Multi-Armed Bandits With Machine Learning-Generated Surrogate Rewards

Wenlong Ji, Yihan Pan, Ruihao Zhu +1

Multi-armed bandit (MAB) is a widely adopted framework for sequential decision-making under uncertainty. Traditional bandit algorithms rely solely on online data, which tends to be…