LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation

6 February 2020

Meng Wang

Papers citing "LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation"

50 / 261 papers shown

Title
Open the Eyes of MPNN: Vision Enhances MPNN in Link Prediction Yanbin Wei Xuehao Wang Zhan Zhuang Yang Chen Shuhao Chen Yulong Zhang Yu-Jie Zhang James T. Kwok 31 0 0 13 May 2025
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware Recommendation Shengyin Sun Chen Ma 37 2 0 13 May 2025
Burger: Robust Graph Denoising-augmentation Fusion and Multi-semantic Modeling in Social Recommendation Yuqin Lan 26 0 0 10 May 2025
Differentiable Fuzzy Neural Networks for Recommender Systems Stephan Bartl Kevin Innerebner Elisabeth Lex 19 0 0 09 May 2025
Learning Item Representations Directly from Multimodal Features for Effective Recommendation Xin Zhou Xiaoxiong Zhang Dusit Niyato Zhiqi Shen 51 0 0 08 May 2025
Prompt-Based LLMs for Position Bias-Aware Reranking in Personalized Recommendations Md Aminul Islam Ahmed Sayeed Faruk 51 0 0 08 May 2025
Graph Spectral Filtering with Chebyshev Interpolation for Recommendation Chanwoo Kim Jinkyu Sung Yebonn Han Joonseok Lee GNN 44 0 0 01 May 2025
AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language Embeddings Guoqing Hu An Zhang Shuo Liu Zhibo Cai Xun Yang Xuben Wang 34 0 0 27 Apr 2025
High-order Graph Neural Networks with Common Neighbor Awareness for Link Prediction Ling Wang Minglian Han AI4CE 23 0 0 26 Apr 2025
Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided Calibration Hao Li Hanwen Du Y. Li Junchen Fu Chunxiao Li Ziyi Zhuang Jiakang Li Yongxin Ni AI4TS 29 0 0 19 Apr 2025
RAID: An In-Training Defense against Attribute Inference Attacks in Recommender Systems Xiaohua Feng Yuyuan Li Fengyuan Yu Ke Xiong Junjie Fang L. Zhang Tianyu Du Chaochao Chen AAML 34 0 0 15 Apr 2025
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems Yibiao Wei Jie Zou Weikang Guo Guoqing Wang Xing Xu Yang Yang 50 1 0 15 Apr 2025
Invariance Matters: Empowering Social Recommendation via Graph Invariant Learning Yonghui Yang Le Wu Yuxin Liao Zhuangzhuang He Pengyang Shao Richang Hong Meng Wang 34 0 0 14 Apr 2025
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent Liang-bo Ning Shijie Wang Wenqi Fan Qing Li Xin Xu Hao Chen Feiran Huang AAML 28 16 0 13 Apr 2025
A Comparative Study of Recommender Systems under Big Data Constraints Arimondo Scrivano 25 0 0 11 Apr 2025
Towards Distribution Matching between Collaborative and Language Spaces for Generative Recommendation Yi-cui Zhang Yiwen Zhang Y. X. R. Wang Tong Chen Hongzhi Yin 28 0 0 10 Apr 2025
Why is Normalization Necessary for Linear Recommenders? Seongmin Park Mincheol Yoon Hye-young Kim Jongwuk Lee 35 0 0 08 Apr 2025
Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials Chu Zhao Enneng Yang Yuting Liu Jianzhe Zhao G. Guo Xingwei Wang 28 0 0 07 Apr 2025
COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal Recommendation J. Xu Z. Chen Wei Wang Xiping Hu Sang-Wook Kim Edith Ngai 36 1 0 06 Apr 2025
Short Video Segment-level User Dynamic Interests Modeling in Personalized Recommendation Zhiyu He Zhixin Ling Jiayu Li Zhiqiang Guo Weizhi Ma Xinchen Luo Min Zhang G. Zhou 31 0 0 05 Apr 2025
Hyperbolic Diffusion Recommender Model Meng Yuan Yutian Xiao Wei Chen Chu Zhao Deqing Wang Fuzhen Zhuang 34 1 0 02 Apr 2025
Get the Agents Drunk: Memory Perturbations in Autonomous Agent-based Recommender Systems Shiyi Yang Z. Hu Chen Wang Tong Yu Xiwei Xu Liming Zhu Lina Yao AAML 42 0 0 31 Mar 2025
Improvement Graph Convolution Collaborative Filtering with Weighted addition input Tin T. Tran V. Snasel GNN 48 3 0 27 Mar 2025
Tensor Convolutional Network for Higher-Order Interaction Prediction in Sparse Tensors Jun-Gi Jang Jingrui He A. Margenot Hanghang Tong 36 0 0 14 Mar 2025
