Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence

2 code implementations • 17 May 2019 • Yuhang Song, Andrzej Wojcicki, Thomas Lukasiewicz, Jianyi Wang, Abi Aryan, Zhenghua Xu, Mai Xu, Zihan Ding, Lianlong Wu

That is, there is not yet a general evaluation platform for research on multi-agent intelligence.

Multi-agent Reinforcement Learning Unity

Mega-Reward: Achieving Human-Level Play without Extrinsic Rewards

1 code implementation • 12 May 2019 • Yuhang Song, Jianyi Wang, Thomas Lukasiewicz, Zhenghua Xu, Shangtong Zhang, Andrzej Wojcicki, Mai Xu

Intrinsic rewards were introduced to simulate how human intelligence works; they are usually evaluated by intrinsically-motivated play, i. e., playing games without extrinsic rewards but evaluated with extrinsic rewards.