The Local Optimality of Reinforcement Learning by Value Gradients, and its Relationship to Policy Gradient Learning

Michael Fairbank, Eduardo Alonso

In this theoretical paper we are concerned with the problem of learning a value function by a smooth general function approximator, to solve a deterministic episodic control proble…