Exploitation Over Exploration: Unmasking the Bias in Linear Bandit Recommender Offline Evaluation

Pedro R. Pires, Gregorio F. Azevedo, Pietro L. Campos +2

Multi-Armed Bandit (MAB) algorithms are widely used in recommender systems that require continuous, incremental learning. A core aspect of MABs is the exploration-exploitation trad…