Yu-Ren Liu

Invariant Action Effect Model for Reinforcement Learning

2022 · Proceedings of the AAAI Conference on Artificial Intelligence

Good representations can help RL agents perform concise modeling of their surroundings, and thus support effective decision-making in complex environments. Previous methods learn good representations by imposing extra constraints on dynamics. However, in the causal …