{"id":18049,"date":"2026-03-24T19:09:37","date_gmt":"2026-03-24T11:09:37","guid":{"rendered":"https:\/\/yiqihuijia.com.cn\/index.php\/2026\/03\/24\/ai%e9%a6%96%e6%ac%a1%e5%9c%a8%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%97%a0%e9%99%90%e6%b3%a8%e5%8d%95%e6%8c%91%e4%b8%ad%e5%87%bb%e8%b4%a5%e4%ba%ba%e7%b1%bb%e7%8e%a9%e5%ae%b6\/"},"modified":"2026-03-24T19:09:37","modified_gmt":"2026-03-24T11:09:37","slug":"ai%e9%a6%96%e6%ac%a1%e5%9c%a8%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%97%a0%e9%99%90%e6%b3%a8%e5%8d%95%e6%8c%91%e4%b8%ad%e5%87%bb%e8%b4%a5%e4%ba%ba%e7%b1%bb%e7%8e%a9%e5%ae%b6","status":"publish","type":"post","link":"https:\/\/qqovblr.com\/index.php\/2026\/03\/24\/ai%e9%a6%96%e6%ac%a1%e5%9c%a8%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e6%97%a0%e9%99%90%e6%b3%a8%e5%8d%95%e6%8c%91%e4%b8%ad%e5%87%bb%e8%b4%a5%e4%ba%ba%e7%b1%bb%e7%8e%a9%e5%ae%b6\/","title":{"rendered":"AI\u9996\u6b21\u5728\u5fb7\u5dde\u6251\u514b\u65e0\u9650\u6ce8\u5355\u6311\u4e2d\u51fb\u8d25\u4eba\u7c7b\u73a9\u5bb6"},"content":{"rendered":"<p>\u53bb\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u8d5a\u591f\u4e86\u4e16\u4eba\u7684\u76ee\u5149\uff0c\u539f\u56e0\u5728\u4e8e\u5b83\u6218\u80dc\u4e86\u4e16\u754c\u56f4\u68cb\u51a0\u519b\uff0c\u8fd9\u5bf9<a href='\/index.php\/2026\/03\/20\/%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e4%ba%ba%e6%9c%ba%e5%a4%a7%e6%88%98%e7%9b%b4%e6%92%ad%e9%a2%84%e5%91%8a%ef%bc%81%e4%b8%ad%e5%9b%bd%e9%a6%96%e6%ac%a1%e4%ba%ba%e7%b1%bb%e5%af%b9%e9%98%b5ai\/' title='AI' target='_blank'>AI<\/a>\u800c\u8a00\u662f\u4e00\u4e2a\u5177\u6709\u91cd\u5927\u610f\u4e49\u7684\u6807\u5fd7\u6027\u4e8b\u4ef6\uff0c\u5982\u540c1997\u5e74IBM\u6240\u8bbe\u8ba1\u7684\u6df1\u84dd\u51fb\u8d25\u8c61\u68cb\u5927\u5e08Garry Kasparov\u90a3\u822c\u3002<\/p>\n<p>\u52a0\u62ff\u5927\u4ee5\u53ca\u6377\u514b\u7684\u6570\u4f4d<a href='\/index.php\/2026\/01\/15\/ai%e6%96%b0%e7%aa%81%e7%a0%b4%ef%bc%81libratus%e6%88%98%e8%83%9c%e9%a1%b6%e7%ba%a7%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e9%80%89%e6%89%8b%ef%bc%8c%e7%ae%97%e7%89%8c%e4%b8%8d%e5%86%8d%e6%98%af%e9%9a%be\/' title='\u8ba1\u7b97\u673a\u79d1\u5b66' target='_blank'>\u8ba1\u7b97\u673a\u79d1\u5b66<\/a>\u7814\u7a76\u8005\uff0c\u8fd1\u65e5\u4e8earXiv\u4e0a\u5f20\u8d34\u4e86\u8bba\u6587\uff0c\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u65b0\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u7528\u4e8e\u4e0d\u5b8c\u7f8e\u4fe1\u606f\uff0c\u6bd4\u5982<a href='\/index.php\/2026\/03\/24\/%e6%89%91%e5%85%8b%e8%8b%b1%e8%af%ad%e8%af%8d%e6%b1%87-docx\/' title='\u6251\u514b' target='_blank'>\u6251\u514b<\/a>\uff0c<a