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Papers
Algorithm Design and Stronger Guarantees for the Improving Multi-Armed Bandits Problem
UAI 2026
Best Arm Identification with Minimal Regret
JMLR 2026
Beyond the Lower Bound: Bridging Regret Minimization and Best Arm Identification in Lexicographic Bandits
AAAI 2026
Constrained Best Arm Identification with Tests for Feasibility
AAAI 2026
Differentially Private Best-Arm Identification
JMLR 2026
Fixed-Confidence Best-Arm Identification for Causal Mediation Analysis
UAI 2026
On The Complexity of Best-Arm Identification in Non-Stationary Linear Bandits
COLT 2026
The Role of Contextual Information in Best Arm Identification
JMLR 2026
Asymptotically Optimal Linear Best Feasible Arm Identification with Fixed Budget
UAI 2025
Best-Arm Identification in Unimodal Bandits
AISTATS 2025
Best Arm Identification with Possibly Biased Offline Data
UAI 2025
Experimental Design for Semiparametric Bandits
COLT 2025
Fixing the Loose Brake: Exponential-Tailed Stopping Time in Best Arm Identification
ICML 2025
Linear Streaming Bandit: Regret Minimization and Fixed-Budget Epsilon-Best Arm Identification
AAAI 2025
Linear Submodular Maximization with Bandit Feedback
AISTATS 2025
Near Optimal Best Arm Identification for Clustered Bandits
ICML 2025
On the Hardness of Bandit Learning
COLT 2025
Optimal Multi-Objective Best Arm Identification with Fixed Confidence
AISTATS 2025
Prior-Dependent Allocations for Bayesian Fixed-Budget Best-Arm Identification in Structured Bandits
AISTATS 2025
Quantum Best Arm Identification with Quantum Oracles
AAAI 2025
Risk-Averse Best Arm Set Identification with Fixed Budget and Fixed Confidence
ACML 2025
A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity
AISTATS 2024
Almost Minimax Optimal Best Arm Identification in Piecewise Stationary Linear Bandits
NeurIPS 2024
Best Arm Identification for Stochastic Rising Bandits
ICML 2024
Best Arm Identification with Resource Constraints
AISTATS 2024