My research focuses on privacy preservation for recommender systems specifically in the following aspects: first, how to better address users’ realistic privacy concerns and offer enhanced privacy control by considering what and with whom to share sensitive information for decentralized recommender systems; second, how to enhance the privacy preservation capability of LLM-based recommender systems; last, how to formulate uniform metrics to compare the privacy-preservation efficacy of the recommender system.