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02/27/2023
Equilibrium Bandits: Learning Optimal Equilibria of Unknown Dynamics
Consider a decision-maker that can pick one out of K actions to control ...
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11/03/2022
Reinforcement Learning in Non-Markovian Environments
Following the novel paradigm developed by Van Roy and coauthors for rein...
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02/01/2022
Learning to Speak on Behalf of a Group: Medium Access Control for Sending a Shared Message
The rapid development of Industrial Internet of Things (IIoT) technologi...
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11/04/2021
A Concentration Bound for LSPE(λ)
The popular LSPE(λ) algorithm for policy evaluation is revisited to deri...
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06/27/2021
Concentration of Contractive Stochastic Approximation and Reinforcement Learning
Using a martingale concentration inequality, concentration bounds `from ...
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01/19/2021