Restless-UCB,anEfficientandLow-complexity AlgorithmforOnlineRestlessBandits

Feb-9-2026, 06:55:51 GMT–Neural Information Processing Systems

In Restless-UCB, we present a novel method to construct offline instances,whichonlyrequiresO(N)time-complexity(N isthenumberofarms) and is exponentially better than the complexity of existing learning policy.

artificial intelligence, machine learning, underassumptions2, (14 more...)

Neural Information Processing Systems

Feb-9-2026, 06:55:51 GMT

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Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits

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