Sootla, Aivar

5 publications

ICLR 2023 Timing Is Everything: Learning to Act Selectively with Costly Actions and Budgetary Constraints David Henry Mguni, Aivar Sootla, Juliusz Krzysztof Ziomek, Oliver Slumbers, Zipeng Dai, Kun Shao, Jun Wang

NeurIPS 2022 Enhancing Safe Exploration Using Safety State Augmentation Aivar Sootla, Alexander Cowen-Rivers, Jun Wang, Haitham Bou Ammar

ICLR 2022 Reinforcement Learning in Presence of Discrete Markovian Context Evolution Hang Ren, Aivar Sootla, Taher Jafferjee, Junxiao Shen, Jun Wang, Haitham Bou Ammar

MLJ 2022 SAMBA: Safe Model-Based & Active Reinforcement Learning Alexander I. Cowen-Rivers, Daniel Palenicek, Vincent Moens, Mohammed Amin Abdullah, Aivar Sootla, Jun Wang, Haitham Bou-Ammar

ICML 2022 Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation Aivar Sootla, Alexander I Cowen-Rivers, Taher Jafferjee, Ziyan Wang, David H Mguni, Jun Wang, Haitham Ammar