騰訊AI足球隊奪冠Kaggle競賽：絕悟AI強化學習框架解析

{"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，騰訊宣佈其人工智能球隊摘得首屆谷歌足球Kaggle競賽冠軍。該冠軍球隊來自騰訊AI Lab研發的絕悟WeKick版本，憑藉1785.8的總分在與全球頂級技術團隊的競技中勝出，本文介紹了絕悟AI WeKick版本的技術要點。"}]}]},{"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，騰訊"},{"type":"text","text":"AI Lab"},{"type":"text","text":"與王者榮耀聯合研發的策略協作型"},{"type":"text","text":"AI"},{"type":"text","text":"絕悟升級爲完全體，首次讓"},{"type":"text","text":"AI"},{"type":"text","text":"精通了所有英雄的全部技能。此次絕悟"},{"type":"text","text":"WeKick"},{"type":"text","text":"版本的整體設計正是基於絕悟完全體遷移得到，並對足球任務做了針對性的調整。"},{"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":"一直以來，足球運動團隊策略以其複雜性、多樣性和高難度，成爲長期困擾世界頂尖"},{"type":"text","text":"AI"},{"type":"text","text":"研究團隊的難題，更加稀疏的遊戲激勵也使得其成爲比"},{"type":"text","text":"MOBA"},{"type":"text","text":"遊戲更難攻克的目標。今年"},{"type":"text","text":"Kaggle"},{"type":"text","text":"首次針對足球"},{"type":"text","text":"AI"},{"type":"text","text":"領域發佈賽題，爲深度強化學習多智能體技術競技和基準評測提供了平臺。"}]},{"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":"本次比賽使用"},{"type":"text","text":"Google Research Football"},{"type":"text","text":"強化學習環境，基於開源足球遊戲"},{"type":"text","text":"Gameplay Football"},{"type":"text","text":"開發，採取"},{"type":"text","text":"11vs11"},{"type":"text","text":"的賽制，參賽團隊需要控制其中"},{"type":"text","text":"1"},{"type":"text","text":"個智能體與"},{"type":"text","text":"10"},{"type":"text","text":"個內置智能體組成球隊。"}]},{"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":"以流行的足球遊戲爲模型，就像是一款由"},{"type":"text","text":"AI"},{"type":"text","text":"操作的"},{"type":"text","text":"FIFA"},{"type":"text","text":"遊戲，智能體控制足球隊中的一個或所有足球運動員，學習如何在他們之間傳球，並設法克服對手的防守以進球。其競賽規則與普通足球比賽類似，比如目標都是將球踢入對方球門以及越位、黃牌和紅牌規則。"}]}]}