EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs

26 February 2019

Papers citing "EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs"

50 / 360 papers shown

Title
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 75 1 0 20 May 2025
MUST: Multi-Scale Structural-Temporal Link Prediction Model for UAV Ad Hoc Networks Cunlai Pu Fangrui Wu Rajput Ramiz Sharafat Guangzhao Dai Xiangbo Shu 19 0 0 14 May 2025
DyGSSM: Multi-view Dynamic Graph Embeddings with State Space Model Gradient Update Bizhan Alipour Pijan Serdar Bozdag 24 0 0 13 May 2025
Understanding GNNs and Homophily in Dynamic Node Classification Michael Ito Danai Koutra Jenna Wiens 87 1 0 29 Apr 2025
High-order Graph Neural Networks with Common Neighbor Awareness for Link Prediction Ling Wang Minglian Han AI4CE 23 0 0 26 Apr 2025
Learning Dynamic Graphs via Tensorized and Lightweight Graph Convolutional Networks Minglian Han 22 0 0 22 Apr 2025
Between Linear and Sinusoidal: Rethinking the Time Encoder in Dynamic Graph Learning Hsing-Huan Chung Shravan Chaudhari Xing Han Yoav Wald S. Saria Joydeep Ghosh AI4TS 36 0 0 10 Apr 2025
ASD Classification on Dynamic Brain Connectome using Temporal Random Walk with Transformer-based Dynamic Network Embedding Suchanuch Piriyasatit Chaohao Yuan Ercan Engin Kuruoglu 58 0 0 16 Mar 2025
TiGer: Self-Supervised Purification for Time-evolving Graphs Hyeonsoo Jo Jongha Lee Fanchen Bu Kijung Shin 41 0 0 10 Mar 2025
Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees Emma Ceccherini Ian Gallagher Andrew Jones Daniel J. Lawson 43 0 0 04 Mar 2025
A Survey of Link Prediction in Temporal Networks Jiafeng Xiong Ahmad Zareie Rizos Sakellariou AI4TS AI4CE 39 1 0 28 Feb 2025
Unlocking Multi-Modal Potentials for Dynamic Text-Attributed Graph Representation Yuanyuan Xu Wenjie Zhang Y. Zhang Xuemin Lin Xiwei Xu 61 0 0 27 Feb 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Y. Zhang AI4TS 39 0 0 23 Feb 2025
Recent Advances in Malware Detection: Graph Learning and Explainability Hossein Shokouhinejad Roozbeh Razavi-Far Hesamodin Mohammadian Mahdi Rabbani Samuel Ansong Griffin Higgins Ali Ghorbani AAML 73 2 0 14 Feb 2025
ScaDyG:A New Paradigm for Large-scale Dynamic Graph Learning Xiang Wu Xunkai Li Rong-Hua Li Kangfei Zhao Guoren Wang AI4TS AI4CE 54 0 0 27 Jan 2025
Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks Junliang Luo Xue Liu 29 0 0 21 Jan 2025
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic Graphs He Yu J. Liu 31 0 0 21 Jan 2025
DPCL-Diff: The Temporal Knowledge Graph Reasoning Based on Graph Node Diffusion Model with Dual-Domain Periodic Contrastive Learning Yukun Cao Lisheng Wang Luobing Huang DiffM 47 0 0 20 Jan 2025
Hypergraph-Based Dynamic Graph Node Classification Xiaoxu Ma Chen Zhao Minglai Shao Yujie Lin 44 0 0 31 Dec 2024
Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours Yuxin Yang Hongkuan Zhou R. Kannan Viktor Prasanna 36 0 0 31 Dec 2024
CLDG: Contrastive Learning on Dynamic Graphs Yiming Xu Bin Shi Teng Ma Bo Dong Haoyi Zhou Qinghua Zheng 109 15 0 19 Dec 2024
Practicable Black-box Evasion Attacks on Link Prediction in Dynamic Graphs -- A Graph Sequential Embedding Method Jiate Li Meng Pang Binghui Wang AAML 69 1 0 17 Dec 2024
A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers Ashish Parmanand Pandey Alan John Varghese Sarang Patil Mengjia Xu Mamba 120 0 0 15 Dec 2024
A Decade of Deep Learning: A Survey on The Magnificent Seven Dilshod Azizov Muhammad Arslan Manzoor Velibor Bojkovic Yingxu Wang Z. Wang ... Liang Li Siwei Liu Yu Zhong Wei Liu Shangsong Liang OOD AI4TS MedIm 120 0 0 13 Dec 2024
Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks Junwei Su Shan Wu 74 0 0 10 Dec 2024
