Multi-Armed Bandits

Replication-proof Bandit Mechanism Design with Bayesian Agents AAAI 2025 Reward Maximization for Pure Exploration: Minimax Optimal Good Arm Identification for Nonparametric Multi-Armed Bandits AISTATS 2025 Risk-Averse Best Arm Set Identification with Fixed Budget and Fixed Confidence ACML 2025 Risk-sensitive Bandits: Arm Mixture Optimality and Regret-efficient Algorithms AISTATS 2025 Robust Performance Incentivizing Algorithms for Multi-Armed Bandits with Strategic Agents AAAI 2025 Satisficing Regret Minimization in Bandits ICLR 2025 Second Order Bounds for Contextual Bandits with Function Approximation ICLR 2025 Stochastic Bandits Robust to Adversarial Attacks ICLR 2025 Stochastic Online Instrumental Variable Regression: Regrets for Endogeneity and Bandit Feedback AAAI 2025 The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025 The Bandit Whisperer: Communication Learning for Restless Bandits AAAI 2025 Tighter Confidence Bounds for Sequential Kernel Regression AISTATS 2025 Time-varying Gaussian Process Bandits with Unknown Prior AISTATS 2025 Towards Fusion of Neural Audio Codec-based Representations with Spectral for Heart Murmur Classification via Bandit-based Cross-Attention Mechanism Interspeech 2025 Variance-Aware Linear UCB with Deep Representation for Neural Contextual Bandits AISTATS 2025 Variance-Dependent Regret Bounds for Nonstationary Linear Bandits AISTATS 2025 Accelerating Approximate Thompson Sampling with Underdamped Langevin Monte Carlo AISTATS 2024 Adaptive Anytime Multi-Agent Path Finding Using Bandit-Based Large Neighborhood Search AAAI 2024 Adaptive Important Region Selection with Reinforced Hierarchical Search for Dense Object Detection NeurIPS 2024 Adaptive Learning Rate for Follow-the-Regularized-Leader: Competitive Analysis and Best-of-Both-Worlds COLT 2024 Adaptive Regret for Bandits Made Possible: Two Queries Suffice ICLR 2024 Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits NeurIPS 2024 An Adaptive Implicit Hitting Set Algorithm for MAP and MPE Inference PGM 2024 Assouad, Fano, and Le Cam with Interaction: A Unifying Lower Bound Framework and Characterization for Bandit Learnability NeurIPS 2024 A Survey on Multi-player Bandits JMLR 2024