Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning

7 August 2019

Papers citing "Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning"

50 / 89 papers shown

Title
RDSA: A Robust Deep Graph Clustering Framework via Dual Soft Assignment Yang Xiang Li Fan Tulika Saha Xiaoying Pang Yushan Pan Haiyang Zhang Chengtao Ji 43 0 0 28 Jan 2025
Enhancing Graph Self-Supervised Learning with Graph Interplay Xinjian Zhao Wei Pang Xiangru Jian Yaoyao Xu Chaolong Ying Tianshu Yu 49 0 0 17 Jan 2025
GeoAI-Enhanced Community Detection on Spatial Networks with Graph Deep Learning Yunlei Liang Jiawei Zhu Wen-Gui Ye Song Gao GNN 66 3 0 23 Nov 2024
Scalable Deep Metric Learning on Attributed Graphs Xiang Li G. Agrawal R. Jin R. Ramnath 69 0 0 20 Nov 2024
Graph Masked Autoencoder for Spatio-Temporal Graph Learning Qianru Zhang Haixin Wang S. Yiu Hongzhi Yin AI4TS 23 1 0 14 Oct 2024
Modularity aided consistent attributed graph clustering via coarsening Samarth Bhatia Yukti Makhija Manoj Kumar Sandeep Kumar 22 0 0 09 Jul 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 24 9 0 20 Jun 2024
HeNCler: Node Clustering in Heterophilous Graphs through Learned Asymmetric Similarity Sonny Achten F. Tonin V. Cevher Johan A. K. Suykens 51 0 0 27 May 2024
Exploring Correlations of Self-Supervised Tasks for Graphs Taoran Fang Wei Zhou Yifei Sun Kaiqiao Han Lvbin Ma Yang Yang 35 7 0 07 May 2024
Exploring Task Unification in Graph Representation Learning via Generative Approach Yulan Hu Ouyang Sheng Zhirui Yang Ge Chen Junchen Wan Xiao Wang Yong Liu 21 2 0 21 Mar 2024
Provable Filter for Real-world Graph Clustering Xuanting Xie Erlin Pan Zhao Kang Wenyu Chen Bingheng Li GNN 39 2 0 06 Mar 2024
UGMAE: A Unified Framework for Graph Masked Autoencoders Yijun Tian Chuxu Zhang Ziyi Kou Zheyuan Liu Xiangliang Zhang Nitesh V. Chawla 21 1 0 12 Feb 2024
Sign Rank Limitations for Inner Product Graph Decoders Su Hyeong Lee Qingqi Zhang Risi Kondor 20 0 0 06 Feb 2024
A Contrastive Variational Graph Auto-Encoder for Node Clustering Nairouz Mrabah Mohamed Bouguessa Riadh Ksantini DRL 27 7 0 28 Dec 2023
DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization Aritra Bhowmick Mert Kosan Zexi Huang Ambuj K. Singh Sourav Medya 17 17 0 20 Dec 2023
Empowering Dual-Level Graph Self-Supervised Pretraining with Motif Discovery Pengwei Yan Kaisong Song Zhuoren Jiang Yangyang Kang Tianqianjin Lin Changlong Sun Xiaozhong Liu AI4CE 23 2 0 19 Dec 2023
Graph Prompt Learning: A Comprehensive Survey and Beyond Xiangguo Sun Jiawen Zhang Xixi Wu Hong Cheng Yun Xiong Jia Li 25 51 0 28 Nov 2023
VIGraph: Generative Self-supervised Learning for Class-Imbalanced Node Classification Yulan Hu Ouyang Sheng Zhirui Yang Yong Liu 31 0 0 02 Nov 2023
Generative and Contrastive Paradigms Are Complementary for Graph Self-Supervised Learning Yuxiang Wang Xiao Yan Chuang Hu Fangcheng Fu Wentao Zhang Hao Wang Shuo Shang Jiawei Jiang SSL 42 6 0 24 Oct 2023
MAGIC: Detecting Advanced Persistent Threats via Masked Graph Representation Learning Zian Jia Yun Xiong Yuhong Nan Yao Zhang Jinjing Zhao Mi Wen 21 16 0 15 Oct 2023
Leveraging World Model Disentanglement in Value-Based Multi-Agent Reinforcement Learning Zhizun Wang D. Meger DRL 17 1 0 08 Sep 2023
Motif-aware Attribute Masking for Molecular Graph Pre-training Eric Inae Gang Liu Meng-Long Jiang AI4CE 40 14 0 08 Sep 2023
Contrastive Learning for Non-Local Graphs with Multi-Resolution Structural Views Asif Khan Amos Storkey 24 1 0 19 Aug 2023
GiGaMAE: Generalizable Graph Masked Autoencoder via Collaborative Latent Space Reconstruction Yucheng Shi Yushun Dong Qiaoyu Tan Jundong Li Ninghao Liu 42 24 0 18 Aug 2023
A Graph Encoder-Decoder Network for Unsupervised Anomaly Detection Mahsa Mesgaran A. Ben Hamza 31 3 0 15 Aug 2023
Reinforcement Graph Clustering with Unknown Cluster Number Yue Liu K. Liang Jun-Xiong Xia Xihong Yang Sihang Zhou Meng Liu Xinwang Liu Stan Z. Li GNN 32 26 0 13 Aug 2023
