Effect of Reward Function Choices in Risk-Averse Reinforcement Learning. - Shuai Ma 004; Jia Yuan Yu (CoRR, 2016)

Transition-based versus state-based reward functions for MDPs with Value-at-Risk. - Shuai Ma 004; Jia Yuan Yu (Allerton, 2017)

Distribution Estimation in Discounted MDPs via a Transformation. - Shuai Ma 004; Jia Yuan Yu (CoRR, 2018)

State-Augmentation Transformations for Risk-Sensitive Reinforcement Learning. - Shuai Ma 004; Jia Yuan Yu (AAAI, 2019)

Variance-Based Risk Estimations in Markov Processes via Transformation with State Lumping. - Shuai Ma 004; Jia Yuan Yu (SMC, 2019)

A Scheme for Dynamic Risk-Sensitive Sequential Decision Making. - Shuai Ma 004; Jia Yuan Yu; Ahmet Satir (CoRR, 2019)