{"id":12036,"date":"2026-02-15T13:13:45","date_gmt":"2026-02-15T05:13:45","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/02\/15\/science%e8%ae%ba%e6%96%87%e8%af%a6%e8%a7%a3deepstack%e5%87%bb%e8%b4%a5%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e8%81%8c%e4%b8%9a%e7%8e%a9%e5%ae%b6%ef%bc%8cnature%e6%8e%a2%e8%ae%a8%e4%bc%98%e5%8a%a3\/"},"modified":"2026-02-15T13:13:45","modified_gmt":"2026-02-15T05:13:45","slug":"science%e8%ae%ba%e6%96%87%e8%af%a6%e8%a7%a3deepstack%e5%87%bb%e8%b4%a5%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e8%81%8c%e4%b8%9a%e7%8e%a9%e5%ae%b6%ef%bc%8cnature%e6%8e%a2%e8%ae%a8%e4%bc%98%e5%8a%a3","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/02\/15\/science%e8%ae%ba%e6%96%87%e8%af%a6%e8%a7%a3deepstack%e5%87%bb%e8%b4%a5%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e8%81%8c%e4%b8%9a%e7%8e%a9%e5%ae%b6%ef%bc%8cnature%e6%8e%a2%e8%ae%a8%e4%bc%98%e5%8a%a3\/","title":{"rendered":"Science\u8bba\u6587\u8be6\u89e3DeepStack\u51fb\u8d25\u5fb7\u5dde\u6251\u514b\u804c\u4e1a\u73a9\u5bb6\uff0cNature\u63a2\u8ba8\u4f18\u52a3"},"content":{"rendered":"<p>\u9009\u81eaNature\u3001Science<\/p>\n<p>\u673a\u5668\u4e4b\u5fc3\u7f16\u8bd1<\/p>\n<p>\u53c2\u4e0e\uff1a\u5fae\u80d6\u3001\u5434\u6500\u3001\u848b\u601d\u6e90\u3001\u66f9\u745e<\/p>\n<p>\u4e8e\u9876\u7ea7\u804c\u4e1a\u5fb7\u5dde<a href='\/index.php\/2026\/02\/15\/%e4%b8%93%e8%ae%bf%ef%bc%9a%e5%b0%8f%e9%b2%9c%e8%82%89%e8%80%81e%e5%be%b7%e6%89%91%e8%ba%ab%e4%b8%96%e5%a4%a7%e6%8f%ad%e7%a7%98\/' title='\u6251\u514b' target='_blank'>\u6251\u514b<\/a>\u6bd4\u8d5b\u5f53\u4e2d\uff0c\u4eba\u7c7b\u5df2\u7136\u5931\u8d25\uff0c\u8fd9\u80fd\u591f\u79f0\u5f97\u4e0a\u662f\u4eca\u5e74<a href='\/index.php\/2026\/02\/15\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9b%af%e4%b8%8a%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%ef%bc%8c%e9%9a%be%e9%81%93%e7%9c%9f%e8%83%bd%e8%af%bb%e6%87%82%e4%ba%ba%e5%bf%83%ef%bc%9f-2\/' title='\u4eba\u5de5\u667a\u80fd' target='_blank'>\u4eba\u5de5\u667a\u80fd<\/a>\u9886\u57df\u7684\u9996\u4e2a\u91cd\u5927\u4e8b\u4ef6\uff0c\u53ef\u53c2\u8003\u673a\u5668\u4e4b\u5fc3\u7684\u62a5\u9053\uff0c\u5176\u62a5\u9053\u540d\u4e3a\u300a\u91cd\u78c5 |\u5fb7\u6251\u4eba\u673a\u5927\u6218\u6536\u5b98\uff0c<a href='\/index.php\/2026\/02\/12\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%9c%a8%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%af%94%e8%b5%9b%e4%b8%ad%e6%88%98%e8%83%9c%e4%ba%ba%e7%b1%bb%e7%8e%a9%e5%ae%b6\/' title='Libratus' target='_blank'>Libratus<\/a>\u51fb\u8d25\u4e16\u754c\u9876\u5c16\u6251\u514b\u9009\u624b\u300b\u4ee5\u53ca\u300a\u5b66\u754c | \u65b0\u8bba\u6587\u63d0\u51fa\u73a9\u6251\u514b\u4eba\u5de5\u667a\u80fd <a href='\/index.php\/2026\/02\/11\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%94%bb%e9%99%b7%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%ef%bc%8c%e5%9b%b4%e6%a3%8b%e5%b7%b2%e8%a2%ab%e9%a2%a0%e8%a6%86\/' title='DeepStack' target='_blank'>DeepStack<\/a>\uff1a\u5df2\u8fbe\u804c\u4e1a\u73a9\u5bb6\u6c34\u5e73\u300b\u3002\u65e9\u524d\u7684\u4eca\u5929\uff0c\u6709\u5173DeepStack\u7684\u6b63\u5f0f\u8bba\u6587\uff0c\u7ec8\u4e8e\u5728\u9876\u7ea7\u520a\u7269Science\u7684\u7f51\u7ad9\u90a3\u513f\u53d1\u5e03\u4e86\uff0c\u5e76\u4e14\u8fd8\u83b7\u5f97\u4e86Nature\u3001\u79d1\u5b66\u7f8e\u56fd\u4eba\u4ee5\u53caIEEE Spectrum\u7b49\u8bf8\u591a\u79d1\u5b66\u4e0e\u79d1\u6280\u5e73\u53f0\u7684\u5173\u6ce8\uff0c\u4ee5\u53ca\u4f20\u64ad\u3002\u673a\u5668\u4e4b\u5fc3\u4e8e\u6b64\u5904\u7f16\u8bd1\u4e86Nature\u7684\u76f8\u5173\u4ecb\u7ecd\u6587\u7ae0\uff0c\u800c\u4e14\u5728\u6587\u540e\u9644\u4e0a\u4e86Science\u4e0a\u6700\u65b0\u7248\u8bba\u6587\u7684\u6458\u8981\u4ecb\u7ecd\u3002\u539f\u8bba\u6587\u80fd\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u53bb\u67e5\u9605\u3002<\/p>\n<p>\u65e0\u9650\u5236\u5fb7\u5dde\u6251\u514b\u9886\u57df\u4e2d\uff0c\u4eba\u7c7b\u91cc\u7684\u9876\u7ea7\u804c\u4e1a\u73a9\u5bb6\uff0c\u5df2\u7136\u88ab\u4eba\u5de5\u667a\u80fdbot\u7ed9\u51fb\u8d25\u4e86\u3002<\/p>\n<p>\u4e00\u79cd\u540d\u4e3a\u5fb7\u5dde\u6251\u514b\u7684\u7275\u626f\u4f17\u591a\u6709\u96be\u5ea6\u7684\u6251\u514b\u6e38\u620f\uff0c\u5df2\u7ecf\u88ab\u4eba\u5de5\u667a\u80fd\u4e5f\u5c31\u662f