一作SIGIR 2026Oral· Information Retrieval (Full)
DCGL: Dual-Channel Graph Learning with Large Language Models for Knowledge-Aware Recommendation
Xinchi Zou · Tongzhenzhi Su · Jianjun Li · Yuan Fu · Chang Liu · Zhiying Deng · Zhiwei Shen
摘要
Knowledge Graphs (KGs) have proven highly effective for recommendation systems by capturing latent item relationships, while recent integration of Large Language Models (LLMs) has further enhanced semantic understanding and addressed knowledge sparsity issues. Nevertheless, current KG&LLM-based m...