Comparison and Unification of Three Regularization Methods in Batch Reinforcement Learning. - Sarah Rathnam; Susan A. Murphy; Finale Doshi-Velez (CoRR, 2021)

The Unintended Consequences of Discount Regularization: Improving Regularization in Certainty Equivalence Reinforcement Learning. - Sarah Rathnam; Sonali Parbhoo; Weiwei Pan; Susan A. Murphy; Finale Doshi-Velez (ICML, 2023)

Rethinking Discount Regularization: New Interpretations, Unintended Consequences, and Solutions for Regularization in Reinforcement Learning. - Sarah Rathnam; Sonali Parbhoo; Siddharth Swaroop; Weiwei Pan; Susan A. Murphy; Finale Doshi-Velez (J. Mach. Learn. Res., 2024)