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Multi-Armed Bandits

1044 directly classified papers

Papers per year

Papers

A causal bandit approach to learning good atomic interventions in presence of unobserved confounders UAI 2022
Trading Off Resource Budgets For Improved Regret Bounds NIPS 2022
Factored DRO: Factored Distributionally Robust Policies for Contextual Bandits NIPS 2022
Contextual Bandits with Knapsacks for a Conversion Model NIPS 2022
Incentivizing Combinatorial Bandit Exploration NIPS 2022
Minimax Optimal Fixed-Budget Best Arm Identification in Linear Bandits NIPS 2022
Leveraging the Hints: Adaptive Bidding in Repeated First-Price Auctions NIPS 2022
Minimax Regret for Cascading Bandits NIPS 2022
Bandit Limited Discrepancy Search and Application to Machine Learning Pipeline Optimization AAAI 2022
Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022
A Simple Unified Framework for High Dimensional Bandit Problems ICML 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022
Online Learning and Pricing for Network Revenue Management with Reusable Resources NIPS 2022
Smoothed Adversarial Linear Contextual Bandits with Knapsacks ICML 2022
Universal and data-adaptive algorithms for model selection in linear contextual bandits ICML 2022
Effective Dimension in Bandit Problems under Censorship NIPS 2022
Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022
Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification AAAI 2022
Gaussian Process Bandits with Aggregated Feedback AAAI 2022
Solving Multi-Arm Bandit Using a Few Bits of Communication AISTATS 2022
A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022
Towards Agnostic Feature-based Dynamic Pricing: Linear Policies vs Linear Valuation with Unknown Noise AISTATS 2022
Instance Dependent Regret Analysis of Kernelized Bandits ICML 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-profits in Improving Maternal and Child Health AAAI 2022
Best Arm Identification with Safety Constraints AISTATS 2022