Robust Situational Reinforcement Learning in Face of Context Disturbances

Motivation • Context variable: the dynamic and uncontrollable environmental factor in many real-world tasks • E.g., Inventory Control and Adaptive Cruise Control (ACC): Context variables are the customer demand and speed of lead car, respectively, which are independent of agent's action, and have large uncertainty Sudden brake of the lead car