LLM-Enhanced Reinforcement Learning for Long-Term User Satisfaction in Interactive Recommendation

Chongjun Xia, Yanchun Peng, Xianzhi Wang

Interactive recommender systems can dynamically adapt to user feedback, but often suffer from content homogeneity and filter bubble effects due to overfitting short-term user prefe…