AI \u7ed9\u638c\u63e1\u4e86\u3002\u5e76\u4e14\uff0c\u8fd9\u4e2a\u6e38\u620f\u5e76\u975e\u53ea\u906d\u9047\u4e00\u6b21\u88ab\u653b\u514b\u5883\u5730\uff0c\u4e24\u4e2a\u4e0d\u4e00\u6837\u7684\u5f00\u5c55\u7814\u7a76\u7684\u56e2\u961f\u6240\u7814\u53d1\u7684 bot\uff0c\u90fd\u5728\u4e00\u5bf9\u4e00\u8fdb\u884c\u7684\u5fb7\u5dde\u6251\u514b\u6bd4\u8d5b\u5f53\u4e2d\uff0c\u8fbe\u6210\u4e86\u6218\u80dc\u4eba\u7c7b\u7684\u4e86\u4e0d\u8d77\u884c\u4e3a\u3002\u771f\u7684\u7279\u522b\u671f\u671b\u80fd\u591f\u76ee\u7779\u5b83\u4eec\u76f8\u4e92\u4e4b\u95f4\u5c55\u5f00\u4e00\u573a\u5bf9\u6218\uff01<\/p>\n<p>\u6700\u5148\u8fbe\u6210\u8fd9\u4e00\u80dc\u5229\u7684 Bot \u662f\u7531\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u7814\u53d1\u7684 DeepStack\uff0c\u6b64\u6210\u679c\u6210\u529f\u7684\u80cc\u540e\u8fd8\u6709\u6765\u81ea\u6377\u514b\u7684\u67e5\u5c14\u65af\u5927\u5b66\u4ee5\u53ca\u5e03\u62c9\u683c\u6377\u514b\u7406\u5de5\u5927\u5b66\u7684\u52a9\u529b\u3002\u4e00\u4e2a\u6708\u4e4b\u540e\uff0c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u6240\u7814\u5236\u7684 Libratus \u518d\u5ea6\u4e8e\u548c\u4eba\u7c7b\u7684\u7ade\u8d5b\u91cc\u83b7\u53d6\u4e86\u80dc\u5229\u3002<\/p>\n<p>\u5f80\u6614\u7684\u5341\u5e74\u65f6\u95f4\u5f53\u4e2d\uff0c\u8fd9\u4e9b\u56e2\u961f\u59cb\u7ec8\u5728\u5f7c\u6b64\u6fc0\u52b1\uff0c\u6765\u6253\u9020\u66f4\u4e3a\u51fa\u8272\u7684Bot\uff0c\u5f53\u4e0b\uff0cDeepStack\u80cc\u540e\u7684\u56e2\u961f\u628a\u5b83\u4eba\u5de5\u667a\u80fd\u7684\u7ec6\u8282\u6b63\u5f0f\u53d1\u8868\u4e8eScience\u4e4b\u4e0a\uff0cNature\u4e8e\u8fd9\u7bc7\u6587\u7ae0\u91cc\u5bf9\u8fd9\u4e24\u4e2a\u4eba\u5de5\u667a\u80fd\u7684\u539f\u7406\u4e88\u4ee5\u4ecb\u7ecd\uff0c\u5e76\u4e14\u63a2\u8ba8\u4e86\u8fd9\u5bf9\u4e8e\u5728\u7ebf\u8d4c\u535a\u7684\u610f\u4e49\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u8fd8\u6709\u54ea\u4e9b\u5c1a\u672a\u88ab\u5f81\u670d\u7684\u76ee\u6807\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8005\u5e94\u8be5\u5173\u5fc3\u6251\u514b\uff1f<\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u5df2\u7136\u638c\u63e1\u4e86\u597d\u4e9b\u79cd\u68cb\u76d8\u6e38\u620f\uff0c\u5176\u4e2d\u6db5\u76d6\u56fd\u9645\u8c61\u68cb\uff0c\u8fd8\u5305\u62ec\u6218\u7565\u6781\u4e3a\u590d\u6742\u7684\u56f4\u68cb\u3002\u7136\u800c\uff0c\u6251\u514b\u4e0e\u8fd9\u7c7b\u6e38\u620f\u7684\u5173\u952e\u6027\u4e0d\u540c\u70b9\u5728\u4e8e\u5176\u589e\u6dfb\u4e86\u590d\u6742\u6027\uff0c\u5373\u73a9\u5bb6\u5f97\u5728\u4fe1\u606f\u4e0d\u5168\u7684\u72b6\u51b5\u4e0b\uff0c\u63a8\u7b97\u51fa\u5bf9\u624b\u7684\u7b56\u7565\u3002\u4ed6\u4eec\u5f97\u601d\u7d22\u5bf9\u624b\u624b\u4e2d\u4f1a\u6301\u6709\u4ec0\u4e48\u6837\u7684\u724c\uff0c\u4ee5\u53ca\u5bf9\u624b\u4f1a\u4f9d\u636e\u5148\u524d\u4e0b\u7684\u6ce8\u600e\u6837\u53bb\u731c\u6d4b\u81ea\u5df1\u3002<\/p>\n<p>\u6211\u4eec\u7684\u95ee\u9898\u89e3\u51b3\u573a\u666f\uff0c\u50cf\u62cd\u5356\u3001\u91d1\u878d\u8c08\u5224\u8fd9\u7c7b\uff0c\u80fd\u901a\u8fc7\u8fd9\u79cd\u300c\u4e0d\u5b8c\u7f8e\u4fe1\u606f\uff08imperfect information\uff09\u300d\u7c7b\u535a\u5f08\u53cd\u6620\u51fa\u6765\uff0c\u6251\u514b\u4e5f\u7531\u6b64\u6210\u4e3a\u80fd\u4f53\u73b0\u8fd9\u4e9b\u573a\u666f\u7684\u4eba\u5de5\u667a\u80fd\u6d4b\u8bd5\u5e73\u53f0\u3002<\/p>\n<p>2015\u5e74\uff0c\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u56e2\u961f\u89e3\u51b3\u4e86\u6709\u9650\u53cc\u4eba\u6251\u514b\u96be\u9898\uff0c\u7b97\u6cd5\u7834\u89e3\u4e86\u66f4\u4e3a\u7b80\u4fbf\u7684\u6251\u514b\u5f62\u5f0f\uff0cDeepStack\u548cLibratus\u73a9\u7684\u53cc\u4eba\u535a\u5f08\u867d\u4ecd\u662f\u53cc\u4eba\u535a\u5f08\uff0c\u53ef\u5374\u662f\u65e0\u9650\u5236\u89c4\u5219\uff0c\u5bf9\u4eba\u5de5\u667a\u80fd\u800c\u8a00\uff0c\u6b64\u6311\u6218\u56f0\u96be\u5f97\u591a\u3002<\/p>\n<p>\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u4ea4\u6218\u60c5\u51b5\u5982\u4f55\uff1f<\/p>\n<p>\u53bb\u5e74\uff0c11\u6708\u521d\uff0c\u5728\u56db\u5468\u4e4b\u65f6\uff0cDeepStack\u6253\u8d25\u4e8611\u4f4d\u804c\u4e1a\u9009\u624b\u4e2d\u768410\u4f4d\uff0c\u4ece\u7edf\u8ba1\u65b9\u9762\u6765\u770b\uff0c\u8d62\u7684\u4f18\u52bf\u6781\u4e3a\u663e\u8457\uff0c\u5e76\u4e14\u4e0e\u6bcf\u4e00\u4f4d\u5bf9\u624b\u90fd\u73a9\u4e863000\u624b\u3002<\/p>\n<p>\u7ee7\u800c\uff0c\u5728\u4eca\u5e74 