conftrace_

worst-case optimality

3 papers

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Co-occurring keywords · papers mentioning both

regret bound (3) expected regret (2) multi-armed bandit (2) information-directed sampling (1) tail probability (1) exponential decay (1) instance-dependent consistency (1) heavy-tailed risk (1) tail risk (1) linear bandit (1)

Papers

Linear Partial Monitoring for Sequential Decision Making: Algorithms, Regret Bounds and Applications JMLR 2023 Stochastic Multi-armed Bandits: Optimal Trade-off among Optimality, Consistency, and Tail Risk NeurIPS 2023 A Simple and Optimal Policy Design for Online Learning with Safety against Heavy-tailed Risk NeurIPS 2022