LLMRec: Large Language Models with Graph Augmentation for Recommendation

Author:

Wei Wei1ORCID,Ren Xubin1ORCID,Tang Jiabin1ORCID,Wang Qinyong2ORCID,Su Lixin2ORCID,Cheng Suqi2ORCID,Wang Junfeng2ORCID,Yin Dawei2ORCID,Huang Chao1ORCID

Affiliation:

1. University of Hong Kong, Hong Kong, Hong Kong

2. Baidu Inc., Bei Jing, China

Publisher

ACM

Reference61 articles.

1. Keqin Bao, Jizhi Zhang, Yang Zhang, Wenjie Wang, Fuli Feng, and Xiangnan He. 2023. TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation. arXiv preprint arXiv:2305.00447 (2023).

2. Revisiting negative sampling vs. non-sampling in implicit recommendation;Chen Chong;TOIS,2023

3. Efficient neural matrix factorization without sampling for recommendation;Chen Chong;TOIS,2020

4. Heterogeneous Graph Contrastive Learning for Recommendation

5. Zheng Chen. 2023. PALR: Personalization Aware LLMs for Recommendation. arXiv preprint arXiv:2305.07622 (2023).

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