href='\/index.php\/2026\/03\/23\/%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%ef%bc%8c%e8%b0%81%e5%85%88%e5%8f%ab\/' title='DeepStack' target='_blank'>DeepStack<\/a>\u901a\u8fc7\u7ed3\u5408\u4f7f\u7528\u5faa\u73af\u63a8\u7406\u6765\u5904\u7406\u4fe1\u606f\u4e0d\u5bf9\u79f0\uff0c\u901a\u8fc7\u4f7f\u7528\u5206\u89e3\u5c06\u8ba1\u7b97\u805a\u7126\u4e8e\u76f8\u5173\u51b3\u7b56\u4e0a\uff0c\u8fd8\u901a\u8fc7\u4f7f\u7528\u4e00\u79cd\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4ece\u5355\u4eba\u6e38\u620f\u4e2d\u81ea\u52a8\u5b66\u4e60\u6251\u514b\u4efb\u610f\u72b6\u6001\u4e0b\u7684\u76f4\u89c9\u5f62\u5f0f\u3002\u7814\u7a76\u8005\u4e8e\u8bba\u6587\u91cc\u5ba3\u79f0\uff0c\u4e8e\u4e00\u573a\u6709\u7740\u6570\u5341\u540d\u53c2\u8d5b\u8005\u53c2\u4e0e\u7684\u3001\u5171\u8ba144000\u624b\u6251\u514b\u7684\u7ade\u8d5b\u5f53\u4e2d\uff0cDeepStack\u4e00\u8dc3\u6210\u4e3a\u9996\u4e2a\u5728\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8<a href='\/index.php\/2026\/03\/24\/%e5%be%b7%e5%b7%9e%e6%89%91%e5%85%8b%e8%a7%84%e5%88%99%e7%8e%a9%e6%b3%95%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%8c%e5%b8%a6%e4%bd%a0%e7%95%85%e7%8e%a9%e7%89%8c%e6%a1%8c\/' title='\u5fb7\u5dde\u6251\u514b' target='_blank'>\u5fb7\u5dde\u6251\u514b<\/a>\u8d5b\u4e8b\u91cc\u6253\u8d25\u804c\u4e1a\u6251\u514b\u73a9\u5bb6\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\u3002<\/p>\n<p>\u8ddf\u804c\u4e1a\u9009\u624b\u5bf9\u6297\u7ed3\u679c<\/p>\n<p>DeepStack\u540c33\u4f4d\u4eba\u7c7b\u9009\u624b\u5c55\u5f00\u4e86\u8f83\u91cf\uff0c\u8f83\u91cf\u591a\u8fbe4.4\u4e07\u624b\uff0c\u8f83\u91cf\u662f\u4e8e2016\u5e7411\u67087\u65e5\u81f312\u670812\u65e5\u671f\u95f4\u4ee5\u7ebf\u4e0a\u65b9\u5f0f\u4e3e\u884c\u5bf9\u5c40\u7684\u3002\u6700\u7ec8\u83b7\u80dc\u7684\u524d\u4e09\u4f4d\u9009\u624b\u5f97\u5230\u4e86\u5956\u52b1\uff0c\u5956\u52b1\u5206\u522b\u5bf9\u5e945000\u52a0\u5143\u30012500\u52a0\u5143\u4ee5\u53ca1250\u52a0\u5143\u3002\u4ee5\u4e0b\u5448\u73b0\u7684\u4e43\u662f\u5bf9\u5c40\u7ed3\u679c\u3002\u7ed3\u679c\u8868\u660e\uff0cDeepStack\u7684\u5e73\u5747\u8d62\u7387\u4e3a492 mbb\/g\uff0c\u4e00\u822c\u4eba\u7c7b\u73a9\u5bb6\u8d62\u7387\u8fbe\u523050 mbb\/g\u4fbf\u88ab\u89c6\u4f5c\u62e5\u6709\u8f83\u5927\u4f18\u52bf\uff0c750mbb\/g\u5c5e\u4e8e\u5bf9\u624b\u6bcf\u5c40\u90fd\u5f03\u724c\u65f6\u7684\u8d62\u7387\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/03\/1774350574876_0.jpg\" alt=\"\u5fb7\u5dde\u6251\u514b \u4e66\u7c4d_DeepStack\u6251\u514b\u7b97\u6cd5_\u6251\u514b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\" \/><\/p>\n<p>DeepStack\u662f\u7528\u4e8e\u4e00\u5927\u7c7b\u5e8f\u5217\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u7684\u901a\u7528\u7b97\u6cd5\uff0c\u6211\u4eec\u4f1a\u5bf9DeepStack\u5728HUNL\uff08\u4e00\u5bf9\u4e00\u65e0\u9650\u6ce8\uff09\u5fb7\u5dde\u6251\u514b\u91cc\u7684\u4f5c\u7528\u4f5c\u51fa\u89e3\u91ca\uff0c\u6251\u514b\u6e38\u620f\u7684\u72b6\u6001\u80fd\u5206\u6210\u73a9\u5bb6\u7684\u79c1\u4eba\u4fe1\u606f\u4e5f\u5c31\u662f\u4e24\u5f20\u724c\u9762\u671d\u4e0b\u7684\u624b\u724c\uff0c\u8fd8\u6709\u516c\u5171\u72b6\u6001\uff0c\u516c\u5171\u72b6\u6001\u6db5\u76d6\u724c\u9762\u671d\u4e0a\u7684\u516c\u5171\u724c\u4ee5\u53ca\u73a9\u5bb6\u7684\u4e0b\u6ce8\u987a\u5e8f\uff0c\u6e38\u620f\u91cc\u516c\u5171\u72b6\u6001\u7684\u53ef\u80fd\u5e8f\u5217\u6784\u6210\u516c\u5171\u6811\uff0c\u6bcf\u4e2a\u516c\u5171\u72b6\u6001\u90fd\u6709\u4e00\u4e2a\u4e0e\u4e4b\u76f8\u5173\u8054\u7684\u5b50\u516c\u5171\u6811\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/03\/1774350574876_1.jpg\" alt=\"\u5fb7\u5dde\u6251\u514b \u4e66\u7c4d_\u6251\u514b\u4eba\u5de5\u667a\u80fd\u7814\u7a76_DeepStack\u6251\u514b\u7b97\u6cd5\" \/><\/p>\n<p>\u5305\u542b\u4e8eHUNL\u516c\u5171\u6811\u91cc\u7684\u4e00\u90e8\u5206\uff0c\u5176\u4e2d\u7ea2\u8272\u4ee5\u53ca\u6e56\u84dd\u8272\u7528\u6765\u8868\u793a\u73a9\u5bb6\u6240\u505a\u51fa\u7684\u52a8\u4f5c\uff0c\u800c\u7eff\u8272\u5219\u662f\u7528\u4ee5\u4ee3\u8868\u88ab\u7ffb\u5f00\u7684\u516c\u5171\u724c\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/03\/1774350574876_2.jpg\" alt=\"\u6251\u514b\u4eba\u5de5\u667a\u80fd\u7814\u7a76_DeepStack\u6251\u514b\u7b97\u6cd5_\u5fb7\u5dde\u6251\u514b \u4e66\u7c4d\" \/><\/p>\n<p>\u8be5\u5f20\u56fe\u4e43DeepStack\u6574\u4f53\u67b6\u6784\uff0c\u5212\u5206\u6210\uff08a\uff09\u3001\uff08b\uff09\u3001\uff08c\uff09\u8fd9\u4e09\u4e2a\u90e8\u5206\u3002\u4e8e\uff08a\uff09\u5f53\u4e2d\uff0cDeepStack\u5728\u6bcf\u4e00\u4e2a\u516c\u5f00\u72b6\u6001\u4e0b\uff0c\u5747\u8981\u518d\u5ea6\u8ba1\u7b97\u5176\u6240\u9700\u52a8\u4f5c\uff0c\u5176\u4e2d\u5b50\u6811\u503c\uff08Subtree value\uff09\u4f1a\u501f\u52a9\u4e00\u4e2a\u8bad\u7ec3\u597d\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edcNeural net\uff08b\uff09\u53bb\u8ba1\u7b97\uff0c\u800c\u8bad\u7ec3Neural net\u7684\u6837\u672c\u4fbf\u662f\uff08c\uff09\u3002<\/p>\n<p>\u8981\u77e5\u9053\uff0cDeepStack\u628a\u9012\u5f52\u63a8\u7406\u4e5f\u5c31\u662fRecursive reasoning\u52a0\u4ee5\u7ed3\u5408\uff0c\u4ee5\u6b64\u6765\u5904\u7406\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6027\uff0c\u53c8\u628a\u5206\u89e3\u4e5f\u5c31\u662fDecomposition\u4e88\u4ee5\u7ed3\u5408\uff0c\u5c06\u96c6\u4e2d\u8ba1\u7b97\u8fd0\u7528\u5230\u76f8\u5173\u51b3\u7b56\u4e4b\u4e0a\uff0c\u8fdb\u800c\u7531\u6b64\u5f62\u6210\u4e86\u4e00\u79cd\u9488\u5bf9\u4efb\u610f\u724c\u7684\u76f4\u89c9\uff0c\u4e5f\u5c31\u662fIntuition\uff0c\u800c\u8fd9\u79cd\u76f4\u89c9\u80fd\u591f\u501f\u52a9\u6df1\u5ea6\u5b66\u4e60\u901a\u8fc7\u81ea\u6211\u73a9\u724c\u4ece\u800c\u81ea\u52a8\u5b66\u4e60\u83b7\u53d6\u5230\u3002<\/p>\n<p>\u53ef\u4f9b\u8bba\u6587\u8fdb\u884c\u4e0b\u8f7d\u7684\u5730\u5740\u4e3a\uff0chttps:\/\/arxiv.org\/pdf\/1701.01724v1.pdf\u3002<\/p>\n<p>\u5fb7\u5dde\u6251\u514b\u5df2\u7136\u6210\u4e3a\u6781\u4e3a\u6d41\u884c\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6d4b\u8bd5\u4e4b\u5730\uff0c\u6bcf\u4e00\u4f4d\u6251\u514b\u73a9\u5bb6\u624b\u4e2d\u6240\u63e1\u7684\u5e95\u724c\u8fd9\u4e00\u201c\u79c1\u6709\u4fe1\u606f\u201d\uff0c\u4e43\u662f\u5176\u4ed6\u73a9\u5bb6\u65e0\u6cd5\u770b\u5230\u7684\uff0c\u6545\u800c\u88ab\u79f0\u4f5c\u662f\u201c\u975e\u5b8c\u6574\u4fe1\u606f\u201d\uff08Imperfect