Marina Haliem

Multi-agent Deep Covering Skill Discovery

2022 · arXiv (Cornell University)

The use of skills (a.k.a., options) can greatly accelerate exploration in reinforcement learning, especially when only sparse reward signals are available. While option discovery methods have been proposed for individual agents, in multi-agent reinforcement learning …