Multi-Armed Bandits

Strategic Aspects of Stable Matching Markets: A Survey IJCAI 2024 Sum-max Submodular Bandits AISTATS 2024 Taming Heavy-Tailed Losses in Adversarial Bandits and the Best-of-Both-Worlds Setting NeurIPS 2024 The Best Arm Evades: Near-optimal Multi-pass Streaming Lower Bounds for Pure Exploration in Multi-armed Bandits COLT 2024 The Real Price of Bandit Information in Multiclass Classification COLT 2024 Think Before You Duel: Understanding Complexities of Preference Learning under Constrained Resources AISTATS 2024 Thompson Sampling For Combinatorial Bandits: Polynomial Regret and Mismatched Sampling Paradox NeurIPS 2024 Tight Rates for Bandit Control Beyond Quadratics NeurIPS 2024 Towards Costless Model Selection in Contextual Bandits: A Bias-Variance Perspective AISTATS 2024 Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits NeurIPS 2024 Towards Optimal Regret in Adversarial Linear MDPs with Bandit Feedback ICLR 2024 Tree Search-Based Evolutionary Bandits for Protein Sequence Optimization AAAI 2024 Unveiling User Satisfaction and Creator Productivity Trade-Offs in Recommendation Platforms NeurIPS 2024 Using Adaptive Bandit Experiments to Increase and Investigate Engagement in Mental Health AAAI 2024 Variance-aware Regret Bounds for Stochastic Contextual Dueling Bandits ICLR 2024 Whittle Index with Multiple Actions and State Constraint for Inventory Management ICLR 2024 (ε, u)-Adaptive Regret Minimization in Heavy-Tailed Bandits COLT 2024 A Blackbox Approach to Best of Both Worlds in Bandits and Beyond COLT 2023 AC-Band: A Combinatorial Bandit-Based Approach to Algorithm Configuration AAAI 2023 Achieving Near-Optimal Individual Regret & Low Communications in Multi-Agent Bandits ICLR 2023 Adaptation to Misspecified Kernel Regularity in Kernelised Bandits AISTATS 2023 Adaptation to the Range in K-Armed Bandits JMLR 2023 Adaptive Algorithms for Relaxed Pareto Set Identification NeurIPS 2023 Adaptive Data Depth via Multi-Armed Bandits JMLR 2023 Additive Causal Bandits with Unknown Graph ICML 2023