information\uff09\u7684\u535a\u5f08\uff0c\u8fd9\u8ddf\u56f4\u68cb\u5b58\u5728\u7740\u6781\u5927\u7684\u5dee\u5f02\uff0c\u56f4\u68cb\u5c5e\u4e8e\u5b8c\u6574\u4fe1\u606f\u516c\u5f00\u7684\u535a\u5f08\uff0c\u73a9\u5bb6\u4eec\u80fd\u591f\u770b\u5230\u68cb\u76d8\u4e0a\u7684\u6bcf\u4e00\u679a\u68cb\u5b50\uff0c\u601d\u7d22\u6240\u6709\u843d\u5b50\u7684\u53ef\u80fd\u6027\uff0c\u6240\u4ee5\u5fb7\u5dde\u6251\u514b\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u800c\u8a00\uff0c\u66f4\u5177\u6311\u6218\u6027\u3002<\/p>\n<p>2015\u5e74\u521d\uff0c\u63a5\u53d7\u300aNew Scientist\u300b\u91c7\u8bbf\u65f6\uff0c\u300aDeepStack\u300b\u8fd9\u7bc7\u8bba\u6587\u7684\u901a\u4fe1\u4f5c\u8005Michael Bowling\u66fe\u8bf4\u9053\uff0c\u5fb7\u5dde\u6251\u514b\u6700\u6709\u8da3\u4e4b\u5904\u5728\u4e8e\u4f60\u65e0\u6cd5\u83b7\u53d6\u5b8c\u6574\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u6559\u6388\uff0c\u5361\u8010\u57fa\u6885\u9686\u5927\u5b66\u7684Tuomas Sandholm\uff0c\u4e5f\u8fd9\u6837\u8bb2\u9053\uff1a\u201c\u6251\u514b\uff0c\u5df2\u7136\u53d8\u6210\u4e86\uff0c\u5728\u975e\u5b8c\u6574\u4fe1\u606f\u7684\u72b6\u51b5\u4e4b\u4e0b\uff0c\u7528\u4e8e\u8861\u91cf\uff0c\u4e5f\u5c31\u662f\u8ba1\u7b97\u673a\u7684\u667a\u80fd\u6c34\u5e73\u7684\u6807\u51c6\u2026\u2026\u5e76\u4e14\u5b83\u80fd\u591f\u88ab\u89c6\u4f5c\uff0c\u662f\u4e00\u79cd\u8de8\u8d8a\u56fe\u7075\u6d4b\u8bd5\u7684\u5b58\u5728\u3002\u201d\u3002<\/p>\n<p>\u8fd9\u633a\u6709\u610f\u601d\u7684\uff0c\u6709\u4e24\u4f4d\u6559\u6388\uff0c\u4ed6\u4eec\u90fd\u5728\u5e26\u9886\u5404\u81ea\u7684\u56e2\u961f\uff0c\u53bb\u653b\u514b\u90a3\u4e2a\u65b0\u578b\u56fe\u7075\u6d4b\u8bd5\uff0c\u5176\u4e2d\u4e00\u4f4d\u6559\u6388\u6240\u5728\u7684\u5927\u5b66\u662f\u52a0\u62ff\u5927\u7684Alberta\u5927\u5b66\uff0c\u53e6\u4e00\u4f4d\u6559\u6388\u6240\u5728\u7684\u5927\u5b66\u662f\u7f8e\u56fd\u7684CMU\u5927\u5b66\u3002<\/p>\n<p>\u51e0\u5929\u524d\uff0cCMU\u53d1\u51fa\u9884\u544a\uff0c\u7531Tuomas Sandholm\u6559\u6388\u9886\u5bfc\u7814\u53d1\u7684Libratus\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u5c06\u4e8e\u5f53\u5730\u65f6\u95f41\u670811\u65e5\uff0c\u5728\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5dde\u5339\u5179\u5821\u7684Rivers\u8d4c\u573a\uff0c\u4e0e\u56db\u4e2a\u9876\u7ea7\u804c\u4e1a\u73a9\u5bb6\u73a912\u4e07\u624b\u7684HUNL\uff0c\u89d2\u901020\u4e07\u7f8e\u5143\u5956\u91d1\u3002\u65e9\u57282015\u5e74\uff0cLibratus\u7684\u524d\u8eabClaudico\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u9996\u6b21\u5bf9\u6218\uff0c\u57288\u4e07\u624b\u5bf9\u51b3\u4e2d\u5b8c\u8d25\uff0c\u6b64\u6b21\u662fCMU\u5377\u571f\u91cd\u6765\u3002<\/p>\n<p>\u5373\u4fbf\u6211\u4eec\u5df2\u7136\u77e5\u6653\u4e86\u7ed3\u679c\uff0cAlberta \u5728 CMU \u4e4b\u524d\uff0c\u5c06\u8bba\u6587\u53d1\u8868\u4e86\u51fa\u6765\uff0c\u7136\u800c\uff0cLibratus \u4e0e\u4eba\u7c7b\u73a9\u5bb6\u7684\u5bf9\u6218\u4f1a\u5728 Twitch \u5e73\u53f0\u4e0a\u76f4\u64ad\u3002\u8981\u662f\u4f60\u60f3\u63a5\u7740\u7559\u610f\u8fd9\u9879\u8d5b\u4e8b\u7684\u6700\u65b0\u52a8\u6001\u7684\u8bdd\uff0c\u90a3\u5c31\u8bb0\u5f97\u9501\u5b9a\u4e00\u8d77\u6251\u514b\u54df\uff01<\/p>\n<p>\u5bf9\u4eba\u7c7b\u73a9\u5bb6\u6765\u8bf4\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70<\/p>\n<p>\u8fd9\u4e2a\u673a\u5668\uff0c\u5bf9\u4e8e\u4e0e\u4e4b\u5bf9\u6218\u7684\u4eba\u7c7b\u73a9\u5bb6\u800c\u8a00\uff0c\u662f\u4e2a\u6781\u5176\u65e0\u60c5\u7684\u5bf9\u624b\u3002Jason Les\u79f0\uff0c\u4ed6\u5e38\u5bf9\u4eba\u8bb2\uff0c\u5f62\u5bb9\u8fd9\u79cd\u4f53\u9a8c\u53ef\u7528\u201c\u62c9\u78e8\u201d\u4e00\u8bcd\u3002\u8d77\u521d\u51e0\u5929\uff0c\u724c\u5c40\u6301\u7eed\u81f3\u534a\u591c\uff0c\u7ed3\u675f\u540e\u56de\u9152\u5e97\uff0c\u7761\u524d\u8fd8\u7814\u7a76\u6570\u5c0f\u65f6\u3002\u6b21\u65e5\u4e0a\u53489\u70b9\u9192\u6765\uff0c\u53c8\u91cd\u65b0\u7814\u7a76\u4e00\u756a\u3002Jason Les\u662f\u804c\u4e1a\u6251\u514b\u73a9\u5bb6\uff0c\u66fe\u4e0e\u5361\u5185\u57fa\u6885\u9686\u8bbe\u8ba1\u7684\u4e0a\u4e00\u4ee3AI\u7cfb\u7edf\u5bf9\u6218\u3002\u90a3\u573a\u9526\u6807\u8d5b\uff0c\u662f\u4e0a\u4e00\u4ee3AI\u53c2\u4e0e\u7684\u7b2c\u4e00\u573a\uff0cJason Les\u4eca\u5e74\u4f1a\u6301\u7eed\u540c\u8fd9\u4e00\u4ee3AI\u8fdb\u884c\u5bf9\u6218\u3002<\/p>\n<p>\u5bf9\u4e8e\u5a31\u4e50\u89c2\u4f17\u800c\u8a00\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u7684\u884c\u52a8\uff0c\u4e0d\u50cf\u5bcc\u4e8e\u521b\u9020\u6027\u7684AlphaGo\u7684\u884c\u52a8\u90a3\u822c\u523a\u6fc0\u3002\u518d\u8005\uff0c\u5219\u662f\u5f88\u591a\u4eba\u5c06\u8fd9\u89c6\u4e3a\u4e00\u79cd\u9632\u5fa1\u6027\u7684\u7b56\u7565\uff0c\u800c\u4f60\u6240\u8981\u505a\u7684\uff0c\u4fbf\u662f\u907f\u514d\u88ab\u5bf9\u624b\u51fb\u8d25\uff0c\u4e8e\u6240\u6709\u5bf9\u624b\u672a\u53d1\u6325\u51fa\u6700\u4f73\u72b6\u6001\u7684\u5e95\u6c60\u4e2d\uff0c\u4e89\u53d6\u4e00\u5b9a\u7684\u4f18\u52bf\u3002<\/p>\n<p>AI\u7684\u73a9\u6cd5\u6b63\u5728\u85d0\u89c6\u6240\u6709\u4f20\u7edf\u7684\u667a\u6167<\/p>\n<p>\u53ef\u662f\uff0cSandholm\u5f88\u5feb\u5c31\u70b9\u660e\u4e86\uff0c\u5b89\u5168\u7684\u73a9\u6cd5\u4e0e\u666e\u901a\u7684\u73a9\u6cd5\u5e76\u975e\u662f\u540c\u4e00\u56de\u4e8b\u5462\uff0c\u201c\u4eca\u5e74\u7684\u6251\u514b\u9879\u76ee\u4ee5\u53ca\u4e00\u5e74\u534a\u4ee5\u524d\u7684\u6251\u514b\u9879\u76eeClaudico\u90fd\u589e\u6dfb\u4e86\u65b0\u7684\u884c\u52a8\uff0c\u5b83\u4eec\u4f1a\u65bd\u884c\u4e00\u4e9b\u6251\u514b\u6587\u5b66\u89c9\u5f97\u6781\u4e3a\u7cdf\u7cd5\u7684\u884c\u52a8\u201d\uff0c\u6bd4\u5982\u8bf4\u4e00\u624b\u724c\u7684\u9996\u4e2a\u884c\u52a8\uff0c\u8ddf\u8fdb\u6c60\u610f\u5473\u7740\u4f60\u4ec5\u4ec5\u662f\u8ddf\u6ce8\u5bf9\u624b\uff0c\u4f60\u53ea\u9700\u6295\u5165\u6700\u5c11\u7684\u94b1\u4fbf\u80fd\u591f\u7ee7\u7eed\u73a9\u8fd9\u624b\u724c\u3002\u6240\u6709\u6251\u514b\u76f8\u5173\u4e66\u7c4d\uff0c\u7686\u8ba4\u5b9a\u8fd9\u662f\u4e2a\u6781\u5176\u7cdf\u7cd5\u7684\u884c\u52a8\uff0c\u7136\u800c\uff0c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u6240\u8bbe\u8ba1\u7684\u6251\u514b\u673a\u5668\u4eba\uff0c\u5176\u8ddf\u8fdb\u5165\u6c60\u7684\u6982\u7387\uff0c\u5927\u6982\u5904\u57287% &#8211; 