Tiomkin, Stas

6 publications

AAAI 2025 Bootstrapped Reward Shaping Jacob Adamczyk, Volodymyr Makarenko, 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 Bounding the Optimal Value Function in Compositional Reinforcement Learning Jacob Adamczyk, Volodymyr Makarenko, Argenis Arriojas, Stas Tiomkin, Rahul V. Kulkarni

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

ICLR 2021 Efficient Empowerment Estimation for Unsupervised Stabilization Ruihan Zhao, Kevin Lu, Pieter Abbeel, Stas Tiomkin

NeurIPS 2020 AvE: Assistance via Empowerment Yuqing Du, Stas Tiomkin, Emre Kiciman, Daniel Polani, Pieter Abbeel, Anca Dragan