most citedIntegrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation

5 citations · 5 across the 5 of their papers we have counts for

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cs.IR2025

RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning

Sichun Luo, Jian Xu, Xiaojie Zhang +4

Large Language Models (LLMs) have been integrated into recommender systems to enhance user behavior comprehension. The Retrieval Augmented Generation (RAG) technique is further inc…

cs.IR2025

RALLRec: Improving Retrieval Augmented Large Language Model Recommendation with Representation Learning

Jian Xu, Sichun Luo, Xiangyu Chen +3

Large Language Models (LLMs) have been integrated into recommendation systems to enhance user behavior comprehension. The Retrieval Augmented Generation (RAG) technique is further…

cs.IR2024★ 5 cited

Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation

Sichun Luo, Yuxuan Yao, Bowei He +9

Conventional recommendation methods have achieved notable advancements by harnessing collaborative or sequential information from user behavior. Recently, large language models (LL…