Reproduction of Neural Graph Collaborative Filtering (NGCF), Light Graph Convolution Network (LightGCN) and Self-supervised Graph Learning (SGL)
(NGCF) Xiang Wang, Xiangnan He, Meng Wang, Fuli Feng, Tat-Seng Chua. 2019. Neural Graph Collaborative Filtering. SiGIR'2019 Pages: 165-174.
(LightGCN) Xiangnan He, Kuan Deng, Xiang Wang, Yan Li, Yongdong Zhang, and Meng Wang. 2020. LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation. SIGIR ’20, July 25–30, 2020.
(SGL) Jiancan Wu, Xiang Wang, Fuli Feng, Xiangnan He, Liang Chen, Jianxun Lian, and Xing Xie. 2021. Self-supervised Graph Learning for Recommendation. In Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR ’21), July 11–15, 2021, Virtual Event, Canada. ACM, New York, NY, USA, 10 pages.
See original code: (https://github.com/xiangwang1223/neural_graph_collaborative_filtering, https://github.com/huangtinglin/NGCF-PyTorch)
(https://github.com/kuandeng/LightGCN, https://github.com/gusye1234/pytorch-light-gcn)