腾讯AI足球队夺冠Kaggle竞赛：绝悟AI强化学习框架解析

{"type":"doc","content":[{"type":"blockquote","content":[{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"12月30日，腾讯宣布其人工智能球队摘得首届谷歌足球Kaggle竞赛冠军。该冠军球队来自腾讯AI Lab研发的绝悟WeKick版本，凭借1785.8的总分在与全球顶级技术团队的竞技中胜出，本文介绍了绝悟AI WeKick版本的技术要点。"}]}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"今年"},{"type":"text","text":"11"},{"type":"text","text":"月底，腾讯"},{"type":"text","text":"AI Lab"},{"type":"text","text":"与王者荣耀联合研发的策略协作型"},{"type":"text","text":"AI"},{"type":"text","text":"绝悟升级为完全体，首次让"},{"type":"text","text":"AI"},{"type":"text","text":"精通了所有英雄的全部技能。此次绝悟"},{"type":"text","text":"WeKick"},{"type":"text","text":"版本的整体设计正是基于绝悟完全体迁移得到，并对足球任务做了针对性的调整。"},{"type":"text","text":" "}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"一直以来，足球运动团队策略以其复杂性、多样性和高难度，成为长期困扰世界顶尖"},{"type":"text","text":"AI"},{"type":"text","text":"研究团队的难题，更加稀疏的游戏激励也使得其成为比"},{"type":"text","text":"MOBA"},{"type":"text","text":"游戏更难攻克的目标。今年"},{"type":"text","text":"Kaggle"},{"type":"text","text":"首次针对足球"},{"type":"text","text":"AI"},{"type":"text","text":"领域发布赛题，为深度强化学习多智能体技术竞技和基准评测提供了平台。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"本次比赛使用"},{"type":"text","text":"Google Research Football"},{"type":"text","text":"强化学习环境，基于开源足球游戏"},{"type":"text","text":"Gameplay Football"},{"type":"text","text":"开发，采取"},{"type":"text","text":"11vs11"},{"type":"text","text":"的赛制，参赛团队需要控制其中"},{"type":"text","text":"1"},{"type":"text","text":"个智能体与"},{"type":"text","text":"10"},{"type":"text","text":"个内置智能体组成球队。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"GoogleFootball(on Kaggle)"},{"type":"text","text":"以流行的足球游戏为模型，就像是一款由"},{"type":"text","text":"AI"},{"type":"text","text":"操作的"},{"type":"text","text":"FIFA"},{"type":"text","text":"游戏，智能体控制足球队中的一个或所有足球运动员，学习如何在他们之间传球，并设法克服对手的防守以进球。其竞赛规则与普通足球比赛类似，比如目标都是将球踢入对方球门以及越位、黄牌和红牌规则。"}]}]}