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adversarial bandit

59 papers

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Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) online learning (1777) stochastic bandit (98) contextual bandit (381) online algorithm (445) adversarial learning (1595) online mirror descent (40) stochastic setting (12) delayed feedback (54)

Papers

Improved Regret Bounds for Oracle-Based Adversarial Contextual Bandits NIPS 2016
Combinatorial Bandits Revisited NIPS 2015
Fighting Bandits with a New Kind of Smoothness NIPS 2015
The Pareto Regret Frontier for Bandits NIPS 2015
A Relative Exponential Weighing Algorithm for Adversarial Utility-based Dueling Bandits ICML 2015
One Practical Algorithm for Both Stochastic and Adversarial Bandits ICML 2014
Prediction with Limited Advice and Multiarmed Bandits with Paid Observations ICML 2014
From Bandits to Experts: On the Value of Side-Observations NIPS 2011
Using Confidence Bounds for Exploitation-Exploration Trade-offs JMLR 2002