神经MMO 2.0：大规模多任务增强版大规模多智体学习

摘要

神经MMO 2.0是一个用于强化学习研究的大规模多智能体环境。这个新版本的关键特性是一个灵活的任务系统，允许用户定义广泛的目标和奖励信号。我们挑战研究人员训练能够泛化到在训练过程中从未见过的任务、地图和对手的智能体。神经MMO具有128个智能体的程序生成地图，在标准设置下支持多达。2.0版本是其前身的完全重写，性能提高了三倍，并与CleanRL兼容。我们将该平台作为免费开源软件发布，提供详尽的文档，可在neuralmmo.github.io获取，并有一个活跃的社区Discord。为了激发对这一新平台的初步研究，我们同时在NeurIPS 2023举办一项竞赛。

English

Neural MMO 2.0 is a massively multi-agent environment for reinforcement learning research. The key feature of this new version is a flexible task system that allows users to define a broad range of objectives and reward signals. We challenge researchers to train agents capable of generalizing to tasks, maps, and opponents never seen during training. Neural MMO features procedurally generated maps with 128 agents in the standard setting and support for up to. Version 2.0 is a complete rewrite of its predecessor with three-fold improved performance and compatibility with CleanRL. We release the platform as free and open-source software with comprehensive documentation available at neuralmmo.github.io and an active community Discord. To spark initial research on this new platform, we are concurrently running a competition at NeurIPS 2023.

神经MMO 2.0：大规模多任务增强版大规模多智体学习

Neural MMO 2.0: A Massively Multi-task Addition to Massively Multi-agent Learning

摘要

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