conftrace_

regret bound

1926 papers

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RB

Co-occurring keywords

online learning (1777) multi-armed bandit (1098) contextual bandit (381) stochastic optimization (1060) reinforcement learning (4352) online algorithm (445) upper confidence bound (197) markov decision process (790) thompson sampling (237) online convex optimization (165)

Papers

A near-optimal algorithm for finite partial-monitoring games against adversarial opponents COLT 2013
The price of bandit information in multiclass online classification COLT 2013
Online learning in episodic Markovian decision processes by relative entropy policy search NIPS 2013
High-Dimensional Gaussian Process Bandits NIPS 2013
Learning Prices for Repeated Auctions with Strategic Buyers NIPS 2013
Online Learning with Switching Costs and Other Adaptive Adversaries NIPS 2013
Online Learning with Predictable Sequences COLT 2013
Further Optimal Regret Bounds for Thompson Sampling AISTATS 2013
Bounded regret in stochastic multi-armed bandits COLT 2013
Open Problem: Adversarial Multiarmed Bandits with Limited Advice COLT 2013
Competing with an Infinite Set of Models in Reinforcement Learning AISTATS 2013
Sequential Bayesian Search ICML 2013
Sparsity Regret Bounds for Individual Sequences in Online Linear Regression JMLR 2013
Reinforcement Learning in Robust Markov Decision Processes NIPS 2013
(More) Efficient Reinforcement Learning via Posterior Sampling NIPS 2013
Optimal Discovery with Probabilistic Expert Advice: Finite Time Analysis and Macroscopic Optimality JMLR 2013
Dimension-Free Exponentiated Gradient NIPS 2013
Eluder Dimension and the Sample Complexity of Optimistic Exploration NIPS 2013
Online Learning with Costly Features and Labels NIPS 2013
Online Learning under Delayed Feedback ICML 2013
Stable Coactive Learning via Perturbation ICML 2013
Thompson Sampling for Contextual Bandits with Linear Payoffs ICML 2013
Hierarchical Regularization Cascade for Joint Learning ICML 2013
A Tale of Two Metrics: Simultaneous Bounds on Competitiveness and Regret COLT 2013
Prediction by random-walk perturbation COLT 2013