{"id":37598,"date":"2025-01-31T19:00:57","date_gmt":"2025-01-31T11:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=37598"},"modified":"2025-01-31T19:00:57","modified_gmt":"2025-01-31T11:00:57","slug":"%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e7%ae%97%e6%b3%95%e8%af%84%e4%bc%b0hard%e6%a8%a1%e5%bc%8f%e6%9d%a5%e4%ba%86%ef%bc%81%e6%b5%99%e5%a4%a7%e3%80%81%e5%8d%97","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37598","title":{"rendered":"\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bc4\u4f30Hard\u6a21\u5f0f\u6765\u4e86\uff01\u6d59\u5927\u3001\u5357\u6816\u4ed9\u7b56\u8054\u624b\u63a8\u51fa"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-05\" target=\"_blank\">\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bc4\u4f30Hard\u6a21\u5f0f\u6765\u4e86\uff01\u6d59\u5927\u3001\u5357\u6816\u4ed9\u7b56\u8054\u624b\u63a8\u51fa<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3cfe47bd8a53a073944f432726809a55.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3cfe47bd8a53a073944f432726809a55.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<section><strong>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u6d59\u6c5f\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u3001\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u548c\u5357\u6816\u4ed9\u7b56\u3002\u4f5c\u8005\u5217\u8868\uff1a\u9093\u60a6\u3001\u55bb\u8a00\u3001\u9a6c\u73ae\u5f67\u3001\u738b\u5b50\u745e\u3001\u6731\u6587\u8f89\u3001\u8d75\u9274\u548c\u5f20\u5bc5\u3002\u7b2c\u4e00\u4f5c\u8005\u9093\u60a6\u662f\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u535a\u58eb\u751f\u3002\u901a\u8baf\u4f5c\u8005\u662f\u5357\u6816\u4ed9\u7b56\u8d75\u9274\u535a\u58eb\u548c\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u6559\u6388\u5f20\u5bc5\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5177\u6709\u6311\u6218\u6027\u7684\u6a21\u62df\u73af\u5883\u5bf9\u4e8e\u63a8\u52a8\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff08MARL\uff09\u9886\u57df\u7684\u53d1\u5c55\u81f3\u5173\u91cd\u8981\u3002\u5728\u5408\u4f5c\u5f0f\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e2d\uff0c\u5927\u591a\u6570\u7b97\u6cd5\u5747\u901a\u8fc7\u661f\u9645\u4e89\u9738\u591a\u667a\u80fd\u4f53\u6311\u6218\uff08SMAC\uff09\u4f5c\u4e3a\u5b9e\u9a8c\u73af\u5883\u6765\u9a8c\u8bc1\u7b97\u6cd5\u7684\u6536\u655b\u548c\u6837\u672c\u5229\u7528\u7387\u3002\u7136\u800c\u968f\u7740 MARL \u7b97\u6cd5\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u5f88\u591a\u7b97\u6cd5\u5728 SMAC \u73af\u5883\u4e0a\u5747\u8868\u73b0\u51fa\u63a5\u8fd1\u6700\u4f18\u7684\u6027\u80fd\uff0c\u8fd9\u4f7f\u5f97\u5bf9\u7b97\u6cd5\u7684\u771f\u5b9e\u6709\u6548\u6027\u7684\u8bc4\u4f30\u53d8\u5f97\u66f4\u4e3a\u590d\u6742\u3002\u5c3d\u7ba1 