Graph Clustering with Graph Neural Networks

30 June 2020

Papers citing "Graph Clustering with Graph Neural Networks"

50 / 108 papers shown

Title
GraphFLEx: Structure Learning Framework for Large Expanding Graphs Mohit Kataria Nikita Malik Sandeep Kumar Jayadeva GNN 31 0 0 18 May 2025
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion Anjali de Silva Gang Chen Hui Ma Seyed Mohammad Nekooei Xingquan Zuo 20 0 0 15 May 2025
Hierarchical Compact Clustering Attention (COCA) for Unsupervised Object-Centric Learning Can Küçüksözen Yücel Yemez OCL 52 0 0 04 May 2025
Graph Learning at Scale: Characterizing and Optimizing Pre-Propagation GNNs Zichao Yue Chenhui Deng Zhiru Zhang AI4CE 34 0 0 17 Apr 2025
Riemannian Optimization on Relaxed Indicator Matrix Manifold Jinghui Yuan Fangyuan Xie Feiping Nie Xuelong Li 75 0 0 26 Mar 2025
GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization Yan Zhuang Minheng Chen Chao-Yang Cao Tong Chen Jing Zhang Xiaowei Yu Yanjun Lyu Li Zhang Tianming Liu D. Zhu 49 0 0 25 Mar 2025
ConstellationNet: Reinventing Spatial Clustering through GNNs Aidan Gao Junhong Lin GNN 50 0 0 06 Mar 2025
Spectral Theory for Edge Pruning in Asynchronous Recurrent Graph Neural Networks Nicolas Bessone 47 0 0 23 Feb 2025
Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities Shih-Hsuan Chiu Ya-Wen Teng De-Nian Yang Ming-Syan Chen 38 0 0 15 Feb 2025
Modular Training of Neural Networks aids Interpretability Satvik Golechha Maheep Chaudhary Joan Velja Alessandro Abate Nandi Schoots 79 0 0 04 Feb 2025
CDC: A Simple Framework for Complex Data Clustering Zhao Kang Xuanting Xie Bingheng Li Erlin Pan 89 8 0 10 Jan 2025
Introduction to Graph Neural Networks: A Starting Point for Machine Learning Engineers James H. Tanis Chris Giannella Adrian V. Mariano AI4CE GNN FaML PINN 68 0 0 27 Dec 2024
The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering Shangdi Yu Jessica Shi Jamison Meindl David Eisenstat Xiaoen Ju Sasan Tavakkol Laxman Dhulipala Jakub Łącki Vahab Mirrokni Julian Shun 27 0 0 15 Nov 2024
Multiscale Graph Construction Using Non-local Cluster Features Reina Kaneko Hayate Kojima Kenta Yanagiya Junya Hara Hiroshi Higashi Yuichi Tanaka 25 0 0 13 Nov 2024
UnSegMedGAT: Unsupervised Medical Image Segmentation using Graph Attention Networks Clustering A. M. Adityaja Saurabh J. Shigwan Nitin Kumar MedIm 39 1 0 04 Nov 2024
Theoretical Insights into Line Graph Transformation on Graph Learning Fan Yang Xingyue Huang 41 0 0 21 Oct 2024
UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters Kovvuri Sai Gopal Reddy Bodduluri Saran A. M. Adityaja Saurabh J. Shigwan Nitin Kumar Snehasis Mukherjee 16 1 0 08 Oct 2024
TopER: Topological Embeddings in Graph Representation Learning Astrit Tola Funmilola Mary Taiwo Cüneyt Gürcan Akçora Baris Coskunuzer 33 0 0 02 Oct 2024
MDL-Pool: Adaptive Multilevel Graph Pooling Based on Minimum Description Length J. V. Pichowski Christopher Blöcker Ingo Scholtes 39 0 0 16 Sep 2024
Multiplex Graph Contrastive Learning with Soft Negatives Zhenhao Zhao Minhong Zhu Chen Wang Sijia Wang Jiqiang Zhang Li Chen Weiran Cai 34 0 0 12 Sep 2024
Scalable Multitask Learning Using Gradient-based Estimation of Task Affinity Dongyue Li Aneesh Sharma Hongyang R. Zhang 67 2 0 09 Sep 2024
VLSI Hypergraph Partitioning with Deep Learning Muhammad Hadir Khan Bugra Onal Eren Dogan Matthew R. Guthaus GNN 23 0 0 02 Sep 2024
Graph Clustering with Cross-View Feature Propagation Zhixuan Duan Zuo Wang Fanghui Bi 33 0 0 12 Aug 2024
Scalable and Adaptive Spectral Embedding for Attributed Graph Clustering Yunhui Liu Tieke He Qing Wu Tao Zheng Jianhua Zhao GNN 31 0 0 11 Aug 2024
