Before revision:  In this work , we propose a self-regularized and self-guided actor-critic method . We introduce a self-regularization term within the TD-error minimization and remove the need for the target network.
After revision:  In this work , we propose a self-regularized TD-learning method to address divergence without requiring a target network.