{"id":1072587,"date":"2023-07-19T22:35:00","date_gmt":"2023-07-20T05:35:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072587"},"modified":"2024-09-25T03:54:08","modified_gmt":"2024-09-25T10:54:08","slug":"mabim","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/mabim\/","title":{"rendered":"MABIM\uff1a\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u201c\u70bc\u4e39\u7089\u201d"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u8bb8\u591a\u95ee\u9898\u548c\u4efb\u52a1\u90fd\u662f\u7531\u591a\u4e2a\u53c2\u4e0e\u8005\u4ea4\u4e92\u8fdb\u884c\u7684\uff0c\u6240\u4ee5\u8981\u60f3\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u89e3\u51b3\u771f\u5b9e\u4e16\u754c\u7684\u95ee\u9898\uff0c\u5c31\u9700\u8981\u66f4\u597d\u5730\u6a21\u62df\u8fd9\u79cd\u590d\u6742\u7684\u73af\u5883\uff0c\u800c\u8fd9\u6b63\u662f\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff08MARL\uff09\u7684\u5f3a\u9879\u3002\u65e9\u57282020\u5e74\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u57fa\u4e8e\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff0c\u63a8\u51fa\u4e86\u9762\u5411\u591a\u884c\u4e1a\u6a2a\u622a\u9762\u4e0a\u7684\u591a\u667a\u80fd\u4f53\u8d44\u6e90\u8c03\u5ea6\u5e73\u53f0 MARO\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u4e92\u52a8\u5f0f\u7684\u5b66\u4e60\u73af\u5883\u548c\u6d4b\u8bd5\u5e73\u53f0\u5bf9\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u81f3\u5173\u91cd\u8981\u3002\u4e3a\u6b64\uff0c\u8fd1\u671f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728 GitHub \u5f00\u6e90\u4e86\u4e00\u4e2a\u80fd\u591f\u7075\u6d3b\u9002\u5e94\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u5404\u79cd\u6311\u6218\u7684\u5b66\u4e60\u6d4b\u8bd5\u5e73\u53f0\u2014\u2014MABIM\uff0c\u4ece\u800c\u53ef\u4ee5\u66f4\u597d\u5730\u6d4b\u8bd5 MARL \u7b97\u6cd5\uff0c\u8ba9\u5176\u66f4\u5bb9\u6613\u8fc1\u79fb\u5230\u771f\u5b9e\u7684\u5e94\u7528\u573a\u666f\u4e2d\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60 (Multi-Agent Reinforcement Learning\uff0cMARL) \u662f\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u7684\u4e00\u4e2a\u91cd\u8981\u5206\u652f\uff0c\u65e8\u5728\u8ba9\u591a\u4e2a\u667a\u80fd\u4f53\u5728\u7279\u5b9a\u73af\u5883\u4e2d\u901a\u8fc7\u5408\u4f5c\u4e0e\u7ade\u4e89\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\u5171\u540c\u76ee\u6807\u3002\u4e0e\u4f20\u7edf\u7684\u5355\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u76f8\u6bd4\uff0cMARL \u5177\u6709\u591a\u9879\u4f18\u52bf\uff1a\u80fd\u591f\u66f4\u597d\u5730\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u7684\u590d\u6742\u73af\u5883\uff0c\u89e3\u51b3\u6d89\u53ca\u591a\u4e2a\u53c2\u4e0e\u8005\u7684\u95ee\u9898\uff0c\u5e76\u63d0\u9ad8\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u3001\u5b66\u4e60\u6548\u7387\u3001\u81ea\u9002\u5e94\u4e0e\u53ef\u6269\u5c55\u6027\u3002\u6b63\u662f\u8fd9\u4e9b\u4f18\u52bf\u8ba9 MARL \u6210\u4e3a\u4e86\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u6709\u529b\u5de5\u5177\uff0c\u5728\u673a\u5668\u4eba\u534f\u540c\u63a7\u5236\u3001\u81ea\u52a8\u9a7e\u9a76\u3001\u6e38\u620f\u3001\u7ecf\u6d4e\u5b66\u3001\u91d1\u878d\u3001\u533b\u7597\u7b49\u9886\u57df\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"mabim\u57fa\u51c6\u6d4b\u8bd5\u5e73\u53f0-\u52a9\u529b\u8bad\u7ec3\u6700\u5177\u5b9e\u7528\u4ef7\u503c\u7684marl\u7b97\u6cd5\">MABIM\u57fa\u51c6\u6d4b\u8bd5\u5e73\u53f0\uff1a\u52a9\u529b\u8bad\u7ec3\u6700\u5177\u5b9e\u7528\u4ef7\u503c\u7684MARL\u7b97\u6cd5<\/h2>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u53d1\u5c55\u4e0e\u8fdb\u6b65\u79bb\u4e0d\u5f00\u4e92\u52a8\u5f0f\u5b66\u4e60\u73af\u5883\u548c\u6d4b\u8bd5\u5e73\u53f0\u3002\u8fd9\u4e9b\u73af\u5883\u4e3a\u5f3a\u5316\u5b66\u4e60\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5b66\u4e60\u7a7a\u95f4\uff0c\u4f7f\u667a\u80fd\u4f53\u5f97\u4ee5\u5728\u5b9e\u8df5\u4e2d\u4e0d\u65ad\u4f18\u5316\u51b3\u7b56\u7b56\u7565\uff0c\u4ece\u800c\u5728\u5404\u79cd\u590d\u6742\u5e94\u7528\u573a\u666f\u4e2d\u53d6\u5f97\u6210\u529f\u3002\u8fd1\u5e74\u6765\uff0cMARL \u9886\u57df\u6d8c\u73b0\u51fa\u8bb8\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u5b66\u4e60\u73af\u5883\uff0c\u5bf9 MARL \u7b97\u6cd5\u7684\u53d1\u5c55\u4ea7\u751f\u4e86\u79ef\u6781\u7684\u5f71\u54cd\u3002\u7136\u800c\uff0c\u76ee\u524d\u8fd8\u6ca1\u6709\u5b66\u4e60\u73af\u5883\u65e2\u80fd\u5145\u5206\u8003\u8651\u5230 MARL \u9886\u57df\u7684\u4f17\u591a\u6311\u6218\uff0c\u53c8\u80fd\u63d0\u4f9b\u7075\u6d3b\u7684\u5b9a\u5236\u548c\u6269\u5c55\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-1.jpg\" alt=\"a man watching his pad\" class=\"wp-image-1072809\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-1.jpg 1000w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-1-300x200.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-1-768x512.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-1-240x160.jpg 240w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p>\u5e93\u5b58\u7ba1\u7406\u4f5c\u4e3a\u4f9b\u5e94\u94fe\u9886\u57df\u6700\u5173\u952e\u7684\u573a\u666f\u4e4b\u4e00\uff0c\u5728\u4f01\u4e1a\u8fd0\u8425\u4e2d\u5177\u6709\u975e\u5e38\u91cd\u8981\u7684\u5730\u4f4d\u3002\u901a\u8fc7\u5408\u7406\u7684\u5e93\u5b58\u7ba1\u7406\uff0c\u4f01\u4e1a\u53ef\u4ee5\u964d\u4f4e\u6210\u672c\u3001\u63d0\u9ad8\u5ba2\u6237\u6ee1\u610f\u5ea6\u3001\u4fdd\u969c\u751f\u4ea7\u7a33\u5b9a\u3001\u63d0\u9ad8\u8d44\u91d1\u5468\u8f6c\u901f\u5ea6\uff0c\u8fdb\u800c\u5b9e\u73b0\u4f01\u4e1a\u7ecf\u6d4e\u6548\u76ca\u7684\u6700\u5927\u5316\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4ee5\u8fd0\u7b79\u5b66\u9886\u57df\u7684\u5e93\u5b58\u7ba1\u7406\u95ee\u9898\u4e3a\u57fa\u7840\uff0c\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u5177\u6709\u9ad8\u81ea\u7531\u5ea6\u3001\u652f\u6301\u591a\u7ea7\u591a\u5546\u54c1\u5e93\u5b58\u7f51\u7edc\u7684 MARL \u57fa\u51c6\u6d4b\u8bc4\u6846\u67b6\u2014\u2014MABIM (Multi-Agent Benchmark for Inventory Management)\uff0c\u5e76\u5df2\u5728 GitHub \u4e0a\u5f00\u6e90\u3002<\/p>\n\n\n\n<p>MABIM GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/victoryxl\/replenishmentenv<\/p>\n\n\n\n<p>MABIM \u5e73\u53f0\u53ef\u4ee5\u7075\u6d3b\u9002\u5e94 MARL \u7684\u5404\u79cd\u6311\u6218\u3002\u901a\u8fc7\u914d\u7f6e\u53c2\u6570\uff0cMABIM \u80fd\u8f7b\u677e\u5b9a\u5236\u4e0d\u540c\u73af\u5883\uff0c\u6a21\u62df\u5404\u79cd\u5177\u6709\u6311\u6218\u6027\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e\u4e0d\u540c\u5c42\u7ea7\u7684\u5e93\u5b58\u7f51\u7edc\u548c\u4e0d\u540c\u6570\u91cf\u7684\u5546\u54c1\u6765\u6a21\u62df\u4f17\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\u3001\u901a\u8fc7\u8bbe\u7f6e\u4e0d\u540c\u7684\u4ed3\u5e93\u7a7a\u95f4\u6765\u6a21\u62df\u667a\u80fd\u4f53\u4e4b\u95f4\u4e0d\u540c\u7a0b\u5ea6\u7684\u7ade\u4e89\u4e0e\u5408\u4f5c\u3001\u901a\u8fc7\u8bbe\u7f6e\u4e0d\u540c\u7684\u5ba2\u6237\u9700\u6c42\u6765\u6a21\u62df\u975e\u5e73\u7a33\u7684\u73af\u5883\u7b49\u7b49\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"251\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-2.png\" alt=\"MABIM \u6846\u67b6\u56fe\" class=\"wp-image-1072812\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-2.png 624w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-2-300x121.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-2-240x97.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><figcaption class=\"wp-element-caption\">MABIM \u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45545\"><\/p>\n\n\n\n<p>MABIM \u5171\u5185\u7f6e\u4e8651\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u6d89\u53ca MARL \u9886\u57df\u591a\u79cd\u4e0d\u540c\u6311\u6218\u7684\u7ec4\u5408\uff0c\u53ef\u4ee5\u7528\u6765\u6d4b\u8bd5 MARL \u7b97\u6cd5\u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u9002\u914d\u80fd\u529b\u548c\u8fd0\u884c\u6548\u679c\u3002\u6bd4\u5982\uff0c\u9488\u5bf9\u89e3\u51b3\u590d\u6742\u5408\u4f5c\u548c\u7ade\u4e89\u5173\u7cfb\u7684 MARL \u7b97\u6cd5\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u4e2a\u5c42\u7ea7\u5e93\u5b58\u7f51\u7edc\u52a0\u4e0a\u53d7\u9650\u7684\u4ed3\u5e93\u5e93\u5bb9\u6d4b\u8bd5\uff1b\u5bf9\u4e8e\u7740\u91cd\u89e3\u51b3\u53ef\u6269\u5c55\u6027\u7684 MARL \u7b97\u6cd5\uff0c\u53ef\u4ee5\u4f7f\u7528\u542b\u6709\u66f4\u591a\u4e2a\u5546\u54c1\uff08>=1000\uff09\u7684\u4efb\u52a1\u8fdb\u884c\u6d4b\u8bd5\u3002\u6b64\u5916\uff0cMABIM \u8fd8\u5177\u6709\u9ad8\u8fd0\u884c\u6548\u7387\u3001\u57fa\u4e8e GYM \u6807\u51c6\u63a5\u53e3\u3001\u5b8c\u6574\u7684\u7b56\u7565\u53ef\u89c6\u5316\u5de5\u5177\u548c\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u7b49\u7279\u70b9\uff0c\u4f7f\u5176\u80fd\u66f4\u597d\u5730\u652f\u6301 MARL \u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"marl\u6311\u6218\u72b9\u5728-mabim\u7684\u7814\u7a76\u8fd8\u5c06\u7ee7\u7eed\">MARL\u6311\u6218\u72b9\u5728\uff0cMABIM\u7684\u7814\u7a76\u8fd8\u5c06\u7ee7\u7eed<\/h2>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5229\u7528 MABIM \u6d4b\u8bd5\u4e86\u591a\u79cd\u7ecf\u5178\u7684\u8fd0\u7b79\u5b66\u548c\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u53d1\u73b0\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u7ed3\u8bba\uff0c\u5982 IPPO \u7b97\u6cd5\u5728\u667a\u80fd\u4f53\u6570\u91cf\u589e\u591a\u65f6\u8bad\u7ec3\u5c06\u53d8\u5f97\u56f0\u96be\uff0cQTRAN \u7b97\u6cd5\u4f1a\u53d8\u5f97\u4e0d\u7a33\u5b9a\uff1b\u5728\u8d44\u6e90\u7d27\u5f20\u7684\u7ade\u4e89\u73af\u5883\u4e2d\uff0cIPPO \u8868\u73b0\u51fa\u77ed\u89c6\u884c\u4e3a\uff0c\u4e3a\u4e86\u907f\u514d\u77ed\u671f\u7684\u635f\u5931\u800c\u91c7\u53d6\u957f\u671f\u4e0d\u76c8\u5229\u7684\u7b56\u7565\uff1b\u5728\u9700\u8981\u4e0a\u4e0b\u6e38\u5408\u4f5c\u7684\u73af\u5883\u4e2d\uff0c\u7eaf MARL \u7b97\u6cd5\u96be\u4ee5\u5b66\u4e60\u5230\u6709\u6548\u7684\u4e0a\u4e0b\u6e38\u7b56\u7565\uff1b\u5728\u975e\u5e73\u7a33\u73af\u5883\u4e2d\uff0cMARL \u7b56\u7565\u4f18\u4e8e\u666e\u901a\u8fd0\u7b79\u5b66\u7b97\u6cd5\u7b49\u3002\u8fd9\u8bf4\u660e\uff0c\u867d\u7136 MARL \u7b97\u6cd5\u5728\u4e1a\u754c\u6709\u5f88\u5927\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u66f4\u5927\u7684\u6311\u6218\uff0c\u5982\u8ba1\u7b97\u590d\u6742\u5ea6\u4f1a\u968f\u667a\u80fd\u4f53\u6570\u91cf\u6307\u6570\u7ea7\u589e\u52a0\u3001\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u5408\u4f5c\u4e0e\u7ade\u4e89\u3001\u4e0d\u7a33\u5b9a\u7684\u73af\u5883\u7b49\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"755\" height=\"280\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-3.png\" alt=\"IPPO \u548c QTRAN \u7b97\u6cd5\u7684\u8bad\u7ec3\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u7684\u589e\u52a0\u53d8\u5f97\u4e0d\u7a33\u5b9a\" class=\"wp-image-1072815\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-3.png 755w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-3-300x111.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/mabim-3-240x89.png 240w\" sizes=\"auto, (max-width: 755px) 100vw, 755px\" \/><figcaption class=\"wp-element-caption\">IPPO \u548c QTRAN \u7b97\u6cd5\u7684\u8bad\u7ec3\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u7684\u589e\u52a0\u53d8\u5f97\u4e0d\u7a33\u5b9a<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45546\"><\/p>\n\n\n\n<p>\u8ba1\u7b97\u590d\u6742\u5ea6\uff1a\u968f\u7740\u667a\u80fd\u4f53\u6570\u91cf\u7684\u589e\u52a0\uff0cMARL 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MARL 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MARL \u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4f1a\u5f71\u54cd\u73af\u5883\uff0c\u4ece\u800c\u5f71\u54cd\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u5b66\u4e60\u8fc7\u7a0b\uff0c\u8fd9\u4f7f\u73af\u5883\u53d8\u5f97\u975e\u5e73\u7a33\u548c\u4e0d\u786e\u5b9a\uff0c\u7ed9\u5b66\u4e60\u548c\u4f18\u5316\u5e26\u6765\u4e86\u989d\u5916\u7684\u56f0\u96be\u3002\u6bd4\u5982\u5728\u5e93\u5b58\u7ba1\u7406\u9886\u57df\uff0c\u6bcf\u4e2a\u5546\u54c1\u7684\u672a\u6765\u9700\u6c42\u662f\u4e0d\u786e\u5b9a\u7684\uff0c\u5bfc\u81f4\u4e86\u6574\u4e2a\u73af\u5883\u6709\u5f88\u5927\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u867d\u7136 MABIM \u662f\u57fa\u4e8e\u5e93\u5b58\u7ba1\u7406\u4efb\u52a1\u7684\u5b66\u4e60\u73af\u5883\uff0c\u4f46\u5176\u6d89\u53ca\u7684\u4f17\u591a\u95ee\u9898\u5728\u4e1a\u754c\u5177\u5907\u4e00\u5b9a\u7684\u666e\u904d\u6027\uff0c\u7ecf\u8fc7 MABIM \u6d4b\u8bd5\u7684 MARL 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\u94fe\u63a5\uff1ahttps:\/\/github.com\/victoryxl\/replenishmentenv<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u8bb8\u591a\u95ee\u9898\u548c\u4efb\u52a1\u90fd\u662f\u7531\u591a\u4e2a\u53c2\u4e0e\u8005\u4ea4\u4e92\u8fdb\u884c\u7684\uff0c\u6240\u4ee5\u8981\u60f3\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u89e3\u51b3\u771f\u5b9e\u4e16\u754c\u7684\u95ee\u9898\uff0c\u5c31\u9700\u8981\u66f4\u597d\u5730\u6a21\u62df\u8fd9\u79cd\u590d\u6742\u7684\u73af\u5883\uff0c\u800c\u8fd9\u6b63\u662f\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff08MARL\uff09\u7684\u5f3a\u9879\u3002\u65e9\u57282020\u5e74\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u57fa\u4e8e\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff0c\u63a8\u51fa\u4e86\u9762\u5411\u591a\u884c\u4e1a\u6a2a\u622a\u9762\u4e0a\u7684\u591a\u667a\u80fd\u4f53\u8d44\u6e90\u8c03\u5ea6\u5e73\u53f0 MARO\u3002 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