David Meger

Policy Gradient Methods in the Presence of Symmetries and State Abstractions

2023 · arXiv (Cornell University)

Reinforcement learning (RL) on high-dimensional and complex problems relies on abstraction for improved efficiency and generalization. In this paper, we study abstraction in the continuous-control setting, and extend the definition of Markov decision process (MDP) …