Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach

28 January 2020

Meng Wang

Papers citing "Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach"

50 / 106 papers shown

Title
Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis V. W. Anelli Daniele Malitesta Claudio Pomo Alejandro Bellogín T. D. Noia E. Sciascio 21 10 0 01 Aug 2023
Criteria Tell You More than Ratings: Criteria Preference-Aware Light Graph Convolution for Effective Multi-Criteria Recommendation Jin-Duk Park Siqing Li Xin Cao Won-Yong Shin 17 7 0 30 May 2023
Pure Spectral Graph Embeddings: Reinterpreting Graph Convolution for Top-N Recommendation Edoardo DÁmico A. Lawlor N. Hurley 26 0 0 28 May 2023
Breaking the Curse of Quality Saturation with User-Centric Ranking Zhuokai Zhao Yang Yang Wenyu Wang Chi-Yu Liu Yunluo Shi Wenjie Hu Haotian Zhang Shuangjun Yang 28 3 0 24 May 2023
It's Enough: Relaxing Diagonal Constraints in Linear Autoencoders for Recommendation Jaewan Moon Hye-young Kim Jongwuk Lee 31 4 0 22 May 2023
Graph Masked Autoencoder for Sequential Recommendation Yaowen Ye Lianghao Xia Chao Huang 25 38 0 08 May 2023
Disentangled Contrastive Collaborative Filtering Xubin Ren Lianghao Xia Jiashu Zhao Dawei Yin Chao Huang 29 75 0 04 May 2023
HEAT: A Highly Efficient and Affordable Training System for Collaborative Filtering Based Recommendation on CPUs Chengming Zhang Shaden Smith Baixi Sun Jiannan Tian Jon Soifer Xiaodong Yu S. Song Yuxiong He Dingwen Tao 36 0 0 14 Apr 2023
Item Graph Convolution Collaborative Filtering for Inductive Recommendations Edoardo DÁmico Khalil Muhammad E. Tragos Barry Smyth N. Hurley A. Lawlor GNN 16 6 0 28 Mar 2023
Compressed Interaction Graph based Framework for Multi-behavior Recommendation Wei Guo Chang Meng Enming Yuan Zhicheng He Huifeng Guo ... Bo Chen Yaochen Hu Ruiming Tang Xiufeng Li Rui Zhang 28 20 0 04 Mar 2023
LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation Xuheng Cai Chao Huang Lianghao Xia Xubin Ren 13 198 0 16 Feb 2023
Improving Recommendation Fairness via Data Augmentation Lei Chen Le Wu Kun Zhang Richang Hong Defu Lian Zhiqiang Zhang Jun Zhou Meng Wang FedML 17 43 0 13 Feb 2023
A Node-collaboration-informed Graph Convolutional Network for Precise Representation to Undirected Weighted Graphs Ying Wang Ye Yuan Xin Luo GNN 17 1 0 30 Nov 2022
ARISE: Graph Anomaly Detection on Attributed Networks via Substructure Awareness Jingcan Duan Bin Xiao Siwei Wang Haifang Zhou Xinwang Liu AI4TS 20 10 0 28 Nov 2022
Blurring-Sharpening Process Models for Collaborative Filtering Jeongwhan Choi Seoyoung Hong Noseong Park Sung-Bae Cho 17 39 0 17 Nov 2022
Graph Filters for Signal Processing and Machine Learning on Graphs Elvin Isufi Fernando Gama D. Shuman Santiago Segarra GNN 30 62 0 16 Nov 2022
TimeKit: A Time-series Forecasting-based Upgrade Kit for Collaborative Filtering Seoyoung Hong Minju Jo Seung-Uk Kook Jaeeun Jung Hyowon Wi Noseong Park Sung-Bae Cho AI4TS 19 6 0 08 Nov 2022
FedGRec: Federated Graph Recommender System with Lazy Update of Latent Embeddings Junyi Li Heng-Chiao Huang FedML 21 6 0 25 Oct 2022
DIGAT: Modeling News Recommendation with Dual-Graph Interaction Zhiming Mao Jun Yu Li Hongru Wang Xingshan Zeng Kam-Fai Wong GNN 13 15 0 11 Oct 2022
GPNet: Simplifying Graph Neural Networks via Multi-channel Geometric Polynomials Xun Liu Alex Hay-Man Ng Fangyu Lei Yikuan Zhang Zhengmin Li GNN 22 1 0 30 Sep 2022
GREASE: Generate Factual and Counterfactual Explanations for GNN-based Recommendations Ziheng Chen Fabrizio Silvestri Jia Wang Yongfeng Zhang Zhenhua Huang H. Ahn Gabriele Tolomei CML 15 27 0 04 Aug 2022
Coarse-to-Fine Knowledge-Enhanced Multi-Interest Learning Framework for Multi-Behavior Recommendation Chang Meng Ziqi Zhao Wei Guo Yingxue Zhang Haolun Wu Chen Gao Dong Li Xiu Li Ruiming Tang 26 22 0 03 Aug 2022
Self-Supervised Hypergraph Transformer for Recommender Systems Lianghao Xia Chao Huang Chuxu Zhang 22 109 0 28 Jul 2022
Hypergraph Contrastive Collaborative Filtering Lianghao Xia Chao Huang Yong-mei Xu Jiashu Zhao Dawei Yin J. Huang 28 303 0 26 Apr 2022
