pamdp

This paper presents KGRL, a neuro-symbolic algorithm that uses domain knowledge expressed in Datalog to prune actions and constrain parameters in Parametrized Action Markov Decision Processes, improving sample efficiency and episodic return over state-of-the-art baselines.