Search Results for author: Aria HasanzadeZonuzy

Found 2 papers, 1 papers with code

DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning

1 code implementation1 Dec 2021 Archana Bura, Aria HasanzadeZonuzy, Dileep Kalathil, Srinivas Shakkottai, Jean-Francois Chamberland

Safe reinforcement learning is extremely challenging--not only must the agent explore an unknown environment, it must do so while ensuring no safety constraint violations.

reinforcement-learning Reinforcement Learning (RL) +2

Learning with Safety Constraints: Sample Complexity of Reinforcement Learning for Constrained MDPs

no code implementations1 Aug 2020 Aria HasanzadeZonuzy, Archana Bura, Dileep Kalathil, Srinivas Shakkottai

Many physical systems have underlying safety considerations that require that the policy employed ensures the satisfaction of a set of constraints.

reinforcement-learning Reinforcement Learning (RL)

Cannot find the paper you are looking for? You can Submit a new open access paper.