"instance-dependent bounds" Papers

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Causal Bandits: The Pareto Optimal Frontier of Adaptivity, a Reduction to Linear Bandits, and Limitations around Unknown Marginals

Ziyi Liu, Idan Attias, Daniel Roy

ICML 2024posterarXiv:2407.00950

More Benefits of Being Distributional: Second-Order Bounds for Reinforcement Learning

Kaiwen Wang, Owen Oertell, Alekh Agarwal et al.

ICML 2024poster