Before revision:  In this paper, we consider a resilient DRL framework with observational interferences . Under this framework, we discuss the importance of the causal relation and propose a causal inference based DRL algorithm called causal inference Q-network (CIQ).
After revision:  In this paper, we consider a generative DRL framework training with an auxiliary task of observational interferences such as artificial noises . Under this framework, we discuss the importance of the causal relation and propose a causal inference based DRL algorithm called causal inference Q-network (CIQ).