Mitigating Covariate Shift in Misspecified Regression with Applications to Reinforcement Learning

Philip Amortila, Tongyi Cao, Akshay Krishnamurthy

A pervasive phenomenon in machine learning applications is distribution shift, where training and deployment conditions for a machine learning model differ. As distribution shift t…