2 papers
stat.ML2023
General Formulation and PCL-Analysis for Restless Bandits with Limited Observability
Keqin Liu, Qizhen Jia
In this paper, we consider a general observation model for restless multi-armed bandit problems. The operation of the player is based on the past observation history that is limite…
cs.LG2021
Low-Complexity Algorithm for Restless Bandits with Imperfect Observations
Keqin Liu, Richard Weber, Chengzhong Zhang
We consider a class of restless bandit problems that finds a broad application area in reinforcement learning and stochastic optimization. We consider independent discrete-time…