MUSE: Multi-View Contrastive Learning for Heterophilic Graphs Mengyi Yuan Minjie Chen Xiangci Li SSL 26 8 0 29 Jul 2023
SkeletonMAE: Graph-based Masked Autoencoder for Skeleton Sequence Pre-training Hongfei Yan Y. Liu Yushen Wei Z. Li Guanbin Li Liang Lin 23 40 0 17 Jul 2023
CARL-G: Clustering-Accelerated Representation Learning on Graphs William Shiao Uday Singh Saini Yozen Liu Tong Zhao Neil Shah Evangelos E. Papalexakis SSL OOD 23 7 0 12 Jun 2023
GIMM: InfoMin-Max for Automated Graph Contrastive Learning Xin Xiong F. Shen Xiangyu Wang School of Materials Science 8 0 0 27 May 2023
Decouple Graph Neural Networks: Train Multiple Simple GNNs Simultaneously Instead of One Hongyuan Zhang Yanan Zhu Xuelong Li 19 9 0 20 Apr 2023
GraphMAE2: A Decoding-Enhanced Masked Self-Supervised Graph Learner Zhenyu Hou Yufei He Yukuo Cen Xiao Liu Yuxiao Dong Evgeny Kharlamov Jie Tang SSL 24 104 0 10 Apr 2023
Graph Mixture of Experts: Learning on Large-Scale Graphs with Explicit Diversity Modeling Haotao Wang Ziyu Jiang Yuning You Yan Han Gaowen Liu Jayanth Srinivasa Ramana Rao Kompella Zhangyang Wang 21 28 0 06 Apr 2023
SeeGera: Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking Xiang Li Tiandi Ye Caihua Shan Dongsheng Li Ming Gao SSL 34 30 0 29 Jan 2023
HAT-GAE: Self-Supervised Graph Auto-encoders with Hierarchical Adaptive Masking and Trainable Corruption Chengyu Sun SSL 24 1 0 28 Jan 2023
Handling Missing Data via Max-Entropy Regularized Graph Autoencoder Zi-Chao Gao Yifan Niu Jiashun Cheng Jianheng Tang Tingyang Xu P. Zhao Lanqing Li Fugee Tsung Jia Li 17 12 0 30 Nov 2022
A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource Yue Liu Jun-Xiong Xia Sihang Zhou Xihong Yang K. Liang Chenchen Fan Zhuang Yan Stan Z. Li Xinwang Liu Kunlun He OOD 21 19 0 23 Nov 2022
New Frontiers in Graph Autoencoders: Joint Community Detection and Link Prediction Guillaume Salha-Galvan J. Lutzeyer George Dasoulas Romain Hennequin Michalis Vazirgiannis 23 2 0 16 Nov 2022
Graph Contrastive Learning with Implicit Augmentations Huidong Liang Xingjian Du Bilei Zhu Zejun Ma Ke Chen Junbin Gao 16 29 0 07 Nov 2022
HCL: Improving Graph Representation with Hierarchical Contrastive Learning Jun Wang Weixun Li Changyu Hou Xin Tang Yixuan Qiao Rui Fang Pengyong Li Peng Gao Guowang Xie 30 1 0 21 Oct 2022
Unsupervised Multimodal Change Detection Based on Structural Relationship Graph Representation Learning Hongruixuan Chen Naoto Yokoya Chen Wu Bo Du 54 51 0 03 Oct 2022
Graph Representation Learning for Energy Demand Data: Application to Joint Energy System Planning under Emissions Constraints Aron Brenner Rahman Khorramfar D. Mallapragada Saurabh Amin 11 3 0 24 Sep 2022
Heterogeneous Graph Masked Autoencoders Yijun Tian Kaiwen Dong Chunhui Zhang Chuxu Zhang Nitesh V. Chawla 22 74 0 21 Aug 2022
Wiener Graph Deconvolutional Network Improves Graph Self-Supervised Learning Jiashun Cheng Man Li Jia Li Fugee Tsung SSL 31 14 0 26 Jun 2022
NAFS: A Simple yet Tough-to-beat Baseline for Graph Representation Learning Wentao Zhang Zeang Sheng Mingyu Yang Yang Li Yu Shen Zhi-Xin Yang Bin Cui AAML 18 16 0 17 Jun 2022
NCAGC: A Neighborhood Contrast Framework for Attributed Graph Clustering Tong Wang Guanyu Yang Qijia He Zhenquan Zhang Junhua Wu 6 4 0 16 Jun 2022
GraphMAE: Self-Supervised Masked Graph Autoencoders Zhenyu Hou Xiao Liu Yukuo Cen Yuxiao Dong Hongxia Yang C. Wang Jie Tang SSL 45 545 0 22 May 2022
Simple Contrastive Graph Clustering Yue Liu Xihong Yang Sihang Zhou Xinwang Liu GNN 41 110 0 11 May 2022
Deep Graph Clustering via Mutual Information Maximization and Mixture Model Maedeh Ahmadi M. Safayani Abdolreza Mirzaei 14 4 0 10 May 2022
How to Find Your Friendly Neighborhood: Graph Attention Design with Self-Supervision Dongkwan Kim Alice H. Oh SSL GNN 23 255 0 11 Apr 2022