Dual Test-time Training for Out-of-distribution Recommender System Xihong Yang Yiqi Wang Jin Chen Wenqi Fan Xiangyu Zhao En Zhu Xinwang Liu Defu Lian TTA 110 5 0 13 Mar 2025
Unsupervised Graph Embeddings for Session-based Recommendation with Item Features Andreas Peintner Marta Moscati Emilia Parada-Cabaleiro Markus Schedl Eva Zangerle GNN 94 2 0 13 Mar 2025
Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation Ziqiang Cui Yunpeng Weng Xing Tang Xiaokun Zhang Dugang Liu ... Peiyang Liu Bowei He Weihong Luo Xiuqiang He Chen Ma AI4TS 80 0 0 06 Mar 2025
A Transfer Framework for Enhancing Temporal Graph Learning in Data-Scarce Settings Sidharth Agarwal Tanishq Dubey Shubham Gupta Srikanta J. Bedathur AI4TS AI4CE 39 0 0 02 Mar 2025
One Model for All: Large Language Models are Domain-Agnostic Recommendation Systems Zuoli Tang Zhaoxin Huan Zihao Li Xiaolu Zhang Jun Hu Chilin Fu Jun Zhou Lixin Zou Chenliang Li 61 15 0 20 Feb 2025
Heterophily-Aware Fair Recommendation using Graph Convolutional Networks Nemat Gholinejad M. H. Chehreghani 102 3 0 20 Feb 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 87 2 0 20 Feb 2025
Preventing the Popular Item Embedding Based Attack in Federated Recommendations J. Zhang Huan Li Dazhong Rong Yan Zhao Ke Chen Lidan Shou AAML 75 4 0 18 Feb 2025
Generating Skyline Datasets for Data Science Models Mengying Wang Hanchao Ma Yiyang Bian Yangxin Fan Yinghui Wu 44 0 0 16 Feb 2025
Criteria-Aware Graph Filtering: Extremely Fast Yet Accurate Multi-Criteria Recommendation Jin-Duk Park Jaemin Yoo Won-Yong Shin 71 1 0 13 Feb 2025
Leveraging Member-Group Relations via Multi-View Graph Filtering for Effective Group Recommendation Chae-Hyun Kim Yoon-Ryung Choi Jin-Duk Park Won-Yong Shin 65 1 0 13 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 111 0 0 13 Feb 2025
Graph Diffusion Network for Drug-Gene Prediction Jiayang Wu Wensheng Gan Philip S. Yu MedIm 60 0 0 13 Feb 2025
MixDec Sampling: A Soft Link-based Sampling Method of Graph Neural Network for Recommendation Xiangjin Xie Yiran Chen Ruipeng Wang Kai Ouyang Zihan Zhang ... Buyue Qian Hansen Zheng Bo Hu Chengxiang Zhuo Zang Li 71 3 0 12 Feb 2025
Beyond Models! Explainable Data Valuation and Metric Adaption for Recommendation Renqi Jia Xiaokun Zhang Bowei He Qiannan Zhu Weitao Xu Jiehao Chen Chen-li Ma TDI 77 0 0 12 Feb 2025
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models Rui Cai Chao Wang Qianyi Cai Dazhong Shen Hui Xiong RALM 85 0 0 06 Feb 2025
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation Zhen Zhang Bingsheng He 106 2 0 05 Feb 2025
Hypergraph Diffusion for High-Order Recommender Systems Darnbi Sakong T. T. Huynh Jun Jo DiffM 76 0 0 28 Jan 2025
Distributionally Robust Graph Out-of-Distribution Recommendation via Diffusion Model Chu Zhao Enneng Yang Yuliang Liang Jianzhe Zhao G. Guo Xingwei Wang 34 1 0 28 Jan 2025
ScaDyG:A New Paradigm for Large-scale Dynamic Graph Learning Xiang Wu Xunkai Li Rong-Hua Li Kangfei Zhao Guoren Wang AI4TS AI4CE 54 0 0 27 Jan 2025
Generating Negative Samples for Multi-Modal Recommendation Yanbiao Ji Yue Ding Dan Luo Chang Liu Jing Tong Shaokai Wu Hongtao Lu 33 0 0 25 Jan 2025
A Contrastive Framework with User, Item and Review Alignment for Recommendation Hoang V. Dong Yuan Fang Hady W. Lauw 37 2 0 21 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 79 18 0 17 Jan 2025
Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation Han Liu Yinwei Wei Fan Liu Luu Anh Tuan Liqiang Nie Tat-Seng Chua 48 17 0 13 Jan 2025
Multi-Grained Preference Enhanced Transformer for Multi-Behavior Sequential Recommendation Chuan He Yongchao Liu Qiang Li Weiqiang Wang Xin Fu Xinyi Fu Chuntao Hong Xinwei Yao 21 0 0 31 Dec 2024
Bridging Conversational and Collaborative Signals for Conversational Recommendation A. Rabiah Nafis Sadeq Julian McAuley 84 0 0 09 Dec 2024