SMACv2 \u73af\u5883\u5728\u4efb\u52a1\u521d\u59cb\u5316\u65f6\u91c7\u7528\u6982\u7387\u751f\u6210\u7684\u65b9\u5f0f\u4ee5\u524a\u5f31\u5f00\u73af\u63a7\u5236\u7684\u7279\u6027\uff0c\u4f46\u662f\u4e24\u4e2a\u73af\u5883\u5747\u662f\u4ee5\u9ed8\u8ba4\u7684\u3001\u5355\u4e00\u7684\u3001\u4e14\u786e\u5b9a\u7684\u811a\u672c\u4f5c\u4e3a\u5bf9\u624b\u811a\u672c\u3002\u8fd9\u4f7f\u5f97\u667a\u80fd\u4f53\u5b66\u4e60\u5230\u7684\u7b56\u7565\u6a21\u578b\u66f4\u5bb9\u6613\u8fc7\u62df\u5408\u5230\u67d0\u4e00\u4e2a\u5bf9\u624b\u7b56\u7565\uff0c\u6216\u5229\u7528\u5bf9\u624b\u7b56\u7565\u7684\u6f0f\u6d1e\u800c\u62df\u5408\u5230\u53d6\u5de7\u65b9\u6cd5\u4e0a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2e764db98291a2d000d295537600fc2d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2e764db98291a2d000d295537600fc2d.png\"><\/a><\/section>\n<section><em><sup>\u56fe\u4e00\uff1aSMACv1\uff08\u5de6\uff09\u548c SMACv2\uff08\u53f3\uff09\u7684\u9ed8\u8ba4\u811a\u672c\u3002\u5206\u522b\u4e3a\uff1a\u201c\u64cd\u63a7\u6240\u6709\u73a9\u5bb6 2 \u7684\u89d2\u8272\u653b\u51fb Team1 \u4f4d\u7f6e\u201d \u548c \u201c\u64cd\u63a7\u6bcf\u4e2a\u73a9\u5bb6 2 \u7684\u89d2\u8272\u653b\u51fb\u73a9\u5bb6 1 \u7684\u6700\u8fd1\u89d2\u8272\u201d\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u8bf4\u660e\u9ed8\u8ba4\u811a\u672c\u5e26\u6765\u7684\u5f71\u54cd\uff0c\u5982\u4e0b\u7684\u4e09\u4e2a\u89c6\u9891\u56de\u653e\u5206\u522b\u6765\u81ea SMACv1\u3001SMACv2 \u7684\u9ed8\u8ba4\u5bf9\u624b\u7b56\u7565\u548c\u5408\u9002\u7684\u5bf9\u624b\u7b56\u7565\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/CP7HCUh5qNZ_QBTo1E5pyQ?token=577818750&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3756041a6ad0e0c2e8e62fac164e830d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3756041a6ad0e0c2e8e62fac164e830d.png\"><\/a><\/a><\/section>\n<section>\u5728 SMACv1 \u73af\u5883\u4e2d\uff0c\u5bf9\u624b zealot \u88ab\u4ec7\u6068\u8303\u56f4\u548c\u811a\u672c\u5361\u5728 Team1 \u7684\u4f4d\u7f6e\uff0c\u8131\u79bb\u5176\u4ed6\u89d2\u8272\u7684\u6218\u6597\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/CP7HCUh5qNZ_QBTo1E5pyQ?token=577818750&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9285ed4d400b21722fac5f55d062743f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9285ed4d400b21722fac5f55d062743f.png\"><\/a><\/a><\/section>\n<section>\u5728 SMACv2 \u73af\u5883\u4e2d\uff0c\u56e0\u4e3a\u9ed8\u8ba4\u5bf9\u624b\u7b56\u7565\u4e3a\u653b\u51fb\u6700\u8fd1\u89d2\u8272\uff0c\u5bf9\u624b zealot \u88ab stalker \u5438\u5f15\uff0c\u8131\u79bb\u5176\u4ed6\u89d2\u8272\u7684\u6218\u6597\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/CP7HCUh5qNZ_QBTo1E5pyQ?token=577818750&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-41c3f9bd72f32a3253cd4f09f0137d2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-41c3f9bd72f32a3253cd4f09f0137d2f.png\"><\/a><\/a><\/section>\n<section>\u5728 