Reliable Node Similarity Matrix Guided Contrastive Graph Clustering Yunhui Liu Xinyi Gao Tieke He Tao Zheng Jianhua Zhao Hongzhi Yin 41 6 0 07 Aug 2024
SANGRIA: Surgical Video Scene Graph Optimization for Surgical Workflow Prediction cCaughan Koksal Ghazal Ghazaei Felix Holm Azade Farshad Nassir Navab MedIm 49 2 0 29 Jul 2024
Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach Tanvir Hossain Khaled Mohammed Saifuddin Muhammad Ifte Khairul Islam Farhan Tanvir Esra Akbas 30 0 0 16 Jul 2024
Graph Dimension Attention Networks for Enterprise Credit Assessment Shaopeng Wei Béni Egressy Xingyan Chen Yu Zhao Fuzhen Zhuang Roger Wattenhofer Gang Kou 37 0 0 16 Jul 2024
Modularity aided consistent attributed graph clustering via coarsening Samarth Bhatia Yukti Makhija Manoj Kumar Sandeep Kumar 38 0 0 09 Jul 2024
Graph Pooling via Ricci Flow Amy Feng Melanie Weber AI4CE 42 1 0 05 Jul 2024
Multi-UAVs end-to-end Distributed Trajectory Generation over Point Cloud Data Antonio Marino C. Pacchierotti P. Giordano 3DPC 43 0 0 28 Jun 2024
What Is Missing In Homophily? Disentangling Graph Homophily For Graph Neural Networks Yilun Zheng Sitao Luan Lihui Chen 44 5 0 27 Jun 2024
Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning Perspective Yunfei Liu Jintang Li Yuehe Chen Ruofan Wu Ericbk Wang ... Shuheng Shen Xing Fu Changhua Meng Weiqiang Wang Liang Chen 35 9 0 20 Jun 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 58 1 0 13 Jun 2024
Federated Incomplete Multi-View Clustering with Heterogeneous Graph Neural Networks Xueming Yan Ziqi Wang Yaochu Jin FedML 36 0 0 12 Jun 2024
Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs Langzhang Liang Sunwoo Kim Kijung Shin Zenglin Xu Shirui Pan Yuan Qi 41 3 0 31 May 2024
Graph Coarsening with Message-Passing Guarantees Antonin Joly Nicolas Keriven 44 1 0 28 May 2024
HeNCler: Node Clustering in Heterophilous Graphs through Learned Asymmetric Similarity Sonny Achten F. Tonin V. Cevher Johan A. K. Suykens 59 0 0 27 May 2024
Differentiable Cluster Graph Neural Network Yanfei Dong Mohammed Haroon Dupty Lambert Deng Zhuanghua Liu Yong Liang Goh Wee Sun Lee GNN 34 1 0 25 May 2024
UnSegGNet: Unsupervised Image Segmentation using Graph Neural Networks Kovvuri Sai Bodduluri Saran A. M. Adityaja Saurabh J. Shigwan Nitin Kumar 31 1 0 09 May 2024
DiskGNN: Bridging I/O Efficiency and Model Accuracy for Out-of-Core GNN Training Renjie Liu Yichuan Wang Xiao Yan Zhenkun Cai Minjie Wang Haitian Jiang Bo Tang Jinyang Li GNN 47 2 0 08 May 2024
Subgraph2vec: A random walk-based algorithm for embedding knowledge graphs Elika Bozorgi Saber Soleymani S. Alqaaidi H. Arabnia Krzysztof J. Kochut 26 4 0 03 May 2024
Hypergraph-based Multi-View Action Recognition using Event Cameras Yue Gao Jiaxuan Lu Siqi Li Yipeng Li Shaoyi Du 63 12 0 28 Mar 2024
Provable Filter for Real-world Graph Clustering Xuanting Xie Erlin Pan Zhao Kang Wenyu Chen Bingheng Li GNN 44 2 0 06 Mar 2024
Learning Invariant Representations of Graph Neural Networks via Cluster Generalization Donglin Xia Xiao Wang Nian Liu Chuan Shi 45 10 0 06 Mar 2024
Boosting Graph Pooling with Persistent Homology Chaolong Ying Xinjian Zhao Tianshu Yu GNN AI4CE 44 4 0 26 Feb 2024
Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph Clustering Siamak Ghodsi Seyed Amjad Seyedi Eirini Ntoutsi 32 6 0 16 Feb 2024
Unsupervised Optimisation of GNNs for Node Clustering Will Leeney Ryan McConville 37 0 0 12 Feb 2024
L2G2G: a Scalable Local-to-Global Network Embedding with Graph Autoencoders Ruikang Ouyang Andrew Elliott Stratis Limnios Mihai Cucuringu Gesine Reinert GNN 19 2 0 02 Feb 2024
Attention-based Dynamic Multilayer Graph Neural Networks for Loan Default Prediction Sahab Zandi Kamesh Korangi María Óskarsdóttir Christophe Mues Cristián Bravo 24 5 0 01 Feb 2024