16%\u8fd9\u4e2a\u8303\u56f4\u5f53\u4e2d\u3002<\/p>\n<p>Sandholm\u5982\u6b64\u8bb2\u9053\uff0c\u5728\u5173\u4e8e\u600e\u6837\u8fdb\u884c\u6e38\u620f\u8fd9\u4e2a\u95ee\u9898\u65b9\u9762\uff0c\u8fd9\u4e0e\u4eba\u7c7b\u7684\u601d\u7ef4\u6d6e\u73b0\u51fa\u6781\u5927\u7684\u5dee\u522b\u3002\u8ba1\u7b97\u673a\u7684\u7b97\u6cd5\u4f1a\u51ed\u501f\u6e38\u620f\u89c4\u5219\u7b97\u51fa\u89e3\u51b3\u529e\u6cd5\uff0c\u5e76\u4e14\u6211\u4eec\u4e0d\u4f1a\u7ed9\u4e88\u5b83\u4eec\u4eba\u7c7b\u6253\u724c\u7684\u4efb\u4f55\u8fc7\u5f80\u6570\u636e\u3002\u5b83\u4eec\u597d\u4f3c\u706b\u661f\u4eba\u90a3\u822c\u6253\u724c\uff0c\u5c06\u4f1a\u81ea\u884c\u7b97\u51fa\u5e94\u5f53\u91c7\u7528\u7684\u7b56\u7565\u3002\u8fd9\u4e00AI\u8fd8\u4f1a\u8fdb\u884c\u597d\u4e9b\u9a74\u5f0f\u4e0b\u6ce8\uff0c\u8fd9\u540c\u6837\u4e0e\u4eba\u7c7b\u7684\u901a\u5e38\u73a9\u6cd5\u4e0d\u76f8\u540c\u3002\u5b83\u4f1a\u4ece\u5728\u4e0a\u4e00\u8f6e\u91cc\u6700\u540e\u4e00\u4e2a\u4e0b\u6ce8\u7684\u73a9\u5bb6\u90a3\u91cc\u5f97\u5230\u4e3b\u52a8\u6743\u3002<\/p>\n<p>\u4eba\u7c7b\u73a9\u5bb6\u5c06\u4f1a\u91c7\u53d6AI\u4f7f\u7528\u7684\u7b56\u7565<\/p>\n<p>Les\u8bb2\uff1a\u201c\u6211\u89c9\u5f97\uff0c\u5b83\u4eec\u7ed9\u4eba\u7c7b\u73a9\u5bb6\u5448\u73b0\u51fa\u5b83\u4eec\u80fd\u591f\u4f7f\u8fd9\u4e9b\u4f20\u7edf\u7684\u7b56\u7565\u53d1\u6325\u4f5c\u7528\u3002\u201d\u201c\u7136\u800c\uff0c\u5728\u5b9e\u9645\u5f53\u4e2d\uff0c\u8981\u662f\u6b20\u7f3a\u8ba1\u7b97\u673a\u7684\u534f\u52a9\uff0c\u5c31\u6781\u96be\u6a21\u62df\u8fd0\u7528\u8fd9\u4e9b\u7b56\u7565\u3002\u201dDong KyuKim\u8fd9\u4e48\u5ba3\u79f0\u3002Dong Kyu Kim\u4e8e2015\u5e74\u8ddf\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u8bbe\u8ba1\u7684\u4e0a\u4e00\u4ee3\u7cfb\u7edf\u5c55\u5f00\u8fc7\u5bf9\u6218\uff0c\u4ed6\u5df2\u91c7\u7528\u4e86\u4e00\u4e9bAI\u6240\u8fd0\u7528\u7684\u5947\u7279\u7684\u7b56\u7565\u3002Kim\u8868\u660e\uff1a\u201c\u6211\u4eceClaudico\u90a3\u513f\u5b66\u5230\u4e86\u8bb8\u591a\uff0c\u5e76\u4e14\u5df2\u5c06\u5b83\u4eec\u5e94\u7528\u5230\u6211\u81ea\u8eab\u7684\u6e38\u620f\u91cc\u3002\u201d\u3002\u4ed6\u575a\u4fe1\uff0c\u987a\u7740AI\u7684\u8def\u5f84\u8d70\uff0c\u80fd\u591f\u4f7f\u4ed6\u62e5\u6709\u8bf8\u591a\u522b\u7684\u4eba\u7c7b\u73a9\u5bb6\u6240\u6b20\u7f3a\u7684\u957f\u5904\u3002<\/p>\n<p>2008\u5e74\uff0c\u4e9a\u4f2f\u8fbe\u5927\u5b66\u7684\u4e00\u652f\u961f\u4f0d\u5efa\u6210\u4e86\u4e00\u4e2aAI\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u6bd4\u6709\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u91cc\u5b9e\u529b\u6700\u5f3a\u7684\u4eba\u7c7b\u73a9\u5bb6\u8fd8\u8981\u5f3a\u30022015\u5e74\uff0c\u5728\u4e00\u5c40\u5145\u6ee1\u53d8\u6570\u7684\u6e38\u620f\u91cc\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u5b9e\u73b0\u4e86\u51e0\u4e4e\u5b8c\