1 \u6708\u4e4b\u65f6\uff0cLibratus \u6218\u80dc\u4e86\u56db\u4f4d\u66f4\u4e3a\u51fa\u8272\u7684\u804c\u4e1a\u9009\u624b\uff08\u5373\u4e13\u5bb6\u7ea7\u6251\u514b\u73a9\u5bb6\uff09\uff0c\u6574\u4f53\u603b\u5171\u4ea4\u6536 12 \u4e07\u591a\u624b\uff0c\u6700\u7ec8\uff0c\u8ba1\u7b97\u673a\u8d62\u5f97\u4e86\u7ea6\u4e3a 180 \u4e07\u7f8e\u5143\u7684\u7b79\u7801\u3002<\/p>\n<p>\u7b97\u6cd5\u80cc\u540e\u7684\u6570\u5b66\u539f\u7406\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u5173\u4e8e<a href='\/index.php\/2026\/02\/15\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9b%af%e4%b8%8a%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%ef%bc%8c%e9%9a%be%e9%81%93%e7%9c%9f%e8%83%bd%e8%af%bb%e6%87%82%e4%ba%ba%e5%bf%83%ef%bc%9f-2\/' title='\u535a\u5f08\u8bba' target='_blank'>\u535a\u5f08\u8bba<\/a>\uff0c\u4e5f\u5c31\u662f game theory\uff0c\u4e0d\u7ba1\u5bf9\u624b\u53bb\u9009\u62e9\u54ea\u4e00\u79cd\u7b56\u7565\uff0c\u8fd9\u4e24\u4e2a\u65e8\u5728\u641c\u5bfb\u4e00\u4e2a\u80fd\u786e\u4fdd\u4e0d\u4f1a\u4ea7\u751f\u635f\u5931\u7b56\u7565\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u7531\u4e8e\u4e00\u5bf9\u4e00\u6251\u514b\u5c5e\u4e8e\u96f6\u548c\u6e38\u620f\uff0c\u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u535a\u5f08\u65b9\u7684\u635f\u5931\u5373\u4e3a\u5176\u5bf9\u624b\u7684\u83b7\u5229\uff0c\u535a\u5f08\u8bba\u8bc1\u5b9e\u4e86\u8fd9\u79cd\u6700\u4f18\u51b3\u7b56\u5e38\u5e38\u5b58\u5728\u3002\u4eba\u7c7b\u73a9\u5bb6\u6216\u8bb8\u4f1a\u5229\u7528\u5f31\u5bf9\u624b\u7684\u9519\u8bef\u6765\u83b7\u53d6\u66f4\u5927\u6536\u76ca\uff0c\u4f46\u6b64\u7b56\u7565\u5bf9\u4eba\u5de5\u667a\u80fd\u4e0d\u8d77\u4f5c\u7528\uff0c\u5b83\u53ea\u662f\u5355\u7eaf\u4e3a\u4e86\u80dc\u5229\u53bb\u535a\u5f08\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u4f1a\u88ab\u5bf9\u624b\u6545\u610f\u5938\u5f20\u7684\u884c\u4e3a\u5413\u5230\u3002<\/p>\n<p>\u4ee5\u5f80\u6251\u514b\u6e38\u620f\u7b97\u6cd5\u901a\u5e38\u5c1d\u8bd5\u9884\u5148\u62df\u5b9a\u7b56\u7565\uff0c\u501f\u7531\u8ba1\u7b97\u5927\u89c4\u6a21\u7684\u300c\u535a\u5f08\u6811\u300d\u5fb7\u4fe1\u7ade\u6280\uff0c\u8fdb\u800c\u627e\u51fa\u6e38\u620f\u53ef\u80fd\u5448\u73b0\u7684\u5404\u5f02\u65b9\u5f0f\u4ee5\u53ca\u5168\u90e8\u89e3\u51b3\u65b9\u6848\uff0c\u7136\u800c\u8be5\u7b97\u6cd5\u5bfb\u89c5\u5230\u5c55\u5f00\u53ef\u80fd\u6027\u6570\u91cf\u6781\u4e3a\u5e9e\u5927\uff0c\u63a5\u7740\u8981\u5bf9\u8fd910^160\u6b21\u65b9\u53ef\u80fd\u6027\u7ed9\u4e88\u6620\u5c04\u53c8\u7edd\u65e0\u53ef\u80fd\uff0c\u56e0\u6b64\u4fbf\u6709\u7814\u7a76\u8005\u51b3\u5b9a\u8fd0\u7528\u66f4\u5c11\u53ef\u80fd\u6027\u53bb\u89e3\u51b3\u95ee\u9898\uff1b\u4e8e\u4e00\u573a\u535a\u5f08\u91cc\uff0c\u7b97\u6cd5\u4f1a\u628a\u73b0\u573a\u60c5\u5f62\u540c\u5148\u524d\u8ba1\u7b97\u60c5\u5f62\u52a0\u4ee5\u6bd4\u8f83\uff0c\u63a5\u4e0b\u6765\u7b97\u6cd5\u4f1a\u627e\u51fa\u6700\u4e3a\u63a5\u8fd1\u7684\u90a3\u4e2a\uff0c\u968f\u540e\u4ece\u8868\u4e2d\u300c\u8f6c\u6362\u300d\u76f8\u5e94\u52a8\u4f5c\u3002<\/p>\n<p>\u7136\u800c\uff0c\u73b0\u5728DeepStack\u627e\u5230\u4e86\u5b9e\u65f6\u8ba1\u7b97\u89e3\u51b3\u65b9\u6848\u7684\u65b9\u6cd5\uff0c\u540c\u65f6\uff0cLibratus\u4e5f\u627e\u5230\u4e86\u5b9e\u65f6\u8ba1\u7b97\u89e3\u51b3\u65b9\u6848\u7684\u65b9\u6cd5\uff0c\u8fd9\u5c31\u5982\u540c\u4e0b\u8c61\u68cb\u7684\u7535\u8111\u90a3\u6837\uff0c\u53c8\u5982\u540c\u4e0b\u56f4\u68cb\u7684\u7535\u8111\u90a3\u822c\u3002<\/p>\n<p>\u5982\u4f55\u6bd4\u8f83\u8fd9\u4e24\u4e2a\u4eba\u5de5\u667a\u80fd\uff1f<\/p>\n<p>DeepStack\u4e0d\u4f1a\u63d0\u524d\u7b97\u51fa\u6574\u4e2a\u535a\u5f08\u6811\uff0c\u800c\u662f\u5728\u6e38\u620f\u7684\u6bcf\u4e00\u4e2a\u8282\u70b9\uff0c\u91cd\u65b0\u8ba1\u7b97\u4e00\u5c0f\u6bb5\u53ef\u80fd\u6027\u7684\u6811\u3002<\/p>\n<p>\u6709\u8fd9\u6837\u4e00\u79cd\u65b9\u6cd5\uff0c\u5b83\u662f\u7531\u5f00\u53d1\u8005\u501