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A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

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Title
Knowledge-aware Evolutionary Graph Neural Architecture Search Chao Wang Jiaxuan Zhao Lingling Li Licheng Jiao Fang Liu Xu Liu Steve Yang 157 4 0 26 Nov 2024
GraphSubDetector: Time Series Subsequence Anomaly Detection via Density-Aware Adaptive Graph Neural Network Weiqi Chen Zhiqiang Zhou Qingsong Wen Lin Sun AI4TS 159 0 0 26 Nov 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 320 1 0 23 Nov 2024
Point Cloud Denoising With Fine-Granularity Dynamic Graph Convolutional Networks Wenqiang Xu Wenrui Dai Duoduo Xue Ziyang Zheng Chenglin Li Junni Zou Hongkai Xiong 3DPC 121 0 0 21 Nov 2024
LightLLM: A Versatile Large Language Model for Predictive Light Sensing J. Hu Hong Jia Mahbub Hassan Lina Yao Brano Kusy Wen Hu 108 1 0 20 Nov 2024
Graph as a feature: improving node classification with non-neural graph-aware logistic regression Simon Delarue Thomas Bonald Tiphaine Viard 145 0 0 19 Nov 2024
Generative Spatio-temporal GraphNet for Transonic Wing Pressure Distribution Forecasting Gabriele Immordino Andrea Vaiuso A. Ronch Marcello Righi AI4CE 120 0 0 18 Nov 2024
Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Hongjun Wang Jiyuan Chen Lingyu Zhang Renhe Jiang Xuan Song AI4TS 184 1 0 18 Nov 2024
Partitioning Message Passing for Graph Fraud Detection Wei Zhuo Zemin Liu Bryan Hooi Bingsheng He Guang Tan Rizal Fathony Jia Chen 197 18 0 16 Nov 2024
Exploring Feature-based Knowledge Distillation for Recommender System: A Frequency Perspective Zhangchi Zhu Wei Zhang 164 0 0 16 Nov 2024
SAG-ViT: A Scale-Aware, High-Fidelity Patching Approach with Graph Attention for Vision Transformers Shravan Venkatraman Jaskaran Singh Walia J. Raheja ViT 210 0 0 14 Nov 2024
Accelerating Quasi-Static Time Series Simulations with Foundation Models Alban Puech François Mirallès Jonas Weiss Vincent Mai Alexandre Blondin Massé M. D. Montigny Thomas Brunschwiler Hendrik F. Hamann 63 0 0 13 Nov 2024
A survey on Graph Deep Representation Learning for Facial Expression Recognition Théo Gueuret Akrem Sellami Chaabane Djeraba 70 0 0 13 Nov 2024
Federated Graph Learning with Graphless Clients Xingbo Fu Song Wang Yushun Dong Binchi Zhang Chen Chen Jundong Li FedML 65 3 0 13 Nov 2024
Spatially Regularized Graph Attention Autoencoder Framework for Detecting Rainfall Extremes Mihir Agarwal Progyan Das Udit Bhatia 70 1 0 12 Nov 2024
No-Reference Point Cloud Quality Assessment via Graph Convolutional Network Wu Chen Qiuping Jiang Wei Zhou F. Shao Guangtao Zhai Weisi Lin 3DPC 76 1 0 12 Nov 2024
Variational Graph Contrastive Learning Shifeng Xie Jhony H. Giraldo 73 1 0 11 Nov 2024
HeteroSample: Meta-path Guided Sampling for Heterogeneous Graph Representation Learning Ao Liu Jing Chen Ruiying Du Yanwei Yue Yebo Feng Teng Li Jianfeng Ma 87 1 0 11 Nov 2024
Web Scale Graph Mining for Cyber Threat Intelligence Scott Freitas Amir Gharib 71 0 0 09 Nov 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary Zehong Wang Zheyuan Zhang Nitesh Chawla Chuxu Zhang Yanfang Ye 103 20 0 09 Nov 2024
GaGSL: Global-augmented Graph Structure Learning via Graph Information Bottleneck Shuangjie Li Jiangqing Song Baoming Zhang Gaoli Ruan Junyuan Xie Chongjun Wang 77 1 0 07 Nov 2024
Are Deep Learning Methods Suitable for Downscaling Global Climate Projections? Review and Intercomparison of Existing Models Jose González-Abad José Manuel Gutiérrez AI4Cl 74 0 0 06 Nov 2024
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach Hanyang Yuan Jiarong Xu Renhong Huang Mingli Song Chunping Wang Yang Yang AAML 106 1 0 06 Nov 2024
