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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
Halting Recurrent GNNs and the Graded $μ$ -Calculus Jeroen Bollen Jan Van den Bussche Stijn Vansummeren Jonni Virtema 59 0 0 16 May 2025
Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline Xvyuan Liu Xiangfei Qiu Xingjian Wu Zhengyu Li Chenjuan Guo Jiaxi Hu Bin Yang AI4TS 49 0 0 16 May 2025
Schreier-Coset Graph Propagation Aryan Mishra Lizhen Lin 117 0 0 15 May 2025
Negative Metric Learning for Graphs Yiyang Zhao Chengpei Wu Lilin Zhang Ning Yang 76 0 0 15 May 2025
Learning Kronecker-Structured Graphs from Smooth Signals Changhao Shi Zhengchao Wan 62 0 0 14 May 2025
GPML: Graph Processing for Machine Learning Majed Jaber Julien Michel Nicolas Boutry Pierre Parrend 92 0 0 13 May 2025
Next Word Suggestion using Graph Neural Network Abisha Thapa Magar Anup Shakya GNN 58 0 0 13 May 2025
Open Your Eyes: Vision Enhances Message Passing Neural Networks in Link Prediction Yanbin Wei Xuehao Wang Zhan Zhuang Yang Chen Shuhao Chen Yulong Zhang Yu Zhang James T. Kwok 85 1 0 13 May 2025
Deep Learning for On-Street Parking Violation Prediction Thien Nhan Vo 121 0 0 11 May 2025
Multi-Modal Molecular Representation Learning via Structure Awareness Rong Yin Ruyue Liu Xiaoshuai Hao Xingrui Zhou Yang Liu Can Ma Weiping Wang 119 0 0 09 May 2025
Learn to Think: Bootstrapping LLM Reasoning Capability Through Graph Representation Learning Hang Gao Chenhao Zhang Tie Wang Junsuo Zhao Fengge Wu Changwen Zheng Huaping Liu LRM 216 0 0 09 May 2025
Hypergraph Neural Sheaf Diffusion: A Symmetric Simplicial Set Framework for Higher-Order Learning Seongjin Choi Gahee Kim Yong-Geun Oh 58 0 0 09 May 2025
Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition Xiaozhou Ye Kevin I-Kai Wang 60 0 0 08 May 2025
GraphComp: Extreme Error-bounded Compression of Scientific Data via Temporal Graph Autoencoders Guozhong Li Muhannad Alhumaidi Spiros Skiadopoulos Ibrahim Hoteit Panos Kalnis AI4CE 76 0 0 08 May 2025
Rethinking Federated Graph Learning: A Data Condensation Perspective Hao Zhang Miao Hu Yinlin Zhu Lianglin Hu FedML DD AI4CE 105 0 0 05 May 2025
Multi-Hierarchical Fine-Grained Feature Mapping Driven by Feature Contribution for Molecular Odor Prediction Hong Xin Xie Jian De Sun Fan Fu Xue Zi Fei Han S. Feng Qi Chen 121 0 0 01 May 2025
Scalable Multi-Task Learning for Particle Collision Event Reconstruction with Heterogeneous Graph Neural Networks William Sutcliffe Marta Calvi Simone Capelli Jonas Eschle J. G. Pardiñas Abhijit Mathad Azusa Uzuki N. Serra 72 0 0 30 Apr 2025
Quantifying the Noise of Structural Perturbations on Graph Adversarial Attacks Junyuan Fang Han Yang Haixian Wen Jiajing Wu Zibin Zheng Chi K. Tse AAML 114 0 0 29 Apr 2025
Evaluating Effects of Augmented SELFIES for Molecular Understanding Using QK-LSTM Collin Beaudoin Swaroop Ghosh 128 0 0 29 Apr 2025
FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs Zihan Chen Xingbo Fu Yushun Dong Jundong Li Cong Shen FedML 322 0 0 29 Apr 2025
High-order Graph Neural Networks with Common Neighbor Awareness for Link Prediction Ling Wang Minglian Han AI4CE 99 0 0 26 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 249 2 0 23 Apr 2025
Benchmarking machine learning models for predicting aerofoil performance Oliver Summerell Gerardo Aragon-Camarasa Stephanie Ordonez Sanchez 60 0 0 22 Apr 2025
Rhythm of Opinion: A Hawkes-Graph Framework for Dynamic Propagation Analysis Yulong Li Zhixiang Lu Feilong Tang Simin Lai Ming Hu ... Haochen Xue Zhaodong Wu Imran Razzak Qingxia Li Jionglong Su 61 0 0 21 Apr 2025
FedC4: Graph Condensation Meets Client-Client Collaboration for Efficient and Private Federated Graph Learning Zekai Chen Miao Hu Yinlin Zhu Rong-Hua Li Guoren Wang FedML 91 0 0 19 Apr 2025