f\u52a9\u6df1\u5ea6\u5b66\u4e60\u521b\u9020\u51fa\u6765\u7684\uff0c\u800c\u8fd9\u79cd\u6280\u672f\u8fd0\u7528\u4e86\u4e00\u79cd\u67b6\u6784\uff0c\u8be5\u67b6\u6784\u540d\u4e3a\u795e\u7ecf\u7f51\u7edc\uff0c\u5176\u53d7\u5230\u5927\u8111\u542f\u53d1\uff0c\u6b63\u662f\u5728\u8fd9\u79cd\u67b6\u6784\u7ed9\u4e88\u7684\u5e2e\u52a9\u4e4b\u4e0b\uff0c\u8ba1\u7b97\u673a\u6253\u8d25\u4e86\u4e16\u754c\u4e0a\u9876\u5c16\u7684\u4e00\u4f4d\u56f4\u68cb\u68cb\u624b\u3002<\/p>\n<p>DeepStack\u73a9\u4e861100\u4e07\u79cd\u6e38\u620f\u573a\u666f\uff0c\u5728\u6bcf\u4e00\u4e2a\u573a\u666f\u91cc\u8fdb\u884c\u5b66\u4e60\uff0c\u5b83\u5728\u6e38\u620f\u4e2d\u83b7\u5f97\u4e86\u4e00\u79cd\u5728\u67d0\u4e2a\u7ed9\u5b9a\u70b9\u83b7\u80dc\u53ef\u80fd\u6027\u7684\u300c\u76f4\u89c9\u300d\uff0c\u8fd9\u4f7f\u5b83\u80fd\u591f\u5728\u76f8\u5bf9\u8f83\u77ed\u7684\u65f6\u95f4\u5185\uff08\u5927\u7ea65\u79d2\uff09\u8fdb\u884c\u66f4\u5c11\u7684\u53ef\u80fd\u6027\u8ba1\u7b97\uff0c\u8fdb\u800c\u4f5c\u51fa\u5b9e\u65f6\u51b3\u7b56\u3002<\/p>\n<p>\u56e2\u961fLibratus\u73b0\u4e0b\u5e76\u672a\u5bf9\u5916\u516c\u5e03\u4ed6\u4eec\u7684\u529e\u6cd5\uff0c\u6545\u800c\u8be5\u7a0b\u5e8f\u7a76\u7adf\u600e\u6837\u8fd0\u884c\u7684\u4f9d\u65e7\u4e0d\u660e\u767d\u3002\u4e0d\u8fc7\u6211\u4eec\u5df2\u7136\u6e05\u695a\u7684\u77e5\u6653\uff0c\u5b83\u4f9d\u6258\u9884\u5148\u8ba1\u7b97\u53ef\u80fd\u6027\u4ee5\u53ca\u201c\u8f6c\u5316\u201d\u7684\u65b9\u5f0f\uff0c\u5c3d\u7ba1\u5b83\u5728\u6e38\u620f\u51fa\u73b0\u8f83\u591a\u4fe1\u606f\u4e4b\u9645\u4f1a\u5bf9\u7b56\u7565\u4f5c\u51fa\u6539\u8fdb\u3002\u800c\u5728\u53e6\u4e00\u65b9\u9762\uff0c\u968f\u7740\u53ef\u80fd\u7684\u7ed3\u679c\u8303\u7574\u8d8a\u53d1\u53d8\u7a84\uff0c\u7b97\u6cd5\u80fd\u591f\u5b9e\u65f6\u7cbe\u786e\u8ba1\u7b97\u51fa\u89e3\u51b3\u4e4b\u9053\u3002<\/p>\n<p>Libratus\u5b58\u5728\u4e00\u4e2a\u5b66\u4e60\u5143\u7d20\uff0c\u5176\u5f00\u53d1\u8005\u7ed9\u5b83\u6dfb\u52a0\u4e86\u4e00\u4e2a\u81ea\u6211\u63d0\u5347\u6a21\u5757\uff0c\u8fd9\u4e2a\u6a21\u5757\u80fd\u591f\u81ea\u52a8\u5256\u6790\u8be5Bot\u7684\u73a9\u724c\u7b56\u7565\uff0c\u8fdb\u800c\u5f97\u4ee5\u77e5\u6653\u4e00\u4e2a\u5bf9\u624b\u4f1a\u600e\u6837\u501f\u52a9\u5b83\u7684\u7f3a\u70b9\uff0c\u63a5\u7740\u5b83\u4eec\u8fd0\u7528\u8fd9\u4e9b\u4fe1\u606f\u6765\u6c38\u4e45\u6027\u4fee\u590d\u8fd9\u4e9b\u6f0f\u6d1e\u3002<\/p>\n<p>\u8fd9\u4e24\u79cd\u65b9\u6cd5\u6240\u9700\u7684\u8ba1\u7b97\u80fd\u529b\u660e\u663e\u4e0d\u540c\uff0cDeepStack \u7684\u8bad\u7ec3\u52a8\u7528\u4e86175\u4e2a\u6838\u5fc3\u5e74\uff0c\u8fd9\u7b49\u540c\u4e8e\u8fd0\u884c\u4e00\u4e2a\u5904\u7406\u5355\u5143150\u5e74\uff0c\u6216\u8005\u8fd0\u884c\u51e0\u767e\u53f0\u8ba1\u7b97\u673a\u51e0\u4e2a\u6708\uff0c\u5e76\u4e14\u5728\u6bd4\u8d5b\u671f\u95f4\uff0c\u5b83\u80fd\u591f\u5728\u5355\u4e00\u4e00\u53f0\u7b14\u8bb0\u672c\u4e0a\u5f00\u5c55\u5de5\u4f5c\uff0c\u800c Libratus \u6070\u6070\u76f8\u53cd\uff0c\u5728\u6bd4\u8d5b\u4e4b\u524d\u4ee5\u53ca\u6bd4\u8d5b\u671f\u95f4\u90fd\u914d\u5907\u4e86\u4e00\u53f0\u8d85\u7ea7\u8ba1\u7b97\u673a\uff0c\u8fd9\u5927\u7ea6\u76f8\u5f53\u4e8e2900\u4e2a\u6838\u5fc3\u5e74\u3002<\/p>\n<p>\u5b83\u4eec\u4f1a bluff \u5417\uff1f<\/p>\n<p>\u80fd\u3002\u4f17\u4eba\u5e38\u5e38\u89c9\u5f97\u552c\u724c\u662f\u4eba\u7c7b\u6240\u5177\u5907\u7684\u672c\u4e8b\u7136\u800c\u5bf9\u4e8e\u4e00\u53f0\u8ba1\u7b97\u673a\u6765\u8bb2\u8bfb\u4e0d\u660e\u767d\u5bf9\u624b\u6ca1\u4ec0\u4e48\u5173\u8054\u5b83\u4eec\u6240\u8981\u505a\u7684\u4fbf\u662f\u53bb\u5904\u7406\u535a\u5f08\u80cc\u540e\u7684\u6570\u5b66\u9053\u7406\u3002bluff\u4e3b\u8981\u662f\u4e00\u79cd\u8ba1\u7b56\u7528\u4ee5\u4fdd\u8bc1\u73a9\u5bb6\u7684\u4e0b\u6ce8\u65b9\u5f0f\u4e0d\u4f1a\u4f7f\u5bf9\u624b\u5bdf\u89c9\u5230\u4ed6\u4eec\u624b\u4e2d\u7684\u724c\u3002<\/p>\n<p>\u597d\u5427\uff0c\u54ea\u4e2a\u7ed3\u679c\u66f4\u4eae\u773c\uff1f<\/p>\n<p>\u5173\u952e\u5f97\u770b\u4f60\u662f\u5411\u8c01\u53d1\u95ee\u4e86\uff0c\u4e13\u5bb6\u6709\u53ef\u80fd\u5728\u65b9\u6cd5\u7684\u7e41\u6742\u9519\u4e71\u4e4b\u5904\u95ea\u70c1\u5176\u8bcd\uff0c\u7136\u800c\uff0c\u5c31\u6574\u4f53\u6765\u8bba\uff0c\u8fd9\u4e24\u4e2a\