4e07\u5c40\u7684\u5bf9\u6297\u4e4b\u540e\uff0cAlphaHoldem \u5e73\u5747\u6bcf\u4e00\u5c40\u80fd\u8d62 Slumbot\uff08\u4f5c\u4e3a 2018 \u5e74\u4e16\u754c\u8ba1\u7b97\u673a\u6251\u514b\u5927\u8d5b ACPC \u51a0\u519b\uff0c\u4e14\u5176\u5982\u4eca\u4ecd\u5728\u6301\u7eed\u8fdb\u5316\uff09111.56 mbb\uff0c\u8fd9\u91cc\u7684 111.56 mbb \u662f\u6307\u6bcf 1000 \u624b\u724c\u6240\u8d62\u7684\u5927\u76f2\u6ce8\u6570\u91cf\uff0c\u540c\u65f6\uff0c\u5b83\u8d62 DeepStack\uff08\u6b64\u4e3a\u8bfe\u9898\u7ec4\u8fd0\u7528 120 GPU \u5361\u8bad\u7ec3 3 \u5468\u540e\u590d\u73b0\u7684\u7248\u672c\uff09\u7684\u5e73\u5747\u6bcf\u4e00\u5c40\u6570\u91cf\u662f 16.91 mbb\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5b83\u80fd\u591f\u8fbe\u6210\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u7684\u6c34\u51c6\uff0c\u501f\u52a9\u4e0e4\u4f4d\u4e13\u4e1a\u73a9\u5bb6\u5c55\u5f001\u4e07\u5c40\u7684\u5bf9\u6297\uff0cAlphaHoldem\u5e73\u5747\u6bcf\u5c40\u8d62\u4e13\u4e1a\u73a9\u5bb610.27 mbb\u3002\u6b64\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\u5728\u4e00\u4e2aCPU\u6838\u5fc3\u4e0b\u6bcf\u6b21\u51b3\u7b56\u53ea\u97004\u6beb\u79d2\uff0c\u8fbe\u6210\u4e86\u771f\u6b63\u7684\u65e2\u5feb\u4e14\u4f18\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/03\/1773461438367_4.webp' alt='AlphaHoldem \u4eba\u5de5\u667a\u80fd_\u5fb7\u5dde\u6251\u514b\u5386\u53f2\u6700\u5927\u5e95\u6c60_AlphaHoldem' \/><\/p>\n<p>\u56fe5\uff0cOpenHoldem\u5728\u7ebf\u975e\u5b8c\u5168\u660e\u6670\u4fe1\u606f\u4ea4\u950b\u5bf9\u6297\u5e73\u53f0\u8d77\u59cb\u9875\u9762\u3002<\/p>\n<p>AlphaHoldem\u8fd0\u7528\u4e86\u7aef\u5230\u7aef\u5f3a\u5316\u5b66\u4e60\u7684\u67b6\u6784\uff0c\u6781\u5927\u7a0b\u5ea6\u5730\u524a\u51cf\u4e86\u73b0\u6709\u5fb7\u6251AI\u6240\u9700\u8981\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u4ee5\u53ca\u8ba1\u7b97\u5b58\u50a8\u8d44\u6e90\u7684\u8017\u8d39\uff0c\u5e76\u4e14\u8fbe\u6210\u4e86\u4eba\u7c7b\u4e13\u4e1a\u9009\u624b\u7684\u6c34\u51c6\u3002\u6b64\u6846\u67b6\u662f\u4e00\u4e2a\u901a\u7528\u7684\u7aef\u5230\u7aef\u5b66\u4e60\u67b6\u6784\uff0c\u6211\u4eec\u5df2\u5728\u591a\u4eba\u65e0\u9650\u6ce8\u5fb7\u6251\u65b9\u9762\u8bc1\u5b9e\u4e86\u8be5\u6846\u67b6\u7684\u9002\u7528\u6027\uff0c\u5f53\u4e0b\u6b63\u5728\u63d0\u9ad8\u591a\u4eba\u6a21\u578b\u8bad\u7ec3\u8fdb\u7a0b\u7684\u5b66\u4e60\u6027\u80fd\u3002\u6211\u4eec\u6253\u7b97\u628a AlphaHoldem 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