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high probability regret

3 papers

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Co-occurring keywords · papers mentioning both

loss estimation (1) adversarial losses (1) cross-learning (1) martingale inequalities (1) weak dependency structure (1) adversarial markov decision process (1) nonstochastic bandit (1) high probability guarantee (1) high probability bound (1) implicit exploration (1)

Papers

High Probability Bound for Cross-Learning Contextual Bandits with Unknown Context Distributions ICML 2025 No-regret learning with high-probability in adversarial Markov decision processes UAI 2021 Explore no more: Improved high-probability regret bounds for non-stochastic bandits NeurIPS 2015