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u90fd\u5df2\u7136\u73a9\u4e86\u6570\u91cf\u53ef\u89c2\u7684\u724c\u5c40\uff0c\u83b7\u5f97\u4e86\u7edf\u8ba1\u5b66\u5c42\u9762\u663e\u8457\u7684\u80dc\u5229\uff0c\u5e76\u4e14\u5bf9\u624b\u7686\u662f\u804c\u4e1a\u73a9\u5bb6\u3002<\/p>\n<p>Libratus\u8fdb\u884c\u4e86\u66f4\u591a\u624b\u7684\u535a\u5f08\uff0c\u7136\u800c\uff0cDeepStack\u5374\u4e0d\u5b58\u5728\u8fd9\u6837\u505a\u7684\u5fc5\u8981\u6027\uff0c\u8fd9\u662f\u7531\u4e8e\u5176\u56e2\u961f\u8fd0\u7528\u4e86\u6210\u719f\u7684\u7edf\u8ba1\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u53ef\u4ece\u6570\u91cf\u8f83\u5c11\u7684\u535a\u5f08\u91cc\u8bc1\u5b9e\u6bd4\u8d5b\u7684\u7ed3\u679c\u3002\u76f8\u8f83\u4e8eDeepStack\uff0cLibratus\u6218\u80dc\u4e86\u8fdc\u6bd4\u5176\u4f18\u79c0\u7684\u804c\u4e1a\u9009\u624b\uff0c\u53ef\u662f\uff0c\u5e73\u5747\u800c\u8a00\uff0cDeepStack\u6240\u8d62\u5f97\u7684\u4f18\u52bf\u66f4\u4e3a\u663e\u8457\u3002<\/p>\n<p>\u4e24\u4e2a\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4f1a\u4e00\u8f83\u9ad8\u4e0b\u5417\uff1f<\/p>\n<p>\u6216\u8bb8\u662f\u8fd9\u6837\u7684\u3002\u6709\u4e00\u70b9\u662f\u6bd4\u8f83\u68d8\u624b\u7684\uff0c\u90a3\u5c31\u662f\u8ba1\u7b97\u80fd\u529b\u5b58\u5728\u7740\u8f83\u5927\u7684\u5dee\u522b\uff0c\u6240\u4ee5\u8fd9\u6837\u4e00\u6765\u4f1a\u5f71\u54cd\u6e38\u620f\u7684\u901f\u5ea6\u3002\u800c\u96be\u4ee5\u5b58\u5728\u8fd9\u6837\u4e00\u79cd\u60c5\u51b5\uff0c\u5373\u6211\u4eec\u80fd\u591f\u627e\u5230\u53cc\u65b9\u90fd\u8d5e\u540c\u7684\u6e38\u620f\u89c4\u5219\u3002<\/p>\n<p>\u963f\u5c14\u4f2f\u5854\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\uff0cMichael Bowling\uff0cDeepStack \u7684\u7814\u53d1\u8005\u4e4b\u4e00\uff0c\u79f0\u4ed6\u7684\u56e2\u961f\u6253\u7b97\u4e0e Libratus \u6bd4\u8d5b\u3002\u7136\u800c\uff0cLibratus \u7684\u7814\u53d1\u8005\uff0cCMU \u7684 Tuomas Sandholm \u8868\u793a\uff0c\u4ed6\u4eec\u60f3\u5148\u77a7\u77a7 DeepStack \u6253\u8d25 Baby Tartanian 8\uff0c\u90a3\u662f\u4ed6\u4eec\u56e2\u961f\u8f83\u65e9\u671f\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u80fd\u529b\u4e5f\u7a0d\u5f31\u4e00\u4e9b\u3002<\/p>\n<p>Bowling\u5f3a\u8c03\uff0c\u9700\u6ce8\u610f\u7684\u662f\uff0c\u80dc\u8005\u4e0d\u4e00\u5b9a\u5c31\u610f\u5473\u7740\u5b83\u662f\u66f4\u597d\u7684\u673a\u5668\u4eba\u7a0b\u5e8f\u3002\u5927\u5bb6\u90fd\u5728\u5c3d\u529b\u8ba9\u6bd4\u8d5b\u8d8b\u4e8e\u5b8c\u7f8e\uff0c\u7136\u800c\uff0c\u6700\u63a5\u8fd1\u5b8c\u7f8e\u7684\u7b56\u7565\u5e76\u4e0d\u603b\u4f1a\u5728\u6b63\u9762\u4ea4\u950b\u91cc\u51fa\u73b0\u3002\u4e00\u65b9\u6709\u53ef\u80fd\u5076\u7136\u51fb\u4e2d\u5bf9\u65b9\u7684\u7b56\u7565\u6f0f\u6d1e\uff0c\u4e0d\u8fc7\uff0c\u8fd9\u5e76\u4e0d\u4ee3\u8868\u6574\u4f53\u7b56\u7565\u4e0a\u5c31\u5b58\u5728\u66f4\u591a\u6216\u66f4\u5927\u7684\u6f0f\u6d1e\u3002\u9664\u975e\u4e00\u4e2a\u56e2\u961f\u4ee5\u660e\u663e\u4f18\u52bf\u83b7\u80dc\uff0cBowling\u8bf4\uff0c\u201c\u6211\u7684\u611f\u89c9\u662f\u5b83\u4e0d\u4f1a\u5982\u4eba\u7c7b\u671f\u671b\u7684\u90a3\u822c\u535a\u95fb\u5f3a\u8bc6\u3002\u201d\u3002<\/p>\n<p>\u5728\u7ebf\u6251\u514b\u662f\u4e0d\u662f\u6ca1\u5f97\u73a9\u513f\u4e86\uff1f<\/p>\n<p>\u4e0d\u5927\u53ef\u80fd\u3002\u5c3d\u7ba1\u9876\u7ea7\u5c42\u9762\u7684\u73a9\u5bb6\u5df2\u7136\u7740\u624b\u5f00\u5c55\u9488\u5bf9\u673a\u5668\u7684\u5bf9\u6297\u8bad\u7ec3\uff0c\u7136\u800c\uff0c\u597d\u591a\u5728\u7ebf\u5f62\u5f0f\u7684\u6251\u514b\u8d4c\u573a\u4f9d\u65e7\u5bf9\u73a9\u5bb6\u5728\u8d5b\u4e8b\u91cc\u8fd0\u7528\u673a\u5668\u4eba\u4e88\u4ee5\u7981\u6b62\u3002<\/p>\n<p>\u54ea\u6015\u8ba1\u7b97\u673a\u5df2\u7136\u8fbe\u6210\u4e86\u4e00\u4e2a\u5bf9\u4eba\u7c7b\u8fdb\u884c\u5f81\u670d\u7684\u91cc\u7a0b\u7891\uff0c\u968f\u540e\u53c8\u8981\u53bb\u5f81\u670d\u4ec0\u4e48\u5462\uff1f<\/p>\n<p>\u54ea\u51e0\u5ea7\u9ad8\u5c71\u6b63\u7b49\u7740\u6211\u4eec\u5440\uff0c\u5b58\u5728\u7740\u597d\u4e9b\u5c1a\u672a\u88ab\u5f81\u670d\u7684\u6e38\u620f\u5462\uff0c\u50cf\u6865\u724c\uff0c\u5176\u89c4\u5219\u7e41\u6742\u5f97\u591a\uff0c\u6240\u4ee5\u76ee\u6807\u4e5f\u6ca1\u90a3\u4e48\u660e\u6670\u4e86\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