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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
Rethinking Message Passing Neural Networks with Diffusion Distance-guided Stress Majorization Haoran Zheng Renchi Yang Yubo Zhou Jianliang Xu 56 0 0 25 Nov 2025
Resolving Node Identifiability in Graph Neural Processes via Laplacian Spectral Encodings Zimo Yan Zheng Xie Chang-rui Liu Y. X. R. Wang 47 0 0 24 Nov 2025
Robust and Generalizable GNN Fine-Tuning via Uncertainty-aware Adapter Learning Bo Jiang Weijun Zhao Beibei Wang Xiao Wang Jin Tang AAML 115 0 0 24 Nov 2025
CubeletWorld: A New Abstraction for Scalable 3D Modeling Azlaan Mustafa Samad Hoang H. Nguyen Lukas Berg Henrik Müller Yuan Xue Daniel Kudenko Zahra Ahmadi 24 0 0 21 Nov 2025
R2PS: Worst-Case Robust Real-Time Pursuit Strategies under Partial Observability Runyu Lu Ruochuan Shi Yuanheng Zhu Dongbin Zhao 136 0 0 21 Nov 2025
Gauge-Equivariant Graph Networks via Self-Interference Cancellation Yoonhyuk Choi Chong-Kwon Kim 108 0 0 20 Nov 2025
Neurocircuitry-Inspired Hierarchical Graph Causal Attention Networks for Explainable Depression Identification Weidao Chen Yuxiao Yang Yueming Wang 117 0 0 18 Nov 2025
MMD-Thinker: Adaptive Multi-Dimensional Thinking for Multimodal Misinformation DetectionMachine-mediated learning (ML), 2025 Junjie Wu Guohong Fu LRM 149 0 0 17 Nov 2025
GRAPHTEXTACK: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs Jiaji Ma Puja Trivedi Danai Koutra 48 0 0 16 Nov 2025
Beyond empirical models: Discovering new constitutive laws in solids with graph-based equation discovery Hao Xu Yuntian Chen Dongxiao Zhang 68 1 0 13 Nov 2025
Pixel-level Quality Assessment for Oriented Object Detection Yunhui Zhu Buliao Huang ObjD 379 0 0 11 Nov 2025
Dual-Kernel Graph Community Contrastive Learning Xiang Chen Kun Yue Wenjie Liu Zhenyu Zhang Liang Duan 37 0 0 11 Nov 2025
Enhancing Logical Expressiveness in Graph Neural Networks via Path-Neighbor Aggregation Han Yu Xiaojuan Zhao Aiping Li Kai Chen Ziniu Liu Zhichao Peng 208 0 0 11 Nov 2025
Generalizable Insights for Graph Transformers in Theory and Practice Timo Stoll Luis Muller Christopher Morris 85 0 0 11 Nov 2025
Correcting False Alarms from Unseen: Adapting Graph Anomaly Detectors at Test Time Junjun Pan Yixin Liu Chuan Zhou Fei Xiong Alan Wee-Chung Liew Shirui Pan 181 1 0 10 Nov 2025
Adaptive Graph Learning with Transformer for Multi-Reservoir Inflow Prediction Pengfei Hu Ming Fan Xiaoxue Han Chang Lu Wei Zhang Hyun Kang Yue Ning Dan Lu AI4TS AI4CE 216 0 0 10 Nov 2025
Reperio-rPPG: Relational Temporal Graph Neural Networks for Periodicity Learning in Remote Physiological Measurement Ba-Thinh Nguyen Thach-Ha Ngoc Pham Hoang-Long Duc Nguyen Thi-Duyen Ngo Thanh-Ha Le AI4TS 277 0 0 08 Nov 2025
Denoised Recommendation Model with Collaborative Signal Decoupling Zefeng Li Ning Yang 57 0 0 06 Nov 2025
DeNoise: Learning Robust Graph Representations for Unsupervised Graph-Level Anomaly Detection Qingfeng Chen Haojin Zeng Jingyi Jie Shichao Zhang Debo Cheng 124 0 0 06 Nov 2025
Predicting Microbial Interactions Using Graph Neural Networks Elham Gholamzadeh Kajal Singla Nico Scherf 37 0 0 03 Nov 2025
Penetrating the Hostile: Detecting DeFi Protocol Exploits through Cross-Contract AnalysisIEEE Transactions on Information Forensics and Security (TIFS), 2025 Xiaoqi Li Wenkai Li Zhiquan Liu Yuqing Zhang Yingjie Mao AAML 116 4 0 01 Nov 2025
Simple and Behavior-Driven Augmentation for Recommendation with Rich Collaborative Signals Doyun Choi Cheonwoo Lee Jaemin Yoo 131 0 0 01 Nov 2025
Multi-Modal Feature Fusion for Spatial Morphology Analysis of Traditional Villages via Hierarchical Graph Neural Networks Jiaxin Zhang Zehong Zhu Junye Deng Yunqin Li and Bowen Wang 52 0 0 31 Oct 2025
MDAS-GNN: Multi-Dimensional Spatiotemporal GNN with Spatial Diffusion for Urban Traffic Risk Forecasting Ziyuan Gao DiffM AI4CE 139 0 0 31 Oct 2025
