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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

Tight Regret Bounds for Infinite-armed Linear Contextual Bandits AISTATS 2021
Low-Rank Generalized Linear Bandit Problems AISTATS 2021
Differentially Private Online Submodular Maximization AISTATS 2021
Problem-Complexity Adaptive Model Selection for Stochastic Linear Bandits AISTATS 2021
An Efficient Algorithm For Generalized Linear Bandit: Online Stochastic Gradient Descent and Thompson Sampling AISTATS 2021
No-regret Algorithms for Multi-task Bayesian Optimization AISTATS 2021
Power of Hints for Online Learning with Movement Costs AISTATS 2021
Stochastic Bandits with Linear Constraints AISTATS 2021
Significance of Gradient Information in Bayesian Optimization AISTATS 2021
Federated Multi-armed Bandits with Personalization AISTATS 2021
Multi-Armed Bandits with Cost Subsidy AISTATS 2021
Online k-means Clustering AISTATS 2021
Multitask Bandit Learning Through Heterogeneous Feedback Aggregation AISTATS 2021
Differentially Private Monotone Submodular Maximization Under Matroid and Knapsack Constraints AISTATS 2021
A Parameter-Free Algorithm for Misspecified Linear Contextual Bandits AISTATS 2021
Stochastic Online Linear Regression: the Forward Algorithm to Replace Ridge NIPS 2021
Scheduling jobs with stochastic holding costs NIPS 2021
Q-learning with Logarithmic Regret AISTATS 2021
Mixability made efficient: Fast online multiclass logistic regression NIPS 2021
Online learning in MDPs with linear function approximation and bandit feedback. NIPS 2021
Improved Regret Bounds for Tracking Experts with Memory NIPS 2021
Regret Bounds for Gaussian-Process Optimization in Large Domains NIPS 2021
Learning Equilibria in Matching Markets from Bandit Feedback NIPS 2021
Hybrid Regret Bounds for Combinatorial Semi-Bandits and Adversarial Linear Bandits NIPS 2021
Exact Asymptotics for Linear Quadratic Adaptive Control JMLR 2021