SMAC-HARD \u4e2d\uff0c\u4e30\u5bcc\u5bf9\u624b\u7b56\u7565\u7ed9\u667a\u80fd\u4f53\u5e26\u6765\u66f4\u6b63\u5e38\u66f4\u5927\u7684\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u671f\uff0c\u6d59\u6c5f\u5927\u5b66\u548c\u5357\u6816\u4ed9\u7b56\u8054\u5408\u63a8\u51fa\u4e86\u57fa\u4e8e SMAC \u6a21\u62df\u73af\u5883\u7684 SMAC-HARD \u73af\u5883\u3002\u8be5\u73af\u5883\u652f\u6301\u53ef\u7f16\u8f91\u7684\u5bf9\u624b\u7b56\u7565\u3001\u968f\u673a\u5316\u5bf9\u624b\u7b56\u7565\u4ee5\u53ca MARL \u81ea\u535a\u5f08\u63a5\u53e3\uff0c\u4ece\u800c\u4f7f\u667a\u80fd\u4f53\u8bad\u7ec3\u8fc7\u7a0b\u80fd\u591f\u9002\u5e94\u4e0d\u540c\u7684\u5bf9\u624b\u884c\u4e3a\u8fdb\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u3002\u6b64\u5916\uff0c\u667a\u80fd\u4f53\u8fd8\u53ef\u4ee5\u901a\u8fc7 SMAC-HARD \u73af\u5883\u5b8c\u6210\u9ed1\u76d2\u6d4b\u8bd5\u6765\u8bc4\u4f30 MARL \u7b97\u6cd5\u7684\u7b56\u7565\u8986\u76d6\u6027\u548c\u8fc1\u79fb\u80fd\u529b\uff0c\u5373\u667a\u80fd\u4f53\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ec5\u901a\u8fc7\u4e0e\u9ed8\u8ba4\u5bf9\u624b\u7b56\u7565\u6216\u81ea\u535a\u5f08\u6a21\u578b\u8fdb\u884c\u63a8\u6f14\uff0c\u4f46\u5728\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u4e0e\u73af\u5883\u63d0\u4f9b\u7684\u811a\u672c\u8fdb\u884c\u4ea4\u4e92\u3002<\/section>\n<section><\/section>\n<section>\u56e2\u961f\u5728 SMAC-HARD \u4e0a\u5bf9\u5e7f\u6cdb\u4f7f\u7528\u7684\u5148\u8fdb\u7b97\u6cd5\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5c55\u793a\u4e86\u5f53\u524d\u7684 MARL \u7b97\u6cd5\u5728\u9762\u5bf9\u6df7\u5408\u53ef\u7f16\u8f91\u5bf9\u624b\u7b56\u7565\u65f6\u4f1a\u5f97\u5230\u66f4\u4fdd\u5b88\u7684\u884c\u4e3a\u4ef7\u503c\uff0c\u8fdb\u800c\u5bfc\u81f4\u7b56\u7565\u7f51\u7edc\u6536\u655b\u5230\u6b21\u4f18\u89e3\u3002\u6b64\u5916\uff0c\u9ed1\u76d2\u7b56\u7565\u6d4b\u8bd5\u4e5f\u4f53\u73b0\u4e86\u5c06\u6240\u5b66\u7b56\u7565\u8f6c\u79fb\u5230\u672a\u77e5\u5bf9\u624b\u8eab\u4e0a\u7684\u96be\u5ea6\u3002\u56e2\u961f\u5e0c\u671b\u901a\u8fc7\u63a8\u51fa SMAC-HARD \u73af\u5883\u6765\u4e3a\u540e\u7eed MARL \u7b97\u6cd5\u8bc4\u4f30\u63d0\u51fa\u65b0\u7684\u6311\u6218\uff0c\u5e76\u4fc3\u8fdb\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u793e\u533a\u4e2d\u81ea\u535a\u5f08\u65b9\u6cd5\u7684\u53d1\u5c55\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3796f1d62cd01487b2957985dd21dce1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3796f1d62cd01487b2957985dd21dce1.