Reinforcement Learning with Temporal-Logic-Based Causal Diagrams
The Temporal-Logic-based Causal Diagram (TL-CD) in RL is proposed, which captures the temporal causal relationships between different properties of the environment and the benefits of using TL-CDs are demonstrated, particularly the faster convergence of the algorithm to an optimal policy due to reduced exploration of t...
Yashi Paliwal, Rajarshi Roy, Jean-Raphaël Gaglione et al.
· International Cross-Domain C... · 5 citations