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Multi-Armed Bandits

1044 directly classified papers

Papers per year

Papers

Adaptation to Misspecified Kernel Regularity in Kernelised Bandits AISTATS 2023
Overcoming Prior Misspecification in Online Learning to Rank AISTATS 2023
Asymptotically Unbiased Off-Policy Policy Evaluation when Reusing Old Data in Nonstationary Environments AISTATS 2023
Stochastic Contextual Bandits with Long Horizon Rewards AAAI 2023
Delayed Feedback in Generalised Linear Bandits Revisited AISTATS 2023
Online Restless Bandits with Unobserved States ICML 2023
Flexible and Efficient Contextual Bandits with Heterogeneous Treatment Effect Oracles AISTATS 2023
Learning Revenue Maximization Using Posted Prices for Stochastic Strategic Patient Buyers AAAI 2023
Optimal Algorithms for Latent Bandits with Cluster Structure AISTATS 2023
Quantum Multi-Armed Bandits and Stochastic Linear Bandits Enjoy Logarithmic Regrets AAAI 2023
One Arrow, Two Kills: A Unified Framework for Achieving Optimal Regret Guarantees in Sleeping Bandits AISTATS 2023
Optimistic Whittle Index Policy: Online Learning for Restless Bandits AAAI 2023
Revisiting Weighted Strategy for Non-stationary Parametric Bandits AISTATS 2023
Towards Efficient and Domain-Agnostic Evasion Attack with High-Dimensional Categorical Inputs AAAI 2023
Exploration in Linear Bandits with Rich Action Sets and its Implications for Inference AISTATS 2023
Fairness and Welfare Quantification for Regret in Multi-Armed Bandits AAAI 2023
Meta-Learning for Simple Regret Minimization AAAI 2023
Double Doubly Robust Thompson Sampling for Generalized Linear Contextual Bandits AAAI 2023
Interactive Learning with Pricing for Optimal and Stable Allocations in Markets AISTATS 2023
Revisiting Simple Regret: Fast Rates for Returning a Good Arm ICML 2023
TS-UCB: Improving on Thompson Sampling With Little to No Additional Computation AISTATS 2023
Stochastic Gradient Succeeds for Bandits ICML 2023
Almost Cost-Free Communication in Federated Best Arm Identification AAAI 2023
Efficient Explorative Key-Term Selection Strategies for Conversational Contextual Bandits AAAI 2023
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health AAAI 2023