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Multi-Armed Bandits

1044 directly classified papers

Papers per year

Papers

No-Regret Bandit Exploration based on Soft Tree Ensemble Model NIPS 2024
Online Learning with Sublinear Best-Action Queries NIPS 2024
Identifying Copeland Winners in Dueling Bandits with Indifferences AISTATS 2024
Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits NIPS 2024
Global Rewards in Restless Multi-Armed Bandits NIPS 2024
Fast Proxy Experiment Design for Causal Effect Identification NIPS 2024
Piecewise-Stationary Bandits with Knapsacks NIPS 2024
No-Regret M${}^{\natural}$-Concave Function Maximization: Stochastic Bandit Algorithms and NP-Hardness of Adversarial Full-Information Setting NIPS 2024
On the Minimax Regret for Contextual Linear Bandits and Multi-Armed Bandits with Expert Advice NIPS 2024
Stochastic contextual bandits with graph feedback: from independence number to MAS number NIPS 2024
Reinforcement Learning with Lookahead Information NIPS 2024
Queueing Matching Bandits with Preference Feedback NIPS 2024
Optimal Top-Two Method for Best Arm Identification and Fluid Analysis NIPS 2024
Putting Gale & Shapley to Work: Guaranteeing Stability Through Learning NIPS 2024
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits NIPS 2024
Improved Bayes Regret Bounds for Multi-Task Hierarchical Bayesian Bandit Algorithms NIPS 2024
Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates NIPS 2024
Sequential learning of the Pareto front for multi-objective bandits AISTATS 2024
Near Optimal Adversarial Attacks on Stochastic Bandits and Defenses with Smoothed Responses AISTATS 2024
Bandits with Concave Aggregated Reward IJCAI 2024
Randomized Exploration for Reinforcement Learning with Multinomial Logistic Function Approximation NIPS 2024
Strategic Aspects of Stable Matching Markets: A Survey IJCAI 2024
Bandits with Ranking Feedback NIPS 2024
Tree Search-Based Evolutionary Bandits for Protein Sequence Optimization AAAI 2024
Randomized Strategic Facility Location with Predictions NIPS 2024