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02/24/2023
Neural Laplace Control for Continuous-time Delayed Systems
Many real-world offline reinforcement learning (RL) problems involve con...
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08/11/2022
Adaptively Identifying Patient Populations With Treatment Benefit in Clinical Trials
We study the problem of adaptively identifying patient subpopulations th...
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02/21/2022
Inferring Lexicographically-Ordered Rewards from Preferences
Modeling the preferences of agents over a set of alternatives is a princ...
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07/13/2021
Inverse Contextual Bandits: Learning How Behavior Evolves over Time
Understanding an agent's priorities by observing their behavior is criti...
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06/08/2021
The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation
Understanding decision-making in clinical environments is of paramount i...
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07/26/2019
Lexicographic Multiarmed Bandit
We consider a multiobjective multiarmed bandit problem with lexicographi...
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07/07/2019
Thompson Sampling for Combinatorial Network Optimization in Unknown Environments
Influence maximization, item recommendation, adaptive routing and dynami...
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09/07/2018