u7f8e\u7684\u6253\u6cd5\u3002\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u6ca1\u6709\u9650\u5b9a\u4e0b\u6ce8\u91cf\uff0c\u6240\u4ee5\u66f4\u52a0\u590d\u6742\uff0c\u4e0d\u8fc7\u6240\u6709\u53c2\u4e0e\u8fd9\u4e2a\u9526\u6807\u8d5b\u7684\u804c\u4e1a\u6251\u514b\u73a9\u5bb6\u90fd\u89c9\u5f97\u673a\u5668\u9886\u5148\u4eba\u7c7b\u53ea\u662f\u65f6\u95f4\u95ee\u9898\u3002<\/p>\n<p>\u804c\u4e1a\u73a9\u5bb6\u77e5\u9053\u673a\u5668\u6253\u8d25\u4eba\u7c7b\u53ea\u662f\u65f6\u95f4\u95ee\u9898<\/p>\n<p>Jimmy Chou\u5982\u6b64\u8bb2\u9053\uff0c\u201c\u6211\u89c9\u5f97\u6251\u514b\u8ddf\u8c61\u68cb\u3001\u56f4\u68cb\u4e4b\u95f4\u7684\u5dee\u5f02\u8fd8\u6ca1\u6709\u8fbe\u5230\u8db3\u591f\u5927\u7684\u7a0b\u5ea6\uff0c\u56e0\u800c\u6700\u7ec8\u8ba1\u7b97\u673a\u662f\u4f1a\u5360\u636e\u4f18\u52bf\u7684\u3002\u201d \u4ed6\u8fd8\u8868\u793a\uff0c\u201c\u4eba\u7c7b\u6216\u8bb8\u4f1a\u51ed\u501f\u81ea\u8eab\u96be\u4ee5\u88ab\u9884\u6d4b\u8fd9\u6837\u4e00\u4e9b\u7279\u70b9\u5076\u5c14\u53d6\u5f97\u4e0a\u98ce\uff0c\u7136\u800c\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u6211\u4f1a\u628a\u8d4c\u6ce8\u62bc\u5728\u9ad8\u6548\u7684\u673a\u5668\u8eab\u4e0a\uff0c\u6bd5\u7adf\u5b83\u4eec\u6709\u7684\u662f\u6570\u5b66\u4ee5\u53ca\u79d1\u5b66\u65b9\u9762\u7684\u4f18\u52bf\u3002\u201d Kim\u4e5f\u8ba4\u540c\u8fd9\u79cd\u770b\u6cd5\uff1a\u201c\u8eab\u4e3a\u4e00\u540d\u804c\u4e1a\u73a9\u5bb6\uff0c\u5c3d\u7ba1\u6211\u4e0d\u592a\u613f\u610f\u53bb\u627f\u8ba4\uff0c\u4f46\u662f\u6211\u575a\u4fe1\u5728\u6240\u6709\u79cd\u7c7b\u7684\u6251\u514b\u6e38\u620f\u5f53\u4e2d\uff0c\u673a\u5668\u6700\u7ec8\u90fd\u4f1a\u6218\u80dc\u4eba\u7c7b\u3002\u8fd9\u4ec5\u4ec5\u662f\u4e2a\u65f6\u95f4\u65b9\u9762\u7684\u4e8b\u60c5\u3002\u201d\u3002<\/p>\n<p>\u867d\u8bf4\u6df1\u84dd\u4ee5\u53caAlphaGo\u53d6\u5f97\u7684\u80dc\u5229\uff0c\u6210\u529f\u5438\u5f15\u4f4f\u4e86\u516c\u4f17\u7684\u60f3\u8c61\u529b\uff0c\u7136\u800c\u80fd\u591f\u89e3\u51b3\u5b8c\u5168\u4fe1\u606f\u6e38\u620f\u7684\u7cfb\u7edf\uff0c\u4e8e\u5e94\u7528\u5c42\u9762\u800c\u8a00\uff0c\u4f9d\u65e7\u5b58\u5728\u7740\u4e00\u5b9a\u7684\u5c40\u9650\u6027\u3002Sandholm\u8bb2\u9053\uff1a\u201c\u7edd\u5927\u591a\u6570\u771f\u5b9e\u4e16\u754c\u7684\u4e92\u52a8\uff0c\u5747\u6db5\u76d6\u4e0d\u5c11\u591a\u65b9\u53c2\u4e0e\u7684\u60c5\u51b5\uff0c\u5e76\u4e14\u4f34\u6709\u4e0d\u5b8c\u5168\u7684\u4fe1\u606f\u3002\u201d\u53bb\u7814\u53d1\u4e00\u4e2a\u80fd\u591f\u5728\u8fd9\u4e9b\u9879\u76ee\u4e0a\u8d85\u8d8a\u4eba\u7c7b\u7684\u7cfb\u7edf\uff0c\u201c\u4eceAI\u7684\u89c6\u89d2\u6765\u770b\uff0c\u4f1a\u663e\u5f97\u66f4\u4e3a\u91cd\u8981\uff0c\u800c\u4e14\u80fd\u591f\u8ba9\u6574\u4e2a\u4e16\u754c\u53d8\u5f97\u66f4\u52a0\u7f8e\u597d\u3002\u201dAlphaGo\u7684\u521b\u9020\u8005\uff0c\u65e2\u5bf9\u65e0\u9650\u6ce8\u5fb7\u5dde\u6251\u514b\u4e88\u4ee5\u5173\u6ce8\uff0c\u53c8\u5bf9\u661f\u9645\u4e89\u9738II\u4e88\u4ee5\u5173\u6ce8\uff0c\u800c\u8fd9\u4e24\u8005\u5747\u5c5e\u4e8e\u4e0d\u5b