linear bandit

Near-Optimal Regret for Distributed Adversarial Bandits: A Black-Box Approach COLT 2026 On The Complexity of Best-Arm Identification in Non-Stationary Linear Bandits COLT 2026 Self-Concordant Perturbations for Linear Bandits COLT 2026 Sharp analysis of linear ensemble sampling COLT 2026 Vector-valued self-normalized concentration inequalities beyond sub-Gaussianity ALT 2026 Asymptotically Optimal Linear Best Feasible Arm Identification with Fixed Budget UAI 2025 A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs JMLR 2025 Bandit Pareto Set Identification in a Multi-Output Linear Model AISTATS 2025 Breaking the $\log(1/\Delta_2)$ Barrier: Better Batched Best Arm Identification with Adaptive Grids ICLR 2025 Corruption-Robust Variance-aware Algorithms for Generalized Linear Bandits under Heavy-tailed Rewards UAI 2025 Feasible Action Search for Bandit Linear Programs via Thompson Sampling ICML 2025 Geometry-Aware Approaches for Balancing Performance and Theoretical Guarantees in Linear Bandits ICLR 2025 HR-Bandit: Human-AI Collaborated Linear Recourse Bandit AISTATS 2025 Instance-Optimal Pure Exploration for Linear Bandits on Continuous Arms ICML 2025 Learning the Pareto Front Using Bootstrapped Observation Samples AISTATS 2025 Linear Bandits with Partially Observable Features ICML 2025 Linear Submodular Maximization with Bandit Feedback AISTATS 2025 Minimum Empirical Divergence for Sub-Gaussian Linear Bandits AISTATS 2025 Regret-Optimal List Replicable Bandit Learning: Matching Upper and Lower Bounds ICLR 2025 Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025 Variance-Dependent Regret Bounds for Nonstationary Linear Bandits AISTATS 2025 When and why randomised exploration works (in linear bandits) ALT 2025 A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity AISTATS 2024 Adaptive Experimentation When You Can't Experiment NeurIPS 2024 Beyond task diversity: provable representation transfer for sequential multitask linear bandits NeurIPS 2024