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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
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 218 0 0 01 Jul 2025
Metapath-based Hyperbolic Contrastive Learning for Heterogeneous Graph Embedding Jongmin Park Seunghoon Han Won-Yong Shin Sungsu Lim 29 0 0 20 Jun 2025
SEP-GCN: Leveraging Similar Edge Pairs with Temporal and Spatial Contexts for Location-Based Recommender Systems Tan Loc Nguyen Tin T. Tran 26 0 0 19 Jun 2025
Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution Xiaohan Zheng Lanning Wei Yong Li Quanming Yao GNN 22 0 0 17 Jun 2025
MALM: A Multi-Information Adapter for Large Language Models to Mitigate Hallucination Ao Jia Haiming Wu Guohui Yao D. Song Songkun Ji Yazhou Zhang 26 0 0 14 Jun 2025
TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Qihai Zhang Xinyue Sheng Yuanfu Sun Qiaoyu Tan AAML 27 1 0 13 Jun 2025
Directed Acyclic Graph Convolutional Networks Samuel Rey Hamed Ajorlou Gonzalo Mateos GNN CML AI4CE 37 0 0 13 Jun 2025
Towards Multi-modal Graph Large Language Model Xin Wang Zeyang Zhang Linxin Xiao Haibo Chen Chendi Ge Wenwu Zhu 58 0 0 11 Jun 2025
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples) Siyi Sun David Selby Yunchuan Huang Sebastian Vollmer Seth Flaxman Anisoara Calinescu 57 0 0 10 Jun 2025
Residual Reweighted Conformal Prediction for Graph Neural Networks Zheng Zhang Jie Bao Zhixin Zhou Nicolo Colombo Lixin Cheng Rui Luo 48 1 0 09 Jun 2025
Graph-Based Physics-Guided Urban PM2.5 Air Quality Imputation with Constrained Monitoring Data Shangjie Du Hui Wei Dong Yoon Lee Zhizhang Hu Shijia Pan 38 1 0 07 Jun 2025
Model-Driven Graph Contrastive Learning Ali Azizpour Nicolas Zilberstein Santiago Segarra 73 0 0 06 Jun 2025
Deep Learning Reforms Image Matching: A Survey and Outlook Shihua Zhang Zizhuo Li Kaining Zhang Yifan Lu Yuxin Deng Linfeng Tang Xingyu Jiang Jiayi Ma 3DV 115 0 0 05 Jun 2025
UniPTMs: The First Unified Multi-type PTM Site Prediction Model via Master-Slave Architecture-Based Multi-Stage Fusion Strategy and Hierarchical Contrastive Loss Yiyu Lin Yan Wang You Zhou X. Ni J. Wu Sen Yang 40 0 0 05 Jun 2025
DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience Runxiang Wang Boxiao Wang Kai Li Yifan Zhang Jian Cheng 40 0 0 04 Jun 2025
Learning Binarized Representations with Pseudo-positive Sample Enhancement for Efficient Graph Collaborative Filtering Yankai Chen Yue Que Xinni Zhang Chen Ma Irwin King 75 0 0 03 Jun 2025
MLaGA: Multimodal Large Language and Graph Assistant Dongzhe Fan Yi Fang Jiajin Liu Djellel Difallah Qiaoyu Tan 63 1 0 03 Jun 2025
Combining social relations and interaction data in Recommender System with Graph Convolution Collaborative Filtering Tin T. Tran V. Snasel Loc Tan Nguyen 101 2 0 03 Jun 2025
MVAN: Multi-View Attention Networks for Fake News Detection on Social Media Shiwen Ni Jiawen Li Hung-Yu kao 75 62 0 02 Jun 2025
Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Sai Vamsi Alisetti Vikas Kalagi Sanjukta Krishnagopal AI4TS 40 0 0 01 Jun 2025
Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems Zherui Li Yan Mi Zhenhong Zhou Houcheng Jiang Guibin Zhang Kun Wang Junfeng Fang LLMAG 30 0 0 31 May 2025
Subgraph Gaussian Embedding Contrast for Self-Supervised Graph Representation Learning Shifeng Xie Aref Einizade Jhony H. Giraldo SSL 61 0 0 29 May 2025
Geometric Hyena Networks for Large-scale Equivariant Learning Artem Moskalev Mangal Prakash Junjie Xu Tianyu Cui Rui Liao Tommaso Mansi 49 1 0 28 May 2025
The quest for the GRAph Level autoEncoder (GRALE) Paul Krzakala Gabriel Melo Charlotte Laclau Florence dÁlché-Buc Rémi Flamary 53 0 0 28 May 2025
Pre-training for Recommendation Unlearning Guoxuan Chen Lianghao Xia Chao Huang MU OnRL 32 1 0 28 May 2025
Learnable Kernel Density Estimation for Graphs Xudong Wang Ziheng Sun Chris Ding Jicong Fan 59 0 0 27 May 2025
