Expected policy gradients

We propose expected policy gradients (EPG), which unify stochastic policy gradients (SPG) and deterministic policy gradients (DPG) for reinforcement learning. Inspired by expected sarsa, EPG integrates across the action when estimating the gradient, instead of relying only on the action in the sampl...

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Bibliographic Details
Main Authors: Ciosek, K, Whiteson, S
Format: Conference item
Published: Association for the Advancement of Artificial Intelligence 2018