Categorical Policies: Multimodal Policy Learning and Exploration in Continuous Control

SM Mazharul Islam, Manfred Huber

A policy in deep reinforcement learning (RL), either deterministic or stochastic, is commonly parameterized as a Gaussian distribution alone, limiting the learned behavior to be un…