4e24\u4e2a\u56e2\u961f\u5fc5\u7136\u662f\u8981\u53bb\u5f81\u670d\u591a\u4eba\u6251\u514b\u7684\uff0c\u8fd9\u5c31\u610f\u5473\u7740\u5927\u5bb6\u5dee\u4e0d\u591a\u5f97\u4ece\u5934\u5f00\u59cb\uff0c\u539f\u56e0\u5728\u4e8e\u96f6\u548c\u535a\u5f08\u7406\u8bba\u5e76\u4e0d\u9002\u7528\u4e8e\u5b83\u4eec\uff0c\u5728\u4e09\u4eba\u6251\u514b\u6e38\u620f\u91cc\uff0c\u5bf9\u624b\u7684\u4e00\u4e2a\u7cdf\u7cd5\u62db\u6570\u4f1a\u95f4\u63a5\u5730\u5bf9\u53e6\u4e00\u4e2a\u73a9\u5bb6\u5f62\u6210\u963b\u788d\uff0c\u5e76\u4e14\u5e76\u975e\u8001\u662f\u6709\u5229\u4e8e\u5bf9\u65b9\u3002<\/p>\n<p>\u7136\u800c\uff0c\u6df1\u5ea6\u5b66\u4e60\u6240\u5f15\u53d1\u7684\u76f4\u89c9\u6050\u6015\u80fd\u591f\u52a9\u529b\u6211\u4eec\u5bfb\u89c5\u5230\u89e3\u51b3\u4e4b\u9053\uff0c\u54ea\u6015\u662f\u5728\u535a\u5f08\u7406\u8bba\u65e0\u6cd5\u9002\u7528\u7684\u60c5\u5f62\u4e4b\u4e0b\uff0cBowling\u8bb2\u9053\u3002\u4ed6\u7684\u56e2\u961f\u7387\u5148\u5c1d\u8bd5\u7740\u628a\u7c7b\u4f3c\u7684\u65b9\u5f0f\u8fd0\u7528\u5230\u4e09\u4eba\u7248\u672c\u7684\u6709\u9650\u5fb7\u6251\u91cc\uff0c\u4ed6\u8bf4\u660e\u9053\uff0c\u7ed3\u679c\u53d1\u89c9\uff0c\u6548\u679c\u597d\u5f97\u51fa\u4e4e\u4f17\u4eba\u7684\u610f\u6599\u3002<\/p>\n<p>\u8fd8\u6709\u8fd9\u6837\u4e00\u4e2a\u6311\u6218\uff0c\u90a3\u5c31\u662f\u53bb\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u73a9\u6e38\u620f\uff0c\u7136\u800c\u5374\u4e0d\u5411\u5b83\u4eec\u544a\u77e5\u6e38\u620f\u89c4\u5219\uff0c\u800c\u662f\u8981\u8d81\u7740\u6e38\u620f\u4e0d\u65ad\u63a8\u8fdb\u7684\u8fc7\u7a0b\uff0c\u9760\u7cfb\u7edf\u81ea\u5df1\u53bb\u53d1\u89c9\u76f8\u5173\u89c4\u5219\uff0c\u8fd9\u79cd\u573a\u666f\u76f8\u5bf9\u4e8e\u771f\u5b9e\u4e16\u754c\u95ee\u9898\u89e3\u51b3\u72b6\u51b5\u800c\u8a00\uff0c\u80fd\u66f4\u4e3a\u771f\u5207\u5730\u4e88\u4ee5\u53cd\u6620\u3002<\/p>\n<p>\u7ec8\u6781\u6d4b\u8bd5\u5c06\u4f1a\u662f\uff0c\u7814\u7a76\u51fa\u4e0d\u5b8c\u5168\u4fe1\u606f\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u80fd\u591f\u5229\u7528\u4e0d\u5b8c\u5168\u4fe1\u606f\uff0c\u6765\u5e2e\u52a9\u89e3\u51b3\u6742\u4e71\u65e0\u7ae0\u7684\u771f\u5b9e\u95ee\u9898\uff0c\u90a3\u4e9b\u95ee\u9898\u662f\u96be\u9898\uff0c\u6bd4\u5982\u91d1\u878d\u65b9\u9762\u7684\uff0c\u8fd8\u6709\u7f51\u7edc\u5b89\u5168\u65b9\u9762\u7684\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e3a\u53d1\u8868\u5728Science\u4e0a\u7684\u8bba\u6587\u7684\u6458\u8981\u4ecb\u7ecd\uff1a<\/p>\n<p>\u6458\u8981<\/p>\n<p>\u8fd1\u4e9b\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6709\u8bf8\u591a\u7a81\u7834\uff0c\u5176\u4e2d\u6e38\u620f\u5e38\u88ab\u5f53\u4f5c\u91cd\u8981\u91cc\u7a0b\u7891\uff0c\u8fc7\u53bb\u5b9e\u73b0\u90a3\u4e9b\u6210\u529f\u6e38\u620f\uff0c\u6709\u4e2a\u5e38\u89c1\u7279\u5f81\uff0c\u5373\u5b83\u4eec\u90fd\u5177\u5907\u5b8c\u7f8e\u4fe1\u606f\u6027\u8d28\uff0c\u6251\u514b\u662f\u5178\u578b\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u6e38\u620f\uff0c\u4e14\u4e00\u76f4\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u96be\u9898\uff0c\u5728\u8fd9\u7bc7\u8bba\u6587\u91cc\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86DeepStack\uff0c\u5b83\u662f\u7528\u4e8e\u6251\u514b\u8fd9\u7c7b\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u73af\u5883\u7684\u65b0\u7b97\u6cd5\u3002\u5b83\u7ed3\u5408\u4e86\u56de\u5f52\u63a8\u7406\uff0c\u4e5f\u5c31\u662frecursive resoning\uff0c\u7528\u4ee5\u5904\u7406\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6027\uff0c\u8fd8\u7ed3\u5408\u4e86\u5206\u89e3\uff0c\u5373decomposition\uff0c\u628a\u8ba1\u7b97\u96c6\u4e2d\u5230\u76f8\u5173\u7684\u51b3\u7b56\u4e0a\uff0c\u5e76\u4e14\u7ed3\u5408\u4e86\u4e00\u79cd\u5f62\u5f0f\u7684\u76f4\u89c9\uff0c\u8fd9\u79cd\u76f4\u89c9\u80fd\u591f\u501f\u52a9\u6df1\u5ea6\u5b66\u4e60\u8fdb\u884c\u81ea\u6211\u73a9\u724c\u4ece\u800c\u81ea\u52a8\u5b66\u4e60\u5230\u3002\u6709\u7740\u4e00\u9879\u6d89\u53ca44000\u624b\u6251\u514b\u7684\u7814\u7a76\uff0c\u5176\u4e2dDeepStack\u5728\u4e00\u5bf9\u4e00\u65e0\u9650\u5236\u5fb7\u5dde\u6251\u514b\u4e0a\u8ba9\u804c\u4e1a\u6251\u514b\u73a9\u5bb6\u8d25\u5317\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e8e\u7406\u8bba\u5c42\u9762\u662f\u53ef\u9760\u7684\uff0c\u4e14\u5728\u5b9e\u8df5\u5f53\u4e2d\u80fd\u591f\u5f97\u51fa\u6bd4\u5148\u524d\u65b9\u6cd5\u66f4\u4e0d\u6613\u88ab\u5229\u7528\u8d77\u6765\u7684\u7b56\u7565\u3002<\/p>\n<p>\u8bba\u6587\u63d0\u7eb2\uff1a<\/p>\n<p>DeepStack<\/p>\n<p>1\u3001\u6301\u7eed\u89e3\u51b3\uff08Continual