Identifying Super Spreaders in Multilayer Networks Michał Czuba Mateusz Stolarski Adam Piróg Piotr Bielak Piotr Bródka 35 0 0 27 May 2025
An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks Jinyan Wang Liu Yang Yuecen Wei Jiaxuan Si Chenhao Guo Qingyun Sun Xianxian Li Xingcheng Fu OOD AAML 38 1 0 26 May 2025
Graph Wave Networks Juwei Yue Haikuo Li Jiawei Sheng Yihan Guo Xinghua Zhang Chuan Zhou Tingwen Liu Li Guo 250 1 0 26 May 2025
Learning Optimal Multimodal Information Bottleneck Representations Qilong Wu Yiyang Shao Jun Wang Xiaobo Sun 43 0 0 26 May 2025
Meta Pruning via Graph Metanetworks : A Meta Learning Framework for Network Pruning Yewei Liu Xiyuan Wang Muhan Zhang DD GNN 67 0 0 24 May 2025
FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding Amit Agarwal Srikant Panda Kulbhushan Pachauri 69 4 0 22 May 2025
Graph Attention Network for Optimal User Association in Wireless Networks Javad Mirzaei Jeebak Mitra Gwenael Poitau 16 0 0 22 May 2025
Privacy-Aware Cyberterrorism Network Analysis using Graph Neural Networks and Federated Learning Anas Ali Mubashar Husain Peter Hans 24 0 0 22 May 2025
MetaSTH-Sleep: Towards Effective Few-Shot Sleep Stage Classification with Spatial-Temporal Hypergraph Enhanced Meta-Learning Jingyu Li Tiehua Zhang Jinze Wang Yi Zhang Yuhuan Li Yifan Zhao Zhishu Shen Jiannan Liu 92 0 0 22 May 2025
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation Derong Xu Pengyue Jia Xiaopeng Li Yingyi Zhang Maolin Wang ... Yichao Wang Huifeng Guo Ruiming Tang Enhong Chen Tong Xu RALM 84 0 0 22 May 2025
NeuBM: Mitigating Model Bias in Graph Neural Networks through Neutral Input Calibration Jiawei Gu Ziyue Qiao Xiao Luo 220 0 0 21 May 2025
SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps Jiawei Gu Ziyue Qiao Zechao Li 129 0 0 21 May 2025
Oral Imaging for Malocclusion Issues Assessments: OMNI Dataset, Deep Learning Baselines and Benchmarking Pujun Xue Junyi Ge Xiaotong Jiang Siyang Song Zijian Wu ... Weicheng Xie Linlin Shen Xiaoqin Zhou Xiaofeng Liu Min Gu 52 0 0 21 May 2025
Beyond Node Attention: Multi-Scale Harmonic Encoding for Feature-Wise Graph Message Passing Longlong Li Cunquan Qu Guanghui Wang 81 0 0 21 May 2025
Partition-wise Graph Filtering: A Unified Perspective Through the Lens of Graph Coarsening Guoming Li Jian Yang Yifan Chen 217 0 0 20 May 2025
Finding Maximum Independent Sets in Dynamic Graphs using Unsupervised Learning Devendra Parkar Anya Chaturvedi Andréa W. Richa Joshua J. Daymude 53 0 0 19 May 2025
Surrogate Modeling of 3D Rayleigh-Benard Convection with Equivariant Autoencoders Fynn Fromme Christine Allen-Blanchette Hans Harder Sebastian Peitz AI4CE SyDa 96 0 0 19 May 2025
Graph Neural Networks Based Anomalous RSSI Detection Blaž Bertalanič Matej Vnučec Carolina Fortuna AI4TS 181 0 0 19 May 2025
SenseFlow: A Physics-Informed and Self-Ensembling Iterative Framework for Power Flow Estimation Zhen Zhao Wenqi Huang Zicheng Wang Jiaxuan Hou Peng Li Lei Bai 72 1 0 18 May 2025
AH-UGC: Adaptive and Heterogeneous-Universal Graph Coarsening Mohit Kataria Shreyash Bhilwade Sandeep Kumar Jayadeva 68 0 0 18 May 2025
Understanding the Capabilities of Molecular Graph Neural Networks in Materials Science Through Multimodal Learning and Physical Context Encoding Can Polat Hasan Kurban Erchin Serpedin Mustafa Kurban AI4CE 63 1 0 17 May 2025
Relation-Aware Graph Foundation Model Jianxiang Yu Jiapeng Zhu Hao Qian Ziqi Liu Zhiqiang Zhang Xiang Li 99 0 0 17 May 2025
Lightweight Spatio-Temporal Attention Network with Graph Embedding and Rotational Position Encoding for Traffic Forecasting Xiao Wang Shun-Ren Yang AI4TS 51 0 0 17 May 2025
Finding Counterfactual Evidences for Node Classification Dazhuo Qiu Jinwen Chen Arijit Khan Yan Zhao Francesco Bonchi CML 85 0 0 16 May 2025