conftrace_

best-arm identification

38 papers

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Also known as

BAI

Co-occurring keywords

multi-armed bandit (1098) sample complexity (1169) linear bandit (124) pure exploration (50) bandit algorithm (108) stochastic bandit (98) regret minimization (315) stochastic optimization (1060) multi-fidelity optimization (33) online algorithm (445)

Papers

A/B Testing and Best-arm Identification for Linear Bandits with Robustness to Non-stationarity AISTATS 2024
Dissimilarity Bandits AISTATS 2024
Pure Exploration in Bandits with Linear Constraints AISTATS 2024
Optimal Multi-Fidelity Best-Arm Identification NIPS 2024
On the Sample Complexity of Representation Learning in Multi-Task Bandits with Global and Local Structure AAAI 2023
Fixed-Budget Best-Arm Identification with Heterogeneous Reward Variances UAI 2023
Experimental Designs for Heteroskedastic Variance NIPS 2023
Dealing with Unknown Variances in Best-Arm Identification ALT 2023
On Best-Arm Identification with a Fixed Budget in Non-Parametric Multi-Armed Bandits ALT 2023
On the Complexity of Differentially Private Best-Arm Identification with Fixed Confidence NIPS 2023
Interactively Learning Preference Constraints in Linear Bandits ICML 2022
Fixed-Budget Best-Arm Identification in Structured Bandits IJCAI 2022
Choosing Answers in Epsilon-Best-Answer Identification for Linear Bandits ICML 2022
Multi-Fidelity Best-Arm Identification NIPS 2022
On Elimination Strategies for Bandit Fixed-Confidence Identification NIPS 2022
Active Learning with Safety Constraints NIPS 2022
Instance-optimal PAC Algorithms for Contextual Bandits NIPS 2022
A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022
Bandits with many optimal arms NIPS 2021
Near-Optimal Model-Free Reinforcement Learning in Non-Stationary Episodic MDPs ICML 2021
Efficient Pure Exploration for Combinatorial Bandits with Semi-Bandit Feedback ALT 2021
Optimal Best-Arm Identification Methods for Tail-Risk Measures NIPS 2021
Selective Sampling for Online Best-arm Identification NIPS 2021
Multi-Armed Bandits with Bounded Arm-Memory: Near-Optimal Guarantees for Best-Arm Identification and Regret Minimization NIPS 2021
Asymptotically Best Causal Effect Identification with Multi-Armed Bandits NIPS 2021