2022
Reinforcement Learning of Causal Variables Using Mediation Analysis
AAAI 2022technical
We consider the problem of acquiring causal representations and concepts in a reinforcement learning setting. Our approach defines a causal variable as being both manipulable by a policy, and able to predict the outcome. We thereby obtain a parsimonious causal graph in which interventions occur…