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aSMAC-Hard: Enabling Mixed Opponent Strategy Script and Self-play on SMAC<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2412.17707<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/devindeng94\/smac-hard<\/section>\n<\/li>\n<li>\n<section>\u77e5\u4e4e\u94fe\u63a5\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/14397869903<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u73af\u5883\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u5c31\u6e90\u4ee3\u7801\u800c\u8a00\uff0c\u57fa\u4e8e Python \u7684 pysc2 \u4ee3\u7801\u5305\u662f\u5bf9\u300a\u661f\u9645\u4e89\u9738 II\u300b\u4e8c\u8fdb\u5236\u6e38\u620f\u6587\u4ef6\u4e2d\u7684 sc2_protocol \u7684\u62bd\u8c61\u3002\u901a\u8fc7 pysc2 \u5bf9 sc2_protocolAPI \u7684\u62bd\u8c61\uff0c\u73a9\u5bb6\u53ef\u4ee5\u64cd\u63a7\u6e38\u620f\u7684\u8fdb\u7a0b\u3002\u800c SMAC \u6846\u67b6\u662f\u901a\u8fc7\u5c06 pysc2 \u7684\u539f\u59cb\u89c2\u6d4b\u6570\u636e\u8f6c\u5316\u4e3a\u6807\u51c6\u5316\u3001\u7ed3\u6784\u5316\u3001\u5411\u91cf\u5316\u7684\u89c2\u6d4b\u548c\u72b6\u6001\u8868\u793a\uff0c\u8fdb\u4e00\u6b65\u5c01\u88c5\u4e86 pysc2 \u63d0\u4f9b\u7684 API\u3002\u56e0\u6b64\uff0c\u300a\u661f\u9645\u4e89\u9738 II\u300b\u73af\u5883\u672c\u8eab\u65e2\u652f\u6301\u6765\u81ea SMAC \u7684\u6807\u51c6\u5316\u52a8\u4f5c\uff0c\u4e5f\u652f\u6301\u7531 pysc2 \u811a\u672c\u751f\u6210\u7684\u52a8\u4f5c\uff0c\u8fd9\u4e3a\u5bf9\u624b\u53ef\u7f16\u8f91\u811a\u672c\u63d0\u4f9b\u4e86\u652f\u6301\u3002\u5982\u56fe\u4e8c\u6240\u793a\uff0cSMAC-HARD \u4fee\u6539\u4e86 SMAC \u4e2d\u7684\u5730\u56fe\uff08SC2Map\uff09\u4ee5\u542f\u7528\u591a\u73a9\u5bb6\u6a21\u5f0f\u5e76\u7981\u7528\u4e86\u9ed8\u8ba4\u653b\u51fb\u7b56\u7565\u4ee5\u9632\u6b62\u9ed8\u8ba4\u811a\u672c\u7b56\u7565\u4e2d\u7684\u884c\u52a8\u5e72\u6270\u3002\u9664\u4e86\u5bf9\u5730\u56fe\u7684\u4fee\u6539\u5916\uff0c\u5bf9\u539f SMAC \u7684 starcraft.py \u6587\u4ef6\u4e5f\u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u4ee5\u5bb9\u7eb3\u4e24\u4e2a\u73a9\u5bb6\u8fdb\u5165\u6e38\u620f\uff0c\u68c0\u7d22\u4e24\u4e2a\u73a9\u5bb6\u7684\u539f\u59cb\u89c2\u6d4b\u6570\u636e\uff0c\u5e76\u540c\u65f6\u5904\u7406\u4e24\u4e2a\u73a9\u5bb6\u7684\u884c\u52a8\u3002\u4e3a\u4e86\u51cf\u8f7b\u884c\u52a8\u6267\u884c\u987a\u5e8f\u7684\u5f71\u54cd\uff0c\u73af\u5883\u5bf9\u4e24\u540d\u73a9\u5bb6\u7684\u884c\u52a8\u6b65\u8fdb\u8fc7\u7a0b\u8fdb\u884c\u4e86\u5e76\u884c\u5316\u5904\u7406\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f8cc3574962600051ddc4390424fc2ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f8cc3574962600051ddc4390424fc2ef.