Improved Monte Carlo Planning via Causal Disentanglement for Structurally-Decomposed Markov Decision Processes

Larkin Liu, Shiqi Liu, Yinruo Hua +1

Markov Decision Processes (MDPs), as a general-purpose framework, often overlook the benefits of incorporating the causal structure of the transition and reward dynamics. For a sub…