Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System

Yuantong Li, Guang Cheng, Xiaowu Dai

Recommender systems play a crucial role in internet economies by connecting users with relevant products. However, designing effective recommender systems faces the key challenges:…