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u4e8c\uff1aSMAC-HARD \u73af\u5883\u3001\u5bf9\u624b\u7b56\u7565\u811a\u672c\u3001\u81ea\u535a\u5f08\u63a5\u53e3\u5c01\u88c5\uff0c\u4e0e\u539f\u59cb SMAC\u3001PySC2\u3001StarCraftII \u7684\u5173\u7cfb\u793a\u610f\u56fe\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u9664\u4e86\u4e3a\u5bf9\u624b\u63d0\u4f9b\u4e86\u51b3\u7b56\u6811\u5efa\u6a21\u5916\uff0c\u5f53\u5b58\u5728\u591a\u4e2a\u5bf9\u624b\u7b56\u7565\u65f6\uff0c\u73af\u5883\u8fd8\u5f15\u5165\u4e86\u7531\u9884\u5b9a\u4e49\u6982\u7387\u8bbe\u7f6e\u7684\u968f\u673a\u7b56\u7565\u9009\u62e9\u529f\u80fd\u4ee5\u63d0\u5347\u5bf9\u624b\u7b56\u7565\u7684\u4e30\u5bcc\u5ea6\u3002\u8fd9\u4e9b\u6982\u7387\u4ee5\u6d6e\u70b9\u503c\u5217\u8868\u7684\u5f62\u5f0f\u8868\u793a\uff0c\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a\u6240\u6709\u7b56\u7565\u76f8\u7b49\u6982\u7387\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u6269\u5927\u5bf9\u624b\u7684\u7b56\u7565\u4e30\u5bcc\u5ea6\uff0c\u73af\u5883\u8fd8\u6839\u636e\u667a\u80fd\u4f53\u7684\u89c2\u6d4b\u3001\u72b6\u6001\u548c\u53ef\u7528\u884c\u4e3a\u7b49\u7684\u5c01\u88c5\uff0c\u4e3a\u5bf9\u624b\u63d0\u4f9b\u4e86\u7c7b\u4f3c\u7684\u5bf9\u79f0\u63a5\u53e3\u4ee5\u4fc3\u8fdb MARL \u81ea\u535a\u5f08\u6a21\u5f0f\u7684\u53d1\u5c55\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 &#8220;mode&#8221; \u53c2\u6570\u6765\u63a7\u5236\u4f7f\u7528\u81ea\u535a\u5f08\u6a21\u5f0f\u6216\u51b3\u7b56\u6811\u6a21\u5f0f\u4e14\u8be5\u6a21\u5f0f\u9ed8\u8ba4\u4e3a\u51b3\u7b56\u6811\u6a21\u5f0f\u3002\u4ee5\u6b64\u4e3a\u524d\u63d0\uff0c\u7528\u6237\u5c06 import \u4e2d\u7684 smac \u66f4\u6362\u4e3a smac_hard\uff0c\u5373\u53ef\u5c06\u5b9e\u9a8c\u73af\u5883\u4ece SMAC \u65e0\u7f1d\u8fc7\u6e21\u5230 SMAC-HARD\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5952cff8e564d68c55e8e736f1c315e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5952cff8e564d68c55e8e736f1c315e7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u4e09\uff1a\u7531\u5927\u6a21\u578b\u751f\u6210\u53cc\u65b9\u7b56\u7565\u811a\u672c\u8fc7\u7a0b\u3002\u5728\u5bf9\u79f0\u7684\u73af\u5883\u4e2d\uff0c\u6700\u7ec8\u751f\u6210\u7684\u53cc\u65b9\u7b56\u7565\u5747\u88ab\u91c7\u7528\u4e3a\u53ef\u9009\u5907\u53d7\u7b56\u7565\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u867d\u7136\u51b3\u7b56\u6811\u5728\u9762\u5bf9\u4e0d\u540c\u5bf9\u624b\u7b56\u7565\u65f6\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u7a33\u5b9a\u6027\u4e14\u53ef\u4ee5\u63d0\u4f9b\u66f4\u5f3a\u7684\u53ef\u89e3\u91ca\u6027\u3002\u53c2\u8003\u6700\u8fd1\u7684\u5de5\u4f5c LLM-SMAC\uff0c\u5bf9\u624b\u7b56\u7565\u7684\u751f\u6210\u53ef\u4ee5\u901a\u8fc7\u4ee3\u7801\u5927\u6a21\u578b\u5b8c\u6210\u4ee5\u8f85\u52a9\u7b56\u7565\u811a\u672c\u7f16\u5199\u3002\u5982\u56fe\u4e09\u6240\u793a\uff1a\u5c06\u89d2\u8272\u4fe1\u606f\u3001\u5730\u56fe\u4fe1\u606f\u3001\u4e0e\u4efb\u52a1\u63cf\u8ff0\u5408\u6210\u4e3a\u73af\u5883\u63d0\u793a\uff0c\u5e76\u5229\u7528\u89c4\u5212\u5927\u6a21\u578b\u4e3a\u53cc\u65b9\u89c4\u5212\u7b56\u7565\u67b6\u6784\u3002\u53cc\u65b9\u5206\u522b\u5229\u7528\u4ee3\u7801\u5927\u6a21\u578b\u5b9e\u73b0\u5404\u81ea\u7684\u7b56\u7565\u67b6\u6784\uff0c\u5e76\u5229\u7528\u751f\u6210\u7684\u4ee3\u7801\u5728 