A Survey of Heterogeneous Graph Neural Networks for Cybersecurity Anomaly Detection Laura Jiang Reza Ryan Qian Li Nasim Ferdosian 60 0 0 30 Oct 2025
Graph Network-based Structural Simulator: Graph Neural Networks for Structural Dynamics Alessandro Lucchetti Francesco Cadini Marco Giglio Luca Lomazzi AI4CE 92 0 0 29 Oct 2025
Topology-Aware Active Learning on Graphs Harris Hardiman-Mostow Jack Mauro Adrien Weihs Andrea L. Bertozzi 72 0 0 29 Oct 2025
Robust GNN Watermarking via Implicit Perception of Topological Invariants Jipeng Li Yannning Shen AAML 73 0 0 29 Oct 2025
Learning Fair Graph Representations with Multi-view Information Bottleneck Chuxun Liu Debo Cheng Qingfeng Chen Jiangzhang Gan Jiuyong Li Lin Liu 75 0 0 29 Oct 2025
Transformers Provably Learn Directed Acyclic Graphs via Kernel-Guided Mutual Information Yuan Cheng Yu Huang Zhe Xiong Yingbin Liang Vincent Tan 49 0 0 29 Oct 2025
Graph-Attentive MAPPO for Dynamic Retail Pricing Krishna Kumar Neelakanta Pillai Santha Kumari Amma 40 0 0 28 Oct 2025
HyperGraphX: Graph Transductive Learning with Hyperdimensional Computing and Message Passing Guojing Cong T. Potok Hamed Poursiami Maryam Parsa 72 1 0 28 Oct 2025
SHA-256 Infused Embedding-Driven Generative Modeling of High-Energy Molecules in Low-Data Regimes Siddharth Verma Alankar Alankar 106 0 0 28 Oct 2025
MIC-BEV: Multi-Infrastructure Camera Bird's-Eye-View Transformer with Relation-Aware Fusion for 3D Object Detection Yun Zhang Zhaoliang Zheng Johnson Liu Zhiyu Huang Zewei Zhou Zonglin Meng Tianhui Cai Jiaqi Ma 96 0 0 28 Oct 2025
Sound Logical Explanations for Mean Aggregation Graph Neural Networks Matthew Morris Ian Horrocks FAtt 144 0 0 27 Oct 2025
A Re-node Self-training Approach for Deep Graph-based Semi-supervised Classification on Multi-view Image DataInformation Fusion (Inf. Fusion), 2025 Jingjun Bi Fadi Dornaika 40 0 0 27 Oct 2025
Pedagogy-driven Evaluation of Generative AI-powered Intelligent Tutoring Systems Kaushal Kumar Maurya Ekaterina Kochmar ELM 112 0 0 26 Oct 2025
Dynamic Graph Neural Network for Data-Driven Physiologically Based Pharmacokinetic Modeling Su Liu Xin Hu Shurong Wen Jiaqi Liu Jiexi Xu Lanruo Wang 102 0 0 25 Oct 2025
Hierarchical Graph Networks for Accurate Weather Forecasting via Lightweight Training Thomas Bailie S. Karthik Mukkavilli V. Vetrova Yun Sing Koh AI4CE 135 0 0 25 Oct 2025
Adaptive Graph Mixture of Residual Experts: Unsupervised Learning on Diverse Graphs with Heterogeneous Specialization Yunlong Chu Minglai Shao Zengyi Wo Bing Hao Yuhang Liu Ruijie Wang Jianxin Li 87 0 0 24 Oct 2025
Parameter-Free Hypergraph Neural Network for Few-Shot Node Classification Chaewoon Bae Doyun Choi Jaehyun Lee Jaemin Yoo 68 0 0 24 Oct 2025
Understanding Network Behaviors through Natural Language Question-Answering Mingzhe Xing Chang Tian Jianan Zhang Lichen Pan Peipei Liu Zhaoteng Yan Yinliang Yue 41 0 0 24 Oct 2025
Pruning and Quantization Impact on Graph Neural Networks Khatoon Khedri Reza Rawassizadeh Qifu Wen M. Hosseinzadeh GNN 158 0 0 24 Oct 2025
Empowering Targeted Neighborhood Search via Hyper Tour for Large-Scale TSP Tongkai Lu Shuai Ma Chongyang Tao 124 0 0 23 Oct 2025
MolBridge: Atom-Level Joint Graph Refinement for Robust Drug-Drug Interaction Event Prediction Xuan Lin Aocheng Ding Tengfei Ma Hua Liang Zhe Quan 96 0 0 23 Oct 2025
Towards Unsupervised Open-Set Graph Domain Adaptation via Dual Reprogramming Zhen Zhang Bingsheng He OOD 136 0 0 21 Oct 2025
Image augmentation with invertible networks in interactive satellite image change detection Hichem Sahbi 141 0 0 21 Oct 2025
Graph4MM: Weaving Multimodal Learning with Structural Information Xuying Ning Dongqi Fu Tianxin Wei Wujiang Xu Jingrui He 60 4 0 19 Oct 2025
Toward General Digraph Contrastive Learning: A Dual Spatial Perspective Daohan Su Yang Zhang Xunkai Li Rong-Hua Li Guoren Wang 66 0 0 18 Oct 2025
Image Categorization and Search via a GAT Autoencoder and Representative Models Duygu Sap Martin Lotz Connor Mattinson 45 0 0 18 Oct 2025