conftrace_

exploration exploitation

76 papers

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Co-occurring keywords

multi-armed bandit (1098) regret bound (1926) online learning (1777) reinforcement learning (4352) contextual bandit (381) stochastic optimization (1060) exploration-exploitation (9) thompson sampling (237) exploration-exploitation trade-off (31) bayesian optimization (624)

Papers

Bayes-Adaptive Simulation-based Search with Value Function Approximation NIPS 2014
A UCB-Like Strategy of Collaborative Filtering ACML 2014
Discovering, Learning and Exploiting Relevance NIPS 2014
Learning to Optimize via Information-Directed Sampling NIPS 2014
Stochastic Multi-Armed-Bandit Problem with Non-stationary Rewards NIPS 2014
Combinatorial Multi-Armed Bandit: General Framework and Applications ICML 2013
Adaptive Submodular Maximization in Bandit Setting NIPS 2013
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search NIPS 2013
A Gang of Bandits NIPS 2013
Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting NIPS 2013
Stochastic Bandit Based on Empirical Moments AISTATS 2012
Analysis of Thompson Sampling for the Multi-armed Bandit Problem COLT 2012
Efficient Bayes-Adaptive Reinforcement Learning using Sample-Based Search NIPS 2012
Risk-Aversion in Multi-armed Bandits NIPS 2012
Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NIPS 2012
Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence NIPS 2012
A Stochastic Bandit Algorithm for Scratch Games ACML 2012
An Empirical Evaluation of Thompson Sampling NIPS 2011
Continuous Rapid Action Value Estimates ACML 2011
Optimal Reinforcement Learning for Gaussian Systems NIPS 2011
Multi-armed bandits on implicit metric spaces NIPS 2011
Contextual Gaussian Process Bandit Optimization NIPS 2011
Learning to Explore and Exploit in POMDPs NIPS 2009
Online Models for Content Optimization NIPS 2008
Bayes-Adaptive POMDPs NIPS 2007