SMAC-HARD \u4e2d\u8fdb\u884c\u6d4b\u8bc4\u3002\u518d\u5229\u7528\u5927\u6a21\u578b\u4f5c\u4e3a\u6279\u8bc4\u5bb6\u591a\u8f6e\u5206\u6790\u6d4b\u8bc4\u7ed3\u679c\u548c\u4ee3\u7801\uff0c\u8fdb\u800c\u4e3a\u89c4\u5212\u5927\u6a21\u578b\u548c\u4ee3\u7801\u5927\u6a21\u578b\u63d0\u4f9b\u4f18\u5316\u5efa\u8bae\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a211ac95db96081396df348f306dd09b.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a211ac95db96081396df348f306dd09b.gif\"><\/a><\/section>\n<section><strong>\u6d4b\u8bd5\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u7ecf\u8fc7\u5bf9\u4e94\u4e2a\u7ecf\u5178\u7b97\u6cd5\u7684\u6d4b\u8bd5\uff0cSMAC-HARD \u73af\u5883\u8868\u73b0\u51fa\u5bf9\u57fa\u7840 MARL \u7b97\u6cd5\u66f4\u5927\u7684\u6311\u6218\u3002\u5728\u6700\u521d\u7684 SMAC \u4efb\u52a1\u4e2d\uff0c\u51e0\u4e4e\u6240\u6709\u7b97\u6cd5\u90fd\u80fd\u5728 1000 \u4e07\u4e2a\u65f6\u95f4\u6b65\u5185\u5b9e\u73b0\u63a5\u8fd1 100% \u7684\u80dc\u7387\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0cSMAC-HARD \u5219\u5f15\u5165\u4e86\u66f4\u9ad8\u7684\u96be\u5ea6\u548c\u6536\u655b\u6311\u6218\u3002\u4f8b\u5982\uff0c\u5982\u56fe\u56db\u548c\u8868\u4e00\u6240\u793a\uff0c2m_vs_1z \u4efb\u52a1\u5728\u539f\u59cb SMAC \u73af\u5883\u4e2d\u76f8\u5bf9\u5bb9\u6613\uff0c\u4f46\u5728 SMAC-HARD \u4e2d\u5374\u53d8\u6210\u4e86\u8d85\u96be\u4efb\u52a1\u3002\u5728 SMAC-HARD \u4e2d\uff0cZealot \u59cb\u7ec8\u4ee5\u4e00\u540d Marine \u4e3a\u76ee\u6807\uff0c\u8fd9\u5c31\u8981\u6c42\u4e00\u540d Marine \u8d1f\u8d23\u79fb\u52a8\u8eb2\u907f\u4f24\u5bb3\uff0c\u800c\u53e6\u4e00\u540d\u5219\u4e13\u6ce8\u4e8e\u653b\u51fb\u3002\u8fd9\u4f7f\u5f97\u6bcf\u4e2a\u667a\u80fd\u4f53\u9700\u8981\u8fde\u7eed\u505a\u51fa\u6b63\u786e\u7684\u884c\u4e3a\uff0c\u8fd9\u5bf9 MARL \u7b97\u6cd5\u6784\u6210\u4e86\u5de8\u5927\u6311\u6218\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bd0cf52021d76cbee277535b2d41290a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bd0cf52021d76cbee277535b2d41290a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u56db\uff1a\u7ecf\u5178\u7b97\u6cd5\u5728 SMAC-HARD \u73af\u5883\u4e2d 10M \u6b65\u7684\u6d4b\u8bd5\u66f2\u7ebf\u3002<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-624b74f9ccd43bcf491b029d0b039f49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-624b74f9ccd43bcf491b029d0b039f49.