Mitigating Suboptimality of Deterministic Policy Gradients in Complex Q-functions

Ayush Jain, Norio Kosaka, Xinhu Li +3

In reinforcement learning, off-policy actor-critic methods like DDPG and TD3 use deterministic policy gradients: the Q-function is learned from environment data, while the actor ma…