IA-GCN: Interactive Graph Convolutional Network for Recommendation Yinan Zhang Pei Wang Congcong Liu Xiwei Zhao Hao Qi Jie He Junsheng Jin Changping Peng Zhangang Lin Jingping Shao GNN 22 6 0 08 Apr 2022
Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition Yan Yan T. Liao Jinjin Zhao Jiahong Wang Liang Ma Wei Lv Jing Xiong Lei Wang 11 20 0 14 Mar 2022
Linear, or Non-Linear, That is the Question! Taeyong Kong Taeri Kim Jinsung Jeon Jeongwhan Choi Yeon-Chang Lee Noseong Park Sang-Wook Kim 35 57 0 14 Nov 2021
Knowledge-aware Coupled Graph Neural Network for Social Recommendation Chao Huang Huance Xu Yong-mei Xu Peng Dai Lianghao Xia Mengyin Lu Liefeng Bo Hao Xing Xiaoping Lai Yanfang Ye 19 169 0 08 Oct 2021
SimpleX: A Simple and Strong Baseline for Collaborative Filtering Kelong Mao Jieming Zhu Jinpeng Wang Quanyu Dai Zhenhua Dong Xi Xiao Xiuqiang He 11 157 0 26 Sep 2021
Orthogonal Graph Neural Networks Kai Guo Kaixiong Zhou Xia Hu Yu Li Yi Chang Xin Wang 41 34 0 23 Sep 2021
Multi-Sample based Contrastive Loss for Top-k Recommendation H. Tang Guoshuai Zhao Yuxia Wu Xueming Qian 23 32 0 01 Sep 2021
Adaptive Label Smoothing To Regularize Large-Scale Graph Training Kaixiong Zhou Ninghao Liu Fan Yang Zirui Liu Rui Chen Li Li Soo-Hyun Choi Xia Hu AI4CE 23 18 0 30 Aug 2021
SiReN: Sign-Aware Recommendation Using Graph Neural Networks Changwon Seo Kyeong-Joong Jeong Sungsu Lim Won-Yong Shin 23 18 0 19 Aug 2021
LightMove: A Lightweight Next-POI Recommendation for Taxicab Rooftop Advertising Jinsung Jeon Soyoung Kang Minju Jo Seunghyeon Cho Noseong Park Seonghoon Kim Chiyoung Song 28 16 0 11 Aug 2021
LT-OCF: Learnable-Time ODE-based Collaborative Filtering Jeongwhan Choi Jinsung Jeon Noseong Park 24 30 0 08 Aug 2021
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks Zhiqian Chen Fanglan Chen Lei Zhang Taoran Ji Kaiqun Fu Liang Zhao Feng Chen Lingfei Wu Charu C. Aggarwal Chang-Tien Lu 38 18 0 21 Jul 2021
Position-enhanced and Time-aware Graph Convolutional Network for Sequential Recommendations Liwei Huang Yutao Ma Yanbo Liu Bohong Du Shuliang Wang Deyi Li GNN 21 53 0 12 Jul 2021
SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Xin Zhou Aixin Sun Yong-jin Liu Jie M. Zhang C. Miao SSL 25 76 0 07 Jul 2021
Dirichlet Energy Constrained Learning for Deep Graph Neural Networks Kaixiong Zhou Xiao Shi Huang Daochen Zha Rui Chen Li Li Soo-Hyun Choi Xia Hu GNN AI4CE 22 114 0 06 Jul 2021
A Behavior-aware Graph Convolution Network Model for Video Recommendation Wei Zhuo Kunchi Liu Taofeng Xue Beihong Jin Beibei Li Xinzhou Dong He Chen Wenhai Pan Xuejian Zhang Shuo Zhou GNN 14 2 0 27 Jun 2021
Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation Sanshi Lei Yu Zhuoxuan Jiang Dongdong Chen Shanshan Feng Dongsheng Li Qi Liu Jinfeng Yi 27 20 0 07 Jun 2021
Graph-based Exercise- and Knowledge-Aware Learning Network for Student Performance Prediction Mengfan Liu Pengyang Shao Kun Zhang AI4Ed 14 6 0 01 Jun 2021
Privileged Graph Distillation for Cold Start Recommendation Shuai Wang Kun Zhang Le Wu Haiping Ma Richang Hong Meng Wang 10 28 0 31 May 2021
Boosting-GNN: Boosting Algorithm for Graph Networks on Imbalanced Node Classification S. Shi Kai Qiao Shuai Yang Linyuan Wang Jian Chen B. Yan AI4CE 11 28 0 25 May 2021
Set2setRank: Collaborative Set to Set Ranking for Implicit Feedback based Recommendation Lei Chen Le Wu Kun Zhang Richang Hong Meng Wang BDL CML 13 16 0 16 May 2021
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation Le Wu Xiangnan He Xiang Wang Kun Zhang Meng Wang HAI 21 283 0 27 Apr 2021
Dual-embedding based Neural Collaborative Filtering for Recommender Systems Gongshan He Dongxing Zhao Li Ding FedML 12 3 0 04 Feb 2021
Stacked Graph Filter Hoang NT Takanori Maehara T. Murata GNN 16 4 0 22 Nov 2020
Graph Neural Networks in Recommender Systems: A Survey Shiwen Wu Fei Sun Wentao Zhang Xu Xie Bin Cui GNN 56 1,174 0 04 Nov 2020
A Light Heterogeneous Graph Collaborative Filtering Model using Textual Information Chaoyang Wang Zhiqiang Guo Guohui Li Jianjun Li Peng Pan Ke Liu 11 9 0 04 Oct 2020