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 implementation • 1 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

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

no code implementations • 1 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)

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