Dynamic Graph Representation with Contrastive Learning for Financial Market Prediction: Integrating Temporal Evolution and Static Relations Yunhua Pei Jin Zheng John Cartlidge AIFin 62 1 0 05 Dec 2024
TGTOD: A Global Temporal Graph Transformer for Outlier Detection at Scale Kay Liu Jiahao Ding MohamadAli Torkamani Philip S. Yu 81 1 0 01 Dec 2024
IMPaCT GNN: Imposing invariance with Message Passing in Chronological split Temporal Graphs Sejun Park Joo Young Park Hyunwoo Park AI4CE OOD 36 0 0 17 Nov 2024
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng R. Li Jundong Li Kaize Ding OOD 47 2 0 25 Oct 2024
TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version Duc Kieu Tung Kieu Peng Han Bin Yang Christian S. Jensen Bac Le AI4TS 24 1 0 24 Oct 2024
Efficiently Scanning and Resampling Spatio-Temporal Tasks with Irregular Observations Bryce Ferenczi Michael G. Burke Tom Drummond 31 0 0 11 Oct 2024
Extreme Value Modelling of Feature Residuals for Anomaly Detection in Dynamic Graphs Sevvandi Kandanaarachchi Conrad Sanderson Rob J. Hyndman 27 0 0 08 Oct 2024
Improving Temporal Link Prediction via Temporal Walk Matrix Projection Xiaodong Lu Leilei Sun T. Zhu Weifeng Lv AI4TS 26 1 0 05 Oct 2024
Towards Dynamic Graph Neural Networks with Provably High-Order Expressive Power Zhe Wang Tianjian Zhao Zhen Zhang Jiawei Chen Sheng Zhou Yan Feng Chun Chen Can Wang 39 1 0 02 Oct 2024
Recovering Time-Varying Networks From Single-Cell Data Euxhen Hasanaj Barnabás Póczos Ziv Bar-Joseph AI4CE 19 0 0 01 Oct 2024
Supra-Laplacian Encoding for Transformer on Dynamic Graphs Yannis Karmim Marc Lafon Raphael Fournier SÑiehotta Nicolas Thome 30 0 0 26 Sep 2024
Inductive Spatial Temporal Prediction Under Data Drift with Informative Graph Neural Network Jialun Zheng Divya Saxena Jiannong Cao Hanchen Yang Penghui Ruan AI4TS 19 0 0 20 Sep 2024
Informative Subgraphs Aware Masked Auto-Encoder in Dynamic Graphs Pengfe Jiao Xinxun Zhang Mengzhou Gao Tianpeng Li Zhidong Zhao AI4CE 26 0 0 14 Sep 2024
TempoKGAT: A Novel Graph Attention Network Approach for Temporal Graph Analysis Lena Sasal Daniel Busby Abdenour Hadid 32 1 0 29 Aug 2024
TG-PhyNN: An Enhanced Physically-Aware Graph Neural Network framework for forecasting Spatio-Temporal Data Zakaria Elabid Lena Sasal Daniel Busby Abdenour Hadid AI4CE 33 1 0 29 Aug 2024
Retrieval Augmented Generation for Dynamic Graph Modeling Yuxia Wu Lizi Liao Yuan Fang 51 3 0 26 Aug 2024
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Amirhossein Nouranizadeh Fatemeh Tabatabaei Far Mohammad Rahmati AI4TS 32 1 0 22 Aug 2024
Dynamic Neural Dowker Network: Approximating Persistent Homology in Dynamic Directed Graphs Hao Li Hao Jiang Jiajun Fan Dongsheng Ye Liang Du 19 2 0 17 Aug 2024
DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs Dongyuan Li Shiyin Tan Ying Zhang Ming Jin Shirui Pan Manabu Okumura Renhe Jiang Mamba 34 3 0 13 Aug 2024
A Novel Spatiotemporal Coupling Graph Convolutional Network Fanghui Bi 35 0 0 09 Aug 2024
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models Zifeng Ding Yifeng Li Yuan He Antonio Norelli Jingcheng Wu Volker Tresp Yunpu Ma Michael Bronstein Mamba 51 3 0 08 Aug 2024
A Differential Smoothness-based Compact-Dynamic Graph Convolutional Network for Spatiotemporal Signal Recovery Pengcheng Gao Zicheng Gao Ye Yuan 17 0 0 06 Aug 2024
Spatial-temporal Graph Convolutional Networks with Diversified Transformation for Dynamic Graph Representation Learning Ling Wang Yixiang Huang Hao Wu 27 0 0 05 Aug 2024
Graph Memory Learning: Imitating Lifelong Remembering and Forgetting of Brain Networks Jiaxing Miao Liang Hu Qi Zhang LongBing Cao CLL 48 0 0 27 Jul 2024
DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning Xi Chen Yun Xiong Siwei Zhang Jiawei Zhang Yao Zhang Shiyang Zhou Xixi Wu Mingyang Zhang Tengfei Liu Weiqiang Wang AI4CE 33 1 0 26 Jul 2024