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

High Dimensional Bayesian Optimization via Restricted Projection Pursuit Models AISTATS 2016
Accelerating Online Convex Optimization via Adaptive Prediction AISTATS 2016
(Bandit) Convex Optimization with Biased Noisy Gradient Oracles AISTATS 2016
Improved Regret Bounds for Oracle-Based Adversarial Contextual Bandits NIPS 2016
Multi-scale exploration of convex functions and bandit convex optimization COLT 2016
An efficient algorithm for contextual bandits with knapsacks, and an extension to concave objectives COLT 2016
Distributed Clustering of Linear Bandits in Peer to Peer Networks ICML 2016
Delay and Cooperation in Nonstochastic Bandits COLT 2016
Anytime optimal algorithms in stochastic multi-armed bandits ICML 2016
No-Regret Algorithms for Heavy-Tailed Linear Bandits ICML 2016
Machine Learning in an Auction Environment JMLR 2016
Bandit Smooth Convex Optimization: Improving the Bias-Variance Tradeoff NIPS 2015
Regret Lower Bound and Optimal Algorithm in Finite Stochastic Partial Monitoring NIPS 2015
Online Learning with Gaussian Payoffs and Side Observations NIPS 2015
Fast Convergence of Regularized Learning in Games NIPS 2015
Online Learning with Adversarial Delays NIPS 2015
Adaptive Online Learning NIPS 2015
Combinatorial Bandits Revisited NIPS 2015
Stochastic Online Greedy Learning with Semi-bandit Feedbacks NIPS 2015
Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015
A Relative Exponential Weighing Algorithm for Adversarial Utility-based Dueling Bandits ICML 2015
High Dimensional Bayesian Optimisation and Bandits via Additive Models ICML 2015
Copeland Dueling Bandits NIPS 2015
Learning to Search Better than Your Teacher ICML 2015
Following the Perturbed Leader for Online Structured Learning ICML 2015