How Powerful is Graph Convolution for Recommendation?

17 August 2021

Papers citing "How Powerful is Graph Convolution for Recommendation?"

39 / 39 papers shown

Title
Graph Spectral Filtering with Chebyshev Interpolation for Recommendation Chanwoo Kim Jinkyu Sung Yebonn Han Joonseok Lee GNN 32 0 0 01 May 2025
MMHCL: Multi-Modal Hypergraph Contrastive Learning for Recommendation Xu Guo Tong Zhang Fuyun Wang Xudong Wang X. Zhang Xin Liu Zhen Cui 20 0 0 23 Apr 2025
Rankformer: A Graph Transformer for Recommendation based on Ranking Objective Sirui Chen Shen Han Jiawei Chen Binbin Hu Sheng Zhou Gang Wang Yan Feng C. L. P. Chen C. Wang OffRL 36 0 0 21 Mar 2025
ContextGNN goes to Elliot: Towards Benchmarking Relational Deep Learning for Static Link Prediction (aka Personalized Item Recommendation) Alejandro Ariza-Casabona Nikos Kanakaris Daniele Malitesta 34 0 0 20 Mar 2025
Reproducibility and Artifact Consistency of the SIGIR 2022 Recommender Systems Papers Based on Message Passing Maurizio Ferrari Dacrema Michael Benigni Nicola Ferro 29 0 0 10 Mar 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 77 2 0 20 Feb 2025
Heterophily-Aware Fair Recommendation using Graph Convolutional Networks Nemat Gholinejad M. H. Chehreghani 102 3 0 20 Feb 2025
Criteria-Aware Graph Filtering: Extremely Fast Yet Accurate Multi-Criteria Recommendation Jin-Duk Park Jaemin Yoo Won-Yong Shin 55 1 0 13 Feb 2025
ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective Yihong Chen Pushkar Mishra Luca Franceschi Pasquale Minervini Pontus Stenetorp Sebastian Riedel 59 20 0 17 Jan 2025
Exploring Feature-based Knowledge Distillation for Recommender System: A Frequency Perspective Zhangchi Zhu Wei Zhang 28 0 0 16 Nov 2024
Differentially private and decentralized randomized power method Julien Nicolas César Sabater Mohamed Maouche Sonia Ben Mokhtar Mark Coates 24 1 0 04 Nov 2024
Fair Augmentation for Graph Collaborative Filtering Ludovico Boratto Francesco Fabbri Gianni Fenu Mirko Marras Giacomo Medda 32 1 0 22 Aug 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 26 4 0 30 Jul 2024
ImplicitSLIM and How it Improves Embedding-based Collaborative Filtering Ilya Shenbin Sergey I. Nikolenko 20 0 0 31 May 2024
Towards Graph Contrastive Learning: A Survey and Beyond Wei Ju Yifan Wang Yifang Qin Zhengyan Mao Zhiping Xiao ... Dongjie Wang Qingqing Long Siyu Yi Xiao Luo Ming Zhang 42 12 0 20 May 2024
SVD-AE: Simple Autoencoders for Collaborative Filtering Seoyoung Hong Jeongwhan Choi Yeon-Chang Lee Srijan Kumar Noseong Park 31 5 0 08 May 2024
Turbo-CF: Matrix Decomposition-Free Graph Filtering for Fast Recommendation Jin-Duk Park Yong-Min Shin Won-Yong Shin 16 6 0 22 Apr 2024
Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity Yukui Hou Jin-Duk Park Won-Yong Shin 21 13 0 22 Apr 2024
How Does Message Passing Improve Collaborative Filtering? Mingxuan Ju William Shiao Zhichun Guo Yanfang Ye Yozen Liu Neil Shah Tong Zhao 24 4 0 27 Mar 2024
OpenGraph: Towards Open Graph Foundation Models Lianghao Xia Ben Kao Chao Huang AI4CE 27 33 0 02 Mar 2024
OAG-Bench: A Human-Curated Benchmark for Academic Graph Mining Fanjin Zhang Shijie Shi Yifan Zhu Bo Chen Yukuo Cen ... Huihui Yuan Jian Song Xiaoyan Li Yuxiao Dong Jie Tang 29 15 0 24 Feb 2024
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation Jeongwhan Choi Hyowon Wi C. Lee Sung-Bae Cho Dongha Lee Noseong Park DiffM 31 2 0 27 Dec 2023
GraphPro: Graph Pre-training and Prompt Learning for Recommendation Yuhao Yang Lianghao Xia Da Luo Kangyi Lin Chao Huang AI4CE 17 15 0 28 Nov 2023
A Social-aware Gaussian Pre-trained Model for Effective Cold-start Recommendation Siwei Liu Xi Wang Craig Macdonald I. Ounis 18 8 0 27 Nov 2023
Graph Signal Diffusion Model for Collaborative Filtering Yunqin Zhu Chao Wang Qi Zhang Hui Xiong DiffM 12 8 0 15 Nov 2023
How Expressive are Graph Neural Networks in Recommendation? Xuheng Cai Lianghao Xia Xubin Ren Chao Huang 24 6 0 22 Aug 2023
Graph-based Alignment and Uniformity for Recommendation Liangwei Yang Zhiwei Liu Chen Wang Mingdai Yang Xiao-lin Liu Jing Ma Philip S. Yu 12 15 0 18 Aug 2023
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 14 10 0 01 Aug 2023
Recommendation Unlearning via Matrix Correction Jiahao Liu Dongsheng Li Hansu Gu T. Lu Jiongran Wu Peng Zhang Li Shang Ning Gu MU 11 4 0 29 Jul 2023
On Manipulating Signals of User-Item Graph: A Jacobi Polynomial-based Graph Collaborative Filtering Jiayan Guo Lun Du Xu Chen Xiaojun Ma Qiang Fu Shi Han Dongmei Zhang Yan Zhang 10 19 0 06 Jun 2023
Pure Spectral Graph Embeddings: Reinterpreting Graph Convolution for Top-N Recommendation Edoardo DÁmico A. Lawlor N. Hurley 16 0 0 28 May 2023
It's Enough: Relaxing Diagonal Constraints in Linear Autoencoders for Recommendation Jaewan Moon Hye-young Kim Jongwuk Lee 26 4 0 22 May 2023
When Newer is Not Better: Does Deep Learning Really Benefit Recommendation From Implicit Feedback? Yushun Dong Jundong Li Tobias Schnabel 23 9 0 02 May 2023
Triple Structural Information Modelling for Accurate, Explainable and Interactive Recommendation Jiahao Liu Dongsheng Li Hansu Gu T. Lu Peng Zhang Li Shang Ning Gu 11 9 0 23 Apr 2023
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 24 62 0 16 Nov 2022
Parameter-free Dynamic Graph Embedding for Link Prediction Jiahao Liu Dongsheng Li Hansu Gu T. Lu Peng-Zhen Zhang Ning Gu 11 12 0 15 Oct 2022
Personality-Driven Social Multimedia Content Recommendation Qi Yang Sergey I. Nikolenko Alfred Huang Aleksandr Farseev 34 14 0 25 Jul 2022
Fine-tuning Partition-aware Item Similarities for Efficient and Scalable Recommendation Tianjun Wei Jianghong Ma Tommy W. S. Chow 20 3 0 13 Jul 2022