Mitigating Estimation Bias with Representation Learning in TD Error-Driven Regularization

Haohui Chen, Zhiyong Chen, Aoxiang Liu +1

Deterministic policy gradient algorithms for continuous control suffer from value estimation biases that degrade performance. While double critics reduce such biases, the explorati…