SurfGNN: A robust surface-based prediction model with interpretability for coactivation maps of spatial and cortical features Zhuoshuo Li Jiong Zhang Youbing Zeng Jiaying Lin Dan Zhang Jianjia Zhang Duan Xu H. Kim Bingguang Liu Mengting Liu 65 0 0 05 Nov 2024
Predicting the Temperature-Dependent CMC of Surfactant Mixtures with Graph Neural Networks Christoforos Brozos Jan G. Rittig Elie Akanny Sandip Bhattacharya Christina Kohlmann Alexander Mitsos 59 0 0 04 Nov 2024
A General Recipe for Contractive Graph Neural Networks -- Technical Report Maya Bechler-Speicher Moshe Eliasof 76 0 0 04 Nov 2024
Polar R-CNN: End-to-End Lane Detection with Fewer Anchors Shengqi Wang Junmin Liu Xiangyong Cao Zengjie Song Kai Sun 115 1 0 03 Nov 2024
SPARC: Spectral Architectures Tackling the Cold-Start Problem in Graph Learning Yahel Jacobs Reut Dayan Uri Shaham 239 0 0 03 Nov 2024
Quantum Rationale-Aware Graph Contrastive Learning for Jet Discrimination Md Abrar Jahin Md. Akmol Masud M. F. Mridha Nilanjan Dey Zeyar Aung 217 0 0 03 Nov 2024
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data Óscar Escudero-Arnanz C. Soguero-Ruíz Antonio G. Marques AI4TS 73 1 0 01 Nov 2024
An unified approach to link prediction in collaboration networks Juan Sosa Diego Martínez Nicolás Guerrero 56 0 0 01 Nov 2024
Graph Neural Networks for Financial Fraud Detection: A Review Dawei Cheng Yao Zou Sheng Xiang Changjun Jiang AI4TS 92 13 0 01 Nov 2024
Higher-order Cross-structural Embedding Model for Time Series Analysis Guancen Lin Cong Shen Aijing Lin AI4TS 56 0 0 30 Oct 2024
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs Aishwarya Sarkar Sayan Ghosh Nathan Tallent Ali Jannesari GNN 83 2 0 30 Oct 2024
Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting Zhiwei Zhang Shaojun E Fandong Meng Jie Zhou Wenjuan Han 73 1 0 30 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 127 0 0 29 Oct 2024
Graph Based Traffic Analysis and Delay Prediction Gabriele Borg Charlie Abela GNN 84 0 0 28 Oct 2024
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks Pau Ferrer-Cid Jose M. Barcelo-Ordinas J. García-Vidal 214 4 0 28 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 538 1 0 28 Oct 2024
ANOMIX: A Simple yet Effective Hard Negative Generation via Mixing for Graph Anomaly Detection Hwan Kim Junghoon Kim Sungsu Lim 54 0 0 27 Oct 2024
DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification Xiaoxue Han Huzefa Rangwala Yue Ning BDL OOD CML 80 0 0 27 Oct 2024
Neural Fields in Robotics: A Survey Muhammad Zubair Irshad Mauro Comi Yen-Chen Lin Nick Heppert Abhinav Valada Rares Andrei Ambrus Z. Kira Jonathan Tremblay AI4CE 132 6 0 26 Oct 2024
Spatial Shortcuts in Graph Neural Controlled Differential Equations Michael Detzel Gabriel Nobis Jackie Ma Wojciech Samek 64 0 0 25 Oct 2024
Sparse Decomposition of Graph Neural Networks Yaochen Hu Mai Zeng Ge Zhang Pavel Rumiantsev Liheng Ma Yingxue Zhang Mark Coates 209 0 0 25 Oct 2024
Anomaly Resilient Temporal QoS Prediction using Hypergraph Convoluted Transformer Network Suraj Kumar S. Chattopadhyay Chandranath Adak 31 0 0 23 Oct 2024
Dynamic graph neural networks for enhanced volatility prediction in financial markets Pulikandala Nithish Kumar Nneka Umeorah Alex Alochukwu 57 0 0 22 Oct 2024
Safe Load Balancing in Software-Defined-Networking L. Dinh Pham Tran Anh Quang Jérémie Leguay 71 0 0 22 Oct 2024
Can Large Language Models Act as Ensembler for Multi-GNNs? Hanqi Duan Yao Cheng Jianxiang Yu Xiang Li AI4CE 85 0 0 22 Oct 2024
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation Junyu Luo Yiyang Gu Xiao Luo Wei Ju Zhiping Xiao Yusheng Zhao Jingyang Yuan Ming Zhang 73 10 0 22 Oct 2024
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 80 3 0 22 Oct 2024