Disentangling Dynamics and Returns: Value Function Decomposition with Future Prediction

Hongyao Tang, Jianye Hao, Guangyong Chen +4

Value functions are crucial for model-free Reinforcement Learning (RL) to obtain a policy implicitly or guide the policy updates. Value estimation heavily depends on the stochastic…