Multi-Armed Bandits

Neural Combinatorial Clustered Bandits for Recommendation Systems AAAI 2025 No-Regret Bayesian Optimization with Stochastic Observation Failures AISTATS 2025 Offline-to-Online Hyperparameter Transfer for Stochastic Bandits AAAI 2025 Online Assortment and Price Optimization Under Contextual Choice Models AISTATS 2025 Online Nonsubmodular Optimization with Delayed Feedback in the Bandit Setting AAAI 2025 On Preference-based Stochastic Linear Contextual Bandits with Knapsacks AISTATS 2025 On Stochastic Contextual Bandits with Knapsacks in Small Budget Regime ICLR 2025 On the Asymptotic Optimality of Confidence Interval Based Algorithms for Fixed Confidence MABs AAAI 2025 Optimal Multi-Objective Best Arm Identification with Fixed Confidence AISTATS 2025 Optimizing Vital Sign Monitoring in Resource-Constrained Maternal Care: An RL-Based Restless Bandit Approach AAAI 2025 Order-Optimal Regret in Distributed Kernel Bandits using Uniform Sampling with Shared Randomness AISTATS 2025 Pairwise Elimination with Instance-Dependent Guarantees for Bandits with Cost Subsidy ICLR 2025 Pareto Set Identification With Posterior Sampling AISTATS 2025 Planning and Learning in Risk-Aware Restless Multi-Arm Bandits AISTATS 2025 p-Mean Regret for Stochastic Bandits AAAI 2025 Prediction-Based Adaptive Variable Ordering Heuristics for Constraint Satisfaction Problems AAAI 2025 Prior-Dependent Allocations for Bayesian Fixed-Budget Best-Arm Identification in Structured Bandits AISTATS 2025 PRIORITY2REWARD: Incorporating Healthworker Preferences for Resource Allocation Planning AAAI 2025 Problem-dependent Regret for Lexicographic Multi-Armed Bandits with Adversarial Corruptions IJCAI 2025 Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025 Pure Exploration with Feedback Graphs AISTATS 2025 QuACK: A Multipurpose Queuing Algorithm for Cooperative k-Armed Bandits AISTATS 2025 Quantum Best Arm Identification with Quantum Oracles AAAI 2025 Randomised Optimism via Competitive Co-Evolution for Matrix Games with Bandit Feedback IJCAI 2025 Regret-Optimal List Replicable Bandit Learning: Matching Upper and Lower Bounds ICLR 2025