re-solving\uff09<\/p>\n<p>2\u3001\u501f\u52a9\u76f4\u89c9\u8fbe\u6210\u6709\u9650\u6df1\u5ea6\u7684\u524d\u77bb\uff0c\uff08Limited depth lookahead via intuition\uff09<\/p>\n<p>3\u3001\u5408\u7406\u63a8\u7406\uff08Sound reasoning\uff09<\/p>\n<p>4\u3001\u5256\u6790\uff0c\u5411\u524d\u770b\u7684\u7a00\u758f\u7684\u6811\u72b6\u7ed3\u6784 \uff0c\u8fd9\u79cd\u7ed3\u6784\u5e26\u6709\u9884\u671f \uff0c\u5b83\u662f\u4e00\u79cd\u6811 \uff0c\u5b83\u662f\u7a00\u758f\u7684 \uff0c\u5b83\u662f\u7528\u4e8e\u5411\u524d\u770b\u7684\u3002<\/p>\n<p>5\u3001\u548c\u5b8c\u7f8e\u4fe1\u606f\u6e38\u620f\u91cc\u542f\u53d1\u5f0f\u641c\u7d22\u7684\u5173\u8054\uff0c\uff08\u5173\u8054\u6307\uff09\u5173\u7cfb\uff0c\uff08\u6b64\u5173\u7cfb\u5373\uff09\u4e0e\u5b8c\u7f8e\u4fe1\u606f\u6e38\u620f\u4e2d\u542f\u53d1\u5f0f\u641c\u7d22\u7684\u5173\u7cfb\uff08Relationship to heuristic search in perfect information games\uff09\u3002<\/p>\n<p>6\u3001\u548c\u57fa\u4e8e\u62bd\u8c61\u7684\u65b9\u5f0f\u65b9\u6cd5\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb\uff08Relationship to abstraction-based approaches\uff09<\/p>\n<p>\u5177\u6709\u6df1\u5ea6\u7279\u6027\u7684\uff0c\u5448\u73b0\u53cd\u4e8b\u5b9e\u60c5\u51b5\u7684\uff0c\u7528\u4e8e\u4ef7\u503c\u8861\u91cf\u7684\u7f51\u7edc\uff0c\u5373\u6df1\u5ea6\u53cd\u4e8b\u5b9e\u4ef7\u503c\u7f51\u7edc\u3002<\/p>\n<p>1\u3001\u67b6\u6784\uff08Architecture\uff09<\/p>\n<p>2\u3001\u8bad\u7ec3\uff08trainning\uff09<\/p>\n<p>\u8bc4\u4f30 DeepStack<\/p>\n<p>1\u3001\u5f00\u53d1\u5ea6\uff08Exploitability\uff09<\/p>\n<p>\u8ba8\u8bba<\/p>\n<p>DeepStack\u662f\u4e00\u79cd\u901a\u7528\u7b97\u6cd5\uff0c\u5b83\u53ef\u7528\u4e8e\u5f88\u5927\u7c7b\u522b\u7684\u5e8f\u5217\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\uff0c\u4e5f\u5c31\u662fsequential imperfect information 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\/><\/p>\n<p>\u56fe1\uff0cHUNL\u4e2d\u516c\u5f00\u6811\u7684\u4e00\u90e8\u5206\uff0c\u7ea2\u8272\u8fb9\u4e0e\u5929\u84dd\u8272\u8fb9\u8868\u793a\u73a9\u5bb6\u52a8\u4f5c\uff0c\u7eff\u8272\u8fb9\u8868\u793a\u516c\u5f00\u7684\u516c\u5171\u724c\uff0c\u5e26\u6709\u7b79\u7801\u7684\u53f6\u8282\u70b9\u8868\u793a\u6e38\u620f\u7ed3\u675f\uff0c\u82e5\u4e00\u4e2a\u73a9\u5bb6\u4f9d\u636e\u4e4b\u524d\u7684\u52a8\u4f5c\u4ee5\u53ca\u73a9\u5bb6\u624b\u724c\u7684\u8054\u5408\u5206\u5e03\u800c\u5f03\u724c\u6216\u8005\u505a\u51fa\u51b3\u5b9a\uff0c\u90a3\u4e48\u6536\u76ca\u5c31\u53ef\u80fd\u662f\u56fa\u5b9a\u7684\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/02\/1771132403522_2.jpg' alt='\u5fb7\u5dde\u6251\u514b\u96f6\u548c_DeepStack Libratus \u5bf9\u6bd4_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b' \/><\/p>\n<p>\u56fe2\u5f53\u4e2d\u5448\u73b0\u7684\u662f\uff0cDeepStack\u7684\u6784\u67b6\u7ed9\u4eba\u7684\u603b\u4f53\u5370\u8c61\u3002\u7136\u540e\u5462\uff0c\u5728\uff08A\uff09\u7684\u60c5\u51b5\u91cc\uff0cDeepStack\u5c55\u5f00\u63a8\u7406\u9488\u5bf9\u7684\u662f\u516c\u5171\u6811\uff0c\u8fd9\u4e2a\u6811\u5728\u7279\u5b9a\u6a21\u5f0f\u4e0b\uff0c\u603b\u662f\u80fd\u591f\u7ecf\u8fc7\u4e00\u7cfb\u5217\u5e76\u4e0d\u4e3a\u5e38\u4eba\u6240\u8f7b\u6613\u7406\u89e3\u7684\u590d\u6742\u8ba1\u7b97\uff0c\u4e3a\u516c\u5f00\u72b6\u6001\u8fd9\u79cd\u7279\u5b9a\u60c5\u5883\u91cc\u5b83\u6240\u62e5\u6709\u7684\u5168\u90e8\u724c\u53bb\u63a8\u5bfc\u51fa\u52a8\u4f5c\u6982\u7387\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u5728\u5b83\u73a9\u724c\u7684\u6574\u4e2a\u8fc7\u7a0b\u5f53\u4e2d\uff0c\u59cb\u7ec8\u4fdd\u6301\u7740\u4e24\u4e2a\u5411\u91cf\uff0c\u5206\u522b\u662f\u5b83\u81ea\u8eab\u6240\u5177\u5907\u7684\u8303\u56f4\uff0c\u4ee5\u53ca\u5176\u5bf9\u624b\u7684\u53cd\u4e8b\u5b9e\u4ef7\u503c\u3002\u6e38\u620f\u8fdb\u884c\u65f6\uff0c\u5176\u8303\u56f4\u5728\u91c7\u53d6\u4e00\u4e2a\u52a8\u4f5c\u540e\uff0c\u4f1a\u7528\u6240\u8ba1\u7b97\u51fa\u7684\u52a8\u4f5c\u6982\u7387\uff0c\u901a\u8fc7\u8d1d\u53f6\u65af\u89c4\u5219\u66f4\u65b0\u81ea\u8eab\u3002\u5bf9\u624b\u53cd\u4e8b\u5b9e\u4ef7\u503c\u4f1a\u6309\u201cContinual 