Lightweight Fairness for LLM-Based Recommendations via Kernelized Projection and Gated Adapters

Nan Cui, Wendy Hui Wang, Yue Ning

Large Language Models (LLMs) have introduced new capabilities to recommender systems, enabling dynamic, context-aware, and conversational recommendations. However, LLM-based recomm…