conftrace_

regret bound

1926 papers

Explore in graph

Also known as

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

Volumetric Spanners: An Efficient Exploration Basis for Learning JMLR 2016
Analysis of Classification-based Policy Iteration Algorithms JMLR 2016
Generalization and Exploration via Randomized Value Functions ICML 2016
Barron and Cover’s Theory in Supervised Learning and its Application to Lasso ICML 2016
Regret Analysis of the Finite-Horizon Gittins Index Strategy for Multi-Armed Bandits COLT 2016
Sample Complexity of Automated Mechanism Design NIPS 2016
Contextual semibandits via supervised learning oracles NIPS 2016
Online learning in repeated auctions COLT 2016
Best-of-K-bandits COLT 2016
Online Learning with Low Rank Experts COLT 2016
Online Sparse Linear Regression COLT 2016
Instance-dependent Regret Bounds for Dueling Bandits COLT 2016
Combining Adversarial Guarantees and Stochastic Fast Rates in Online Learning NIPS 2016
Fairness in Learning: Classic and Contextual Bandits NIPS 2016
The Multi-fidelity Multi-armed Bandit NIPS 2016
Multi-Player Bandits – a Musical Chairs Approach ICML 2016
Online Stochastic Linear Optimization under One-bit Feedback ICML 2016
Combinatorial Multi-Armed Bandit and Its Extension to Probabilistically Triggered Arms JMLR 2016
An Information-Theoretic Analysis of Thompson Sampling JMLR 2016
Importance Weighting Without Importance Weights: An Efficient Algorithm for Combinatorial Semi-Bandits JMLR 2016
Online PCA with Optimal Regret JMLR 2016
Online Isotonic Regression COLT 2016
Phased Exploration with Greedy Exploitation in Stochastic Combinatorial Partial Monitoring Games NIPS 2016
Online Learning with Noisy Side Observations AISTATS 2016
Optimization as Estimation with Gaussian Processes in Bandit Settings AISTATS 2016