Learning Value Functions in Deep Policy Gradients using Residual Variance

Yannis Flet-Berliac, Reda Ouhamma, Odalric-Ambrym Maillard +1

Policy gradient algorithms have proven to be successful in diverse decision making and control tasks. However, these methods suffer from high sample complexity and instability issu…