EG-Gaussian: Epipolar Geometry and Graph Network Enhanced 3D Gaussian Splatting Beizhen Zhao Yifan Zhou Zijian Wang Hao Wang 3DGS 78 0 0 18 Apr 2025
Network Alignment Ruiming Tang Ziyun Yong Shuyu Jiang Xingshu Chen Yang Liu Yuanxing Zhang Gui-Quan Sun Wei Wang 85 1 0 15 Apr 2025
Trajectory Encoding Temporal Graph Networks Jiafeng Xiong Rizos Sakellariou AI4CE 96 0 0 15 Apr 2025
Weight-of-Thought Reasoning: Exploring Neural Network Weights for Enhanced LLM Reasoning Saif Punjwani Larry Heck LRM 93 0 0 14 Apr 2025
Ensemble-Enhanced Graph Autoencoder with GAT and Transformer-Based Encoders for Robust Fault Diagnosis Moirangthem Tiken Singh AI4CE 62 1 0 13 Apr 2025
DMol: A Schedule-Driven Diffusion Model for Highly Efficient and Versatile Molecule Generation Peizhi Niu Yu-Hsiang Wang Vishal Rana Chetan Rupakheti Abhishek Pandey O. Milenkovic 227 0 0 08 Apr 2025
Deep spatio-temporal point processes: Advances and new directions Xiuyuan Cheng Zheng Dong Yao Xie AI4TS 78 0 0 08 Apr 2025
Decentralizing AI Memory: SHIMI, a Semantic Hierarchical Memory Index for Scalable Agent Reasoning Tooraj Helmi 57 0 0 08 Apr 2025
Sparsity-Aware Communication for Distributed Graph Neural Network Training Ujjaini Mukhodopadhyay Alok Tripathy Oguz Selvitopi Katherine Yelick A. Buluç 160 1 0 07 Apr 2025
Unifying Physics- and Data-Driven Modeling via Novel Causal Spatiotemporal Graph Neural Network for Interpretable Epidemic Forecasting Shuai Han Lukas Stelz Thomas R. Sokolowski K. Zhou H. Stocker 94 0 0 07 Apr 2025
SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks Kleanthis Malialis S. Filippou C. Panayiotou Marios M. Polycarpou AI4TS 63 0 0 06 Apr 2025
DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning Xiao-Hui Li Fei Yin Cheng-Lin Liu 87 1 0 05 Apr 2025
Structured Knowledge Accumulation: The Principle of Entropic Least Action in Forward-Only Neural Learning Bouarfa Mahi Quantiota 89 0 0 04 Apr 2025
Detecting and Mitigating Bias in LLMs through Knowledge Graph-Augmented Training Rajeev Kumar Harishankar Kumar Kumari Shalini 124 2 0 01 Apr 2025
MolGround: A Benchmark for Molecular Grounding Jiaxin Wu Ting Zhang Rubing Chen Wengyu Zhang Chen Jason Zhang Xiaoyong Wei Li Qing 261 1 0 31 Mar 2025
Traffic Engineering in Large-scale Networks with Generalizable Graph Neural Networks Fangtong Zhou Xiaorui Liu Ruozhou Yu G. Xue GNN 93 0 0 31 Mar 2025
CoMatch: Dynamic Covisibility-Aware Transformer for Bilateral Subpixel-Level Semi-Dense Image Matching Zizhuo Li Yifan Lu Linfeng Tang Shanghang Zhang Jiayi Ma 114 1 0 31 Mar 2025
AuditVotes: A Framework Towards More Deployable Certified Robustness for Graph Neural Networks Y. Lai Yulin Zhu Yizhou Sun Yongpeng Wu Bin Xiao Gaolei Li Jianhua Li Kai Zhou AAML 123 0 0 29 Mar 2025
Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Ziqiang Liu Xiaoda Wang Bohan Wang Zijie Huang Carl Yang Wei Jin AI4TS AI4CE 526 1 0 29 Mar 2025
FRASE: Structured Representations for Generalizable SPARQL Query Generation Papa Abdou Karim Karou Diallo Payel Das 79 0 0 28 Mar 2025
Improvement Graph Convolution Collaborative Filtering with Weighted addition input Tin T. Tran V. Snasel GNN 159 3 0 27 Mar 2025
A Local Perspective-based Model for Overlapping Community Detection Gaofeng Zhou Rui-Feng Wang Kangning Cui 68 2 0 27 Mar 2025
Unveiling Latent Information in Transaction Hashes: Hypergraph Learning for Ethereum Ponzi Scheme Detection Junhao Wu Yixin Yang Chengxiang Jin Silu Mu Xiaolei Qian Jiajun Zhou Shanqing Yu Qi Xuan 72 1 0 27 Mar 2025
PowerGNN: A Topology-Aware Graph Neural Network for Electricity Grids Dhruv Suri Mohak Mangal AI4TS 83 0 0 26 Mar 2025
Causal invariant geographic network representations with feature and structural distribution shifts Yuhan Wang Silu He Qinyao Luo Hongyuan Yuan Ling Zhao Jiawei Zhu Haifeng Li OOD 123 1 0 25 Mar 2025