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Bilibili Tech
Bilibili Tech
Aug 30, 2022 · Artificial Intelligence

Reinforcement Learning in Neural MMO: Background, Environment, Competition Solution, and Insights

The article reviews reinforcement learning applied to Neural MMO—a large‑scale, multi‑agent MMO environment—detailing its competitive IJCAI 2022 track, the winning LastOrder solution with transformer‑CNN‑LSTM architecture, reward shaping, a Fictitious Self‑Play meta‑solver, and Bilibili’s scalable Newton training framework.

AI in GamesMeta SolverNeural MMO
0 likes · 9 min read
Reinforcement Learning in Neural MMO: Background, Environment, Competition Solution, and Insights
Bilibili Tech
Bilibili Tech
Aug 30, 2022 · Artificial Intelligence

Neural MMO Massive AI Team Survival Challenge: Advances in Multi‑Agent Decision AI

The IJCAI‑2022 Neural MMO Massive AI Team Survival Challenge demonstrated that deep reinforcement‑learning agents can achieve sophisticated cooperation and competition among 128 agents in a large‑scale MMO‑style world, highlighting the growing focus on decision‑AI, the effectiveness of self‑play and CTDE, and the platform’s potential for future research into population‑level behavior, economics, and complex real‑world decision making.

AI competitionDecision AIMassive AI
0 likes · 11 min read
Neural MMO Massive AI Team Survival Challenge: Advances in Multi‑Agent Decision AI