8c\u5168\u4fe1\u606f\u7684\u6e38\u620f\u3002<\/p>\n<p>\u8fd9\u7c7bAI\u53ef\u4ee5\u7528\u6765\u5bf9\u6297\u9ed1\u5ba2\u6216\u764c\u75c7<\/p>\n<p>\u6bd4\u5982\uff0cSandholm\u66fe\u76ee\u7779\u4e0e\u81ea\u8eab\u8bbe\u8ba1\u76f8\u4eff\u7684\u7cfb\u7edf\uff0c\u4e8e\u4e00\u573a\u7e41\u6742\u7684\u62cd\u5356\u91cc\uff0c\u4e3a\u987e\u5ba2\u6216\u8005\u516c\u53f8\u5f00\u5c55\u81ea\u52a8\u5316\u7684\u8c08\u5224\u3002\u5b83\u4ea6\u6709\u53ef\u80fd\u5728\u7f51\u7edc\u5b89\u5168\u8303\u7574\u89c5\u5f97\u81ea\u8eab\u7684\u7acb\u8db3\u4e4b\u5730\uff0c\u534f\u52a9\u4f18\u5316\u7f51\u7edc\u9632\u5fa1\u5de5\u7a0b\uff0c\u4ece\u800c\u66f4\u51fa\u8272\u5730\u62b5\u5fa1\u9ed1\u5ba2\u7684\u653b\u51fb\u3002\u5e76\u4e14\uff0cSandhol\u8fd8\u671f\u671bAI\u5728\u672a\u6765\u7684\u67d0\u4e00\u65e5\u80fd\u591f\u88ab\u5e94\u7528\u4e8e\u533b\u5b66\u9886\u57df\u3002\u201c\u6211\u4eec\u5f53\u4e0b\u6b63\u7559\u610f\u4e00\u4e9b\u81ea\u4f53\u514d\u75ab\u75be\u75c5\u4ee5\u53ca\u764c\u75c7\uff0c\u671f\u671b\u80fd\u66f4\u6709\u6548\u5730\u6539\u5584\u4eba\u4f53\u81ea\u8eab\u7684\u514d\u75ab\u7cfb\u7edf\uff0c\u4ee5\u4fbf\u5728\u4e0d\u4e45\u4e4b\u540e\u80fd\u66f4\u6709\u529b\u5730\u5bf9\u6297\u75be\u75c5\u3002\u201d\u3002\u4ed6\u52a0\u4ee5\u89e3\u91ca\u5fb7\u4fe1\u7ade\u6280\uff0c\u58f0\u79f0\uff0cT\u7ec6\u80de\u7b97\u4e0d\u4e0a\u662f\u6211\u4eec\u7684\u654c\u4eba\uff0c\u4e0d\u8fc7\uff0c\u4f60\u80fd\u591f\u8fd0\u7528\u8fd9\u4e9b\u6280\u672f\u53bb\u5bf9\u5b83\u4eec\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<p>\u672c\u5468\u8282\u76ee\u9884\u544a\uff1a<\/p>\n<p>\u70b9\u51fb\u56fe\u7247\u67e5\u770b\u62a5\u540d\u65b9\u5f0f\uff1a<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u5728\u53bb\u5e74\u8d5a\u8db3\u4e86\u4e16\u4eba\u7684\u773c\u7403\uff0c\u56e0\u4e3a\u5b83\u51fb\u8d25\u4e86\u4e16\u754c\u56f4\u68cb\u51a0\u519b\u3002\u8fd9\u5bf9AI\u6765\u8bf4\u662f\u4e00\u4e2a\u91cc\u7a0b\u7891\uff0c\u5c31\u548c1997\u5e74IBM\u8bbe\u8ba1\u7684\u6df1\u84dd\u6253\u8d25\u8c61\u68cb\u5927\u5e08Garry Kasparov\u4e00\u6837\u3002<\/p>\n","protected":false},"author":1,"featured_media":18050,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[225,785,669,731,5700],"class_list":["post-18049","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pkxw","tag-ai","tag-deepstack","tag-669","tag-731","tag-5700"],"_links":{"self":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/18049","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=18049"}],"version-history":[{"count":0,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/posts\/18049\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media\/18050"}],"wp:attachment":[{"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/media?parent=18049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/categories?post=18049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qqovblr.com\/index.php\/wp-json\/wp\/v2\/tags?post=18049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}