Dynamic Prior Thompson Sampling for Cold-Start Exploration in Recommender Systems

Zhenyu Zhao, David Zhang, Ellie Zhao +1

Cold-start exploration is a core challenge in large-scale recommender systems: new or data-sparse items must receive traffic to estimate value, but over-exploration harms users and…