Enhancing Bandit Algorithms with LLMs for Time-varying User Preferences in Streaming Recommendations

Chenglei Shen, Yi Zhan, Weijie Yu +2

In real-world streaming recommender systems, user preferences evolve dynamically over time. Existing bandit-based methods treat time merely as a timestamp, neglecting its explicit…