Stas Tiomkin

Selected Publications

• ‘Goals and the Structure of Experience’ in ‘Philosophical Transactions of the Royal Society A, (2025)’ with Nadav Amir and Angela Langdon. 

• ‘Process Empowerment for Robust Intrinsic Motivation’ in ‘Journal of Physics: Complexity (2025)’ with Christoph Salge and Daniel Polani. 

• ‘Bootstrapped Reward Shaping’ in ‘Proceedings of the AAAI Conference on Artificial Intelligence (AAAI-25)’ with Jacob Adamczyk, Volodymyr Makarenko, Rahul Kulkarni. 

• ‘SuPLE: Robot Learning with Lyapunov Rewards’ in ‘International Conference on Robotics and Automation (ICRA)’ with Phu Nguyen, Daniel Polani. 

• ‘Bounding the Optimal Value Function in Compositional Reinforcement Learning’ in ‘Uncertainty in Artificial Intelligence’ with Jacob Adamczyk, Volodymyr Makarenko, Argenis Arriojas, Rahul V. Kulkarni. 

• ‘Entropy Regularized Reinforcement Learning using Large Deviation Theory’ in ‘Physical Review Research, American Physical Society’ with Argenis Arriojas, Jacob Adamczyk, Rahul V. Kulkarni. Q1 journal.