Ajin George Joseph

Greedy Actor-Critic: A New Conditional Cross-Entropy Method for Policy Improvement

Many policy gradient methods are variants of Actor-Critic (AC), where a value function (critic) is learned to facilitate updating the parameterized policy (actor). The update to the actor involves a log-likelihood update weighted by the action-values, with the addition of entropy regularization for…