Neural MMO
Neural MMO is a massively multi-agent reinforcement learning environment designed to benchmark agent generalization and robustness in complex, dynamic scenarios. Current research focuses on developing agents capable of mastering diverse tasks within the environment, often employing standard reinforcement learning algorithms enhanced by domain-specific engineering. This platform serves as a valuable tool for advancing multi-agent learning research and contributes to a better understanding of how agents can adapt to unforeseen challenges and collaborate effectively in large-scale systems. The open-source nature of the environment and associated tools fosters community collaboration and accelerates progress in the field.
8papers
Papers
June 11, 2024
June 7, 2024
November 7, 2023
Neural MMO 2.0: A Massively Multi-task Addition to Massively Multi-agent Learning
Joseph Suárez, Phillip Isola, Kyoung Whan Choe, David Bloomin, Hao Xiang Li, Nikhil Pinnaparaju, Nishaanth Kanna, Daniel Scott, Ryan Sullivan+9The NeurIPS 2022 Neural MMO Challenge: A Massively Multiagent Competition with Specialization and Trade
Enhong Liu, Joseph Suarez, Chenhui You, Bo Wu, Bingcheng Chen, Jun Hu, Jiaxin Chen, Xiaolong Zhu, Clare Zhu, Julian Togelius, Sharada Mohanty+12