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ISSN 0004-5411 · DOI 10.1145/3447579

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Multi-Armed Bandits With Best-Action Queries

cs.LG · 2026-05-08 · unverdicted · novelty 8.0

Best-action queries yield Õ(min{T/k, √(T-k)}) regret for i.i.d. stochastic rewards but only Ω(√(T-k)) regret for correlated stochastic or adversarial rewards in the bandit-feedback model.

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  • Multi-Armed Bandits With Best-Action Queries cs.LG · 2026-05-08 · unverdicted · none · ref 6

    Best-action queries yield Õ(min{T/k, √(T-k)}) regret for i.i.d. stochastic rewards but only Ω(√(T-k)) regret for correlated stochastic or adversarial rewards in the bandit-feedback model.