Closed-Form Analytical Results for Maximum Entropy Reinforcement Learning. - Argenis Arriojas; Stas Tiomkin; Rahul V. Kulkarni (CoRR, 2021)

Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning. - Jacob Adamczyk; Argenis Arriojas; Stas Tiomkin; Rahul V. Kulkarni (AAAI, 2023)

Bounding the optimal value function in compositional reinforcement learning. - Jacob Adamczyk; Volodymyr Makarenko; Argenis Arriojas; Stas Tiomkin; Rahul V. Kulkarni (UAI, 2023)

Bayesian inference approach for entropy regularized reinforcement learning with stochastic dynamics. - Argenis Arriojas; Jacob Adamczyk; Stas Tiomkin; Rahul V. Kulkarni (UAI, 2023)