A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource

23 November 2022

Stan Z. Li

Papers citing "A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource"

42 / 42 papers shown

Title
THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings Bowen Deng Tong Wang Lele Fu Sheng Huang Chuan Chen Tao Zhang 134 1 0 17 Feb 2025
CARL-G: Clustering-Accelerated Representation Learning on Graphs William Shiao Uday Singh Saini Yozen Liu Tong Zhao Neil Shah Evangelos E. Papalexakis SSL OOD 67 7 0 12 Jun 2023
Multiple Kernel Clustering with Dual Noise Minimization Junpu Zhang Liang Li Siwei Wang Jiyuan Liu Yue Liu Xinwang Liu En Zhu 50 24 0 13 Jul 2022
Local Sample-weighted Multiple Kernel Clustering with Consensus Discriminative Graph Liangchi Li Siwei Wang Xinwang Liu En Zhu Li Shen KenLi Li Keqin Li 94 46 0 05 Jul 2022
Mixed Graph Contrastive Network for Semi-Supervised Node Classification Xihong Yang Yue Liu Sihang Zhou Xinwang Liu En Zhu Sihang Zhou Xinwang Liu En Zhu SSL 69 29 0 06 Jun 2022
Simple Contrastive Graph Clustering Yue Liu Xihong Yang Sihang Zhou Xinwang Liu GNN 66 116 0 11 May 2022
Unsupervised Network Embedding Beyond Homophily Zhiqiang Zhong Guadalupe Gonzalez Daniele Grattarola Jun Pang OODD GNN 63 6 0 21 Mar 2022
Improved Dual Correlation Reduction Network Yue Liu Sihang Zhou Xinwang Liu Wenxuan Tu Xihong Yang 45 22 0 25 Feb 2022
Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning Xihong Yang Xiaochang Hu Sihang Zhou Xinwang Liu En Zhu SSL 275 44 0 24 Feb 2022
Ada-NETS: Face Clustering via Adaptive Neighbour Discovery in the Structure Space Yaohua Wang Yaobin Zhang Fangyi Zhang Ming-Ching Lin Yuqi Zhang Senzhang Wang Xiuyu Sun CVBM 43 29 0 08 Feb 2022
Intent Contrastive Learning for Sequential Recommendation Yong-Guang Chen Zhiwei Liu Jia Li Julian McAuley Caiming Xiong 68 302 0 05 Feb 2022
Augmentation-Free Self-Supervised Learning on Graphs Namkyeong Lee Junseok Lee Chanyoung Park 98 206 0 05 Dec 2021
Multi-view Contrastive Graph Clustering Erlin Pan Zhao Kang 40 197 0 22 Oct 2021
Self-supervised Contrastive Attributed Graph Clustering Wei Xia Quanxue Gao Ming Yang Xinbo Gao SSL 100 30 0 15 Oct 2021
ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning Jun Xia Lirong Wu Ge Wang Jintao Chen Stan Z. Li 54 121 0 05 Oct 2021
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 53 172 0 02 Sep 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering Nairouz Mrabah Mohamed Bouguessa M. Touati Riadh Ksantini 64 63 0 19 Jul 2021
A Comprehensive Survey on Graph Anomaly Detection with Deep Learning Xiaoxiao Ma Hongzhi Zhang Shan Xue Jian Yang Chuan Zhou Quan Z. Sheng Hui Xiong Leman Akoglu GNN AI4TS 73 552 0 14 Jun 2021
A Comprehensive Survey on Community Detection with Deep Learning Xing Su Shan Xue Fanzhen Liu Hongzhi Zhang Jian Yang ... Cécile Paris Surya Nepal Di Jin Quan Z. Sheng Philip S. Yu GNN 49 332 0 26 May 2021
Self-supervised Heterogeneous Graph Neural Network with Co-contrastive Learning Xiao Wang Nian Liu Hui-jun Han C. Shi SSL 56 388 0 19 May 2021
Graph Contrastive Clustering Huasong Zhong Jianlong Wu Chong Chen Jianqiang Huang Minghua Deng Liqiang Nie Zhouchen Lin Xiansheng Hua 40 113 0 03 Apr 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Jure Zbontar Li Jing Ishan Misra Yann LeCun Stéphane Deny SSL 265 2,337 0 04 Mar 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 77 560 0 27 Feb 2021
Learning on Attribute-Missing Graphs Xu Chen Siheng Chen Jiangchao Yao Huangjie Zheng Ya Zhang Ivor W Tsang 81 94 0 03 Nov 2020
Dirichlet Graph Variational Autoencoder Jia Li Tomas Yu Jiajin Li Honglei Zhang Kangfei Zhao Yu Rong Hong Cheng Junzhou Huang BDL 41 52 0 09 Oct 2020
Adaptive Graph Encoder for Attributed Graph Embedding Ganqu Cui Jie Zhou Cheng Yang Zhiyuan Liu 118 221 0 03 Jul 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 323 6,770 0 13 Jun 2020
Contrastive Multi-View Representation Learning on Graphs Kaveh Hassani Amir Hosein Khas Ahmadi SSL 211 1,299 0 10 Jun 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 269 2,719 0 02 May 2020
Structural Deep Clustering Network Deyu Bo Xiao Wang C. Shi Meiqi Zhu Emiao Lu Peng Cui GNN 66 492 0 05 Feb 2020
Self-Supervised Learning by Cross-Modal Audio-Video Clustering Humam Alwassel D. Mahajan Bruno Korbar Lorenzo Torresani Guohao Li Du Tran SSL 85 430 0 28 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 149 12,050 0 13 Nov 2019
Evaluation Metrics for Unsupervised Learning Algorithms Julio-Omar Palacio-Niño Fernando Berzal Galiano 29 116 0 14 May 2019
Linkage Based Face Clustering via Graph Convolution Network Zhongdao Wang Liang Zheng Yali Li Shengjin Wang 3DH CVBM GNN 42 176 0 27 Mar 2019
CommunityGAN: Community Detection with Generative Adversarial Nets Yuting Jia Qinqin Zhang Weinan Zhang Xinbing Wang GNN GAN 49 116 0 20 Jan 2019
Clustering with Deep Learning: Taxonomy and New Methods Elie Aljalbout Vladimir Golkov Yawar Siddiqui Maximilian Strobel Daniel Cremers 54 241 0 23 Jan 2018
A Brief Survey of Deep Reinforcement Learning Kai Arulkumaran M. Deisenroth Miles Brundage Anil Anthony Bharath OffRL 106 2,805 0 19 Aug 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 442 15,179 0 07 Jun 2017
Towards Robust Deep Neural Networks with BANG Andras Rozsa Manuel Günther Terrance E. Boult AAML OOD 48 76 0 01 Dec 2016
Unsupervised Deep Embedding for Clustering Analysis Junyuan Xie Ross B. Girshick Ali Farhadi SSL 79 2,865 0 19 Nov 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 422 12,680 0 11 Dec 2014
A Tutorial on Spectral Clustering U. V. Luxburg 248 10,522 0 01 Nov 2007