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Ava Pettet

2 accepted papers

2025

Scalable Decision-Making in Stochastic Environments through Learned Temporal Abstraction

ICLR 2025spotlight

Sequential decision-making in high-dimensional continuous action spaces, particularly in stochastic environments, faces significant computational challenges. We explore this challenge in the traditional offline RL setting, where an agent must learn how to make decisions based on data collected throu…

2024

Multi-Agent Reinforcement Learning with Hierarchical Coordination for Emergency Responder Stationing

ICML 2024poster

An emergency responder management (ERM) system dispatches responders, such as ambulances, when it receives requests for medical aid. ERM systems can also proactively reposition responders between predesignated waiting locations to cover any gaps that arise due to the prior dispatch of responders or…

Cited by 2SourcePDFScholar