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Multi-Armed Bandits

1044 directly classified papers

Papers per year

Papers

Risk-aware linear bandits with convex loss AISTATS 2023
Nonstochastic Contextual Combinatorial Bandits AISTATS 2023
Contextual Bandits with Packing and Covering Constraints: A Modular Lagrangian Approach via Regression COLT 2023
Posterior Tracking Algorithm for Classification Bandits AISTATS 2023
Optimal Execution via Multi-Objective Multi-Armed Bandits (Student Abstract) AAAI 2023
Local Justice and Machine Learning: Modeling and Inferring Dynamic Ethical Preferences toward Allocations AAAI 2023
Exploration in Linear Bandits with Rich Action Sets and its Implications for Inference AISTATS 2023
Increasing Impact of Mobile Health Programs: SAHELI for Maternal and Child Care AAAI 2023
Optimal Online Generalized Linear Regression with Stochastic Noise and Its Application to Heteroscedastic Bandits ICML 2023
Delayed Feedback in Generalised Linear Bandits Revisited AISTATS 2023
Towards Scalable and Robust Structured Bandits: A Meta-Learning Framework AISTATS 2023
Distributionally Robust Policy Gradient for Offline Contextual Bandits AISTATS 2023
Interactive Learning with Pricing for Optimal and Stable Allocations in Markets AISTATS 2023
A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs COLT 2023
Piecewise Stationary Bandits under Risk Criteria AISTATS 2023
Adaptation to Misspecified Kernel Regularity in Kernelised Bandits AISTATS 2023
Adaptation to the Range in K-Armed Bandits JMLR 2023
Optimal Contextual Bandits with Knapsacks under Realizability via Regression Oracles AISTATS 2023
Squeeze All: Novel Estimator and Self-Normalized Bound for Linear Contextual Bandits AISTATS 2023
VCG Mechanism Design with Unknown Agent Values under Stochastic Bandit Feedback JMLR 2023
Pareto Regret Analyses in Multi-objective Multi-armed Bandit ICML 2023
Multiplier Bootstrap-based Exploration ICML 2023
Revisiting Simple Regret: Fast Rates for Returning a Good Arm ICML 2023
An Optimization-based Algorithm for Non-stationary Kernel Bandits without Prior Knowledge AISTATS 2023
Bandit Multi-linear DR-Submodular Maximization and Its Applications on Adversarial Submodular Bandits ICML 2023