Off-Policy Actor-Critic with Sigmoid-Bounded Entropy for Real-World Robot Learning

Xiefeng Wu, Mingyu Hu, Shu Zhang

Deploying reinforcement learning in the real world remains challenging due to sample inefficiency, sparse rewards, and noisy visual observations. Prior work leverages demonstration…