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src='\/wp-content\/uploads\/2026\/02\/1771132403522_3.jpg' alt='\u5fb7\u5dde\u6251\u514b\u96f6\u548c_DeepStack Libratus \u5bf9\u6bd4_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b' \/><\/p>\n<p>\u7b97\u6cd5 S1\uff0c\u6df1\u5ea6\u53d7\u9650\u7684\u8fde\u7eed\u91cd\u65b0\u6c42\u89e3 \uff0c\u6df1\u5ea6\u53d7\u9650\uff0c\u8fde\u7eed\u8fdb\u884c\u91cd\u65b0\u6c42\u89e3\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/02\/1771132403522_4.jpg' alt='\u5fb7\u5dde\u6251\u514b\u96f6\u548c_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b_DeepStack Libratus \u5bf9\u6bd4' \/><\/p>\n<p>\u56fe3\uff1a\u6df1\u5ea6\u53cd\u4e8b\u5b9e\u4ef7\u503c\u7f51\u7edc\uff0c\u4e5f\u5c31\u662fDeep counterfactual value networks\uff0c\u5176\u8f93\u5165\u7269\u542b\u6709\u5e95\u6c60\u5927\u5c0f\uff0c\u8fd8\u6709\u516c\u5171\u724c\uff0c\u4ee5\u53ca\u624b\u724c\u8303\u56f4\uff0c\u5373player ranges\uff0c\u8fd9\u4e9b\u4e00\u5f00\u59cb\u4f1a\u88ab\u5904\u7406\u6210hand clusters\u3002\u4ece\u8fd9 7 \u5c42\u5168\u8fde\u63a5\u9690\u85cf\u5c42\u8f93\u51fa\u7684\u5185\u5bb9\uff0c\u8981\u7ecf\u8fc7\u540e\u5904\u7406\uff0c\u4ee5\u6b64\u786e\u4fdd\u8be5\u503c\u7b26\u5408\u96f6\u548c\u7ea6\u675f\uff0c\u800c\u540e\u8fd9\u4e9b\u503c\u8fdb\u800c\u53c8\u4f1a\u56de\u8f6c\u8fc7\u6765\u88ab\u6620\u5c04\u6210 hand counterfactual values\u3002<\/p>\n<p><img src='\/wp-content\/uploads\/2026\/02\/1771132403522_5.jpg' alt='\u5fb7\u5dde\u6251\u514b\u96f6\u548c_DeepStack Libratus \u5bf9\u6bd4_\u4eba\u5de5\u667a\u80fd\u5fb7\u5dde\u6251\u514b' \/><\/p>\n<p>\u56fe4\uff0c\u804c\u4e1a\u6251\u514b\u73a9\u5bb6\u8ddfDeepStack\u5bf9\u6218\u7684\u8868\u73b0\uff0c\u4ee595%\u7684\u7f6e\u4fe1\u533a\u95f4\uff0c\u7528AIVAT\u4f30\u8ba1\u7684\u8868\u73b0\uff0c\u4e0b\u9762\u7684\u67f1\u72b6\u56fe\uff0c\u7ed9\u51fa\u4e86\u53c2\u4e0e\u8005\u5b8c\u6210\u7684\u6bd4\u8d5b\u7684\u6570\u91cf\u3002<\/p>\n<p>\u539f\u6587\u7684\u94fe\u63a5\u662f\uff0chttp:\/\/www.nature.com\/news\/how-rival-bots-battled-their-way-to-poker-supremacy-1.21580 \uff0c\u8fd9\u6837\u7684\u4e00\u4e2a\u7f51\u5740\uff0c\u5b83\u6d89\u53ca\u5230\u4e86\uff0c\u5173\u4e8e\u5bf9\u624b\u535a\u8328\u5982\u4f55\u901a\u8fc7\u6218\u6597\u65b9\u5f0f\u8d70\u5411\u6251\u514b\u9738\u6743\u5730\u4f4d\u7684\u76f8\u5173\u65b0\u95fb\u3002<\/p>\n<p>\u00a9\u672c\u6587\u4e3a\u673a\u5668\u4e4b\u5fc3\u7f16\u8bd1\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u672c\u516c\u4f17\u53f7\u83b7\u5f97\u6388\u6743\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9009\u81eaNature\u3001Science\u673a\u5668\u4e4b\u5fc3\u7f16\u8bd1\u53c2\u4e0e\uff1a\u5fae\u80d6\u3001\u5434\u6500\u3001\u848b\u601d\u6e90\u3001\u66f9\u745e\u5728\u9876\u7ea7\u804c\u4e1a\u5fb7\u5dde\u6251\u514b\u6bd4\u8d5b\u4e0a\uff0c\u4eba\u7c7b\u5df2\u7ecf\u8d25\u5317\uff0c\u8fd9\u53ef\u7b97\u5f97\u4e0a\u4eca\u5e74\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7b2c\u4e00\u4e2a\u5927\u4e8b\u4ef6<\/p>\n","protected":false},"author":1,"featured_media":12037,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[785,1351,457,840,731],"class_list":["post-12036","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pkxw","tag-deepstack","tag-libratus","tag-457","tag-840","tag-731"],"_links":{"self":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/12036","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=12036"}],"version-history":[{"count":0,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/12036\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media\/12037"}],"wp:attachment":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media?parent=12036"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/categories?post=12036"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/tags?post=12036"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}