conftrace_

cumulative regret

39 papers

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Co-occurring keywords

multi-armed bandit (1098) regret bound (1926) online learning (1777) bayesian optimization (624) contextual bandit (381) gaussian process (1200) upper confidence bound (197) simple regret (17) black-box function (31) stochastic bandit (98)

Papers

Laplacian-Regularized Graph Bandits: Algorithms and Theoretical Analysis AISTATS 2020
The Gossiping Insert-Eliminate Algorithm for Multi-Agent Bandits AISTATS 2020
Online Batch Decision-Making with High-Dimensional Covariates AISTATS 2020
Spectral bandits JMLR 2020
Gain estimation of linear dynamical systems using Thompson Sampling AISTATS 2019
Categorized Bandits NIPS 2019
Adaptivity to Smoothness in X-armed bandits COLT 2018
Correlational Dueling Bandits with Application to Clinical Treatment in Large Decision Spaces IJCAI 2017
Cheap Bandits ICML 2015
Simple regret for infinitely many armed bandits ICML 2015
Gaussian Process Optimization with Mutual Information ICML 2014
Spectral Bandits for Smooth Graph Functions ICML 2014
Sequential Transfer in Multi-armed Bandit with Finite Set of Models NIPS 2013
Adaptive Submodular Maximization in Bandit Setting NIPS 2013