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868\u4e00\uff1a\u7ecf\u5178\u7b97\u6cd5\u5728 SMAC-HARD \u73af\u5883\u4e2d 10M \u6b65\u7684\u6d4b\u8bd5\u7ed3\u679c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u6d4b\u8bd5 MARL \u7b97\u6cd5\u7684\u7b56\u7565\u8986\u76d6\u7387\u548c\u8fc1\u79fb\u80fd\u529b\uff0cSMAC-HARD \u63d0\u4f9b\u4e86\u9ed1\u76d2\u6d4b\u8bd5\u6a21\u5f0f\u3002MARL \u7b97\u6cd5\u9762\u5411\u9ed8\u8ba4\u5bf9\u624b\u7b56\u7565\u8bad\u7ec3 10M \u6b65\u540e\u518d\u9488\u5bf9\u6df7\u5408\u5bf9\u624b\u7b56\u7565\u8fdb\u884c\u6d4b\u8bd5\uff0c\u6d4b\u8bd5\u7ed3\u679c\u5982\u8868\u4e8c\u6240\u793a\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff1a\u4e0e\u9ed1\u76d2\u8bc4\u4f30\u7684\u80dc\u7387\u968f\u7740\u4efb\u52a1\u96be\u5ea6\u7684\u589e\u52a0\u800c\u589e\u52a0\uff0c\u5728 3s_vs_3z\u30013s_vs_4z \u548c 3s_vs_5z \u4efb\u52a1\u4e2d\u4ea7\u751f\u4e86\u76f8\u53cd\u7684\u8d8b\u52bf\u3002\u5728 Stalker \u9762\u5bf9 Zealot \u7684\u65f6\u5019\uff0cStalker \u89d2\u8272\u53ef\u4ee5\u901a\u8fc7\u66f4\u9ad8\u7684\u79fb\u901f\u6765 \u201c\u98ce\u7b5d\u201d Zealot \u89d2\u8272\u30023s_vs_5z \u7684\u73af\u5883\u66f4\u5177\u6311\u6218\u6027\uff0c\u667a\u80fd\u4f53\u5fc5\u987b\u91c7\u7528\u4e25\u683c\u7684 \u201c\u98ce\u7b5d\u201d \u673a\u5236\u8fd9\u4e00\u6700\u4f18\u7684\u5e94\u5bf9\u7b56\u7565\u624d\u80fd\u83b7\u80dc\u3002\u5b66\u4e60\u5230\u4e86\u6700\u4f73\u5e94\u5bf9\u7b56\u7565\u7684\u667a\u80fd\u4f53\u66f4\u6709\u53ef\u80fd\u5728\u9ed1\u76d2\u6d4b\u8bd5\u7684\u5bf9\u624b\u811a\u672c\u524d\u53d6\u5f97\u6210\u529f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dd8951c4d069dd2fe4c77a3d38fb4813.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-dd8951c4d069dd2fe4c77a3d38fb4813.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868\u4e8c\uff1a\u7ecf\u5178\u7b97\u6cd5\u5728 SMAC \u73af\u5883\u4e2d\u8bad\u7ec3 10M \u6b65\u540e\u5728 SMAC-HARD \u7684\u9ed1\u76d2\u6a21\u5f0f\u6d4b\u8bd5\u7ed3\u679c\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u9664\u6b64\u4e4b\u5916\uff0c\u539f SMAC \u73af\u5883\u4e2d\u5bf9\u4e8e\u5bf9\u624b\u8840\u91cf\u548c\u76fe\u91cf\u56de\u590d\u7684\u5956\u52b1\u7ed3\u7b97\u9519\u8bef\uff0c\u4f7f\u5f97\u667a\u80fd\u4f53\u5bb9\u6613\u9677\u5165\u6700\u5927\u5316\u5956\u52b1\u7684\u6700\u4f18\u89e3\uff0c\u4f46\u662f\u662f\u80dc\u7387\u7ed3\u7b97\u7684\u6b21\u4f18\u89e3\u3002\u800c SMAC \u4f5c\u4e3a\u5b9e\u9a8c\u73af\u5883\u5df2\u7ecf\u6d4b\u8bc4\u4e86\u591a\u4e2a\u7b97\u6cd5\uff0c\u6240\u4ee5\u867d\u7136\u53d1\u73b0\u4e86 SMAC \u7684\u5956\u52b1\u7ed3\u7b97\u9519\u8bef\uff0cSMAC \u4e5f\u4e0d\u65b9\u4fbf\u4fee\u6b63\u4f7f\u5b9e\u9a8c\u7ed3\u679c\u4e0d\u5177\u5907\u53ef\u6bd4\u6027\u3002\u7531\u4e8e\u63d0\u51fa\u4e86\u65b0\u7684\u6d4b\u8bc4\u73af\u5883\uff0cSMAC-HARD \u4fee\u6b63\u4e86\u8fd9\u4e2a\u6765\u81ea SMAC \u7684\u5956\u52b1\u7ed3\u7b97 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