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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
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 80 3 0 22 Oct 2024
Focus Where It Matters: Graph Selective State Focused Attention Networks Shikhar Vashistha Neetesh Kumar 64 0 0 21 Oct 2024
Taming the Long Tail in Human Mobility Prediction Xiaohang Xu Renhe Jiang Chuang Yang Z. Fan Kaoru Sezaki 182 3 0 19 Oct 2024
LangGFM: A Large Language Model Alone Can be a Powerful Graph Foundation Model Tianqianjin Lin Pengwei Yan Kaisong Song Zhuoren Jiang Yangyang Kang Jun Lin Weikang Yuan Junjie Cao Changlong Sun Wei Lu AI4CE 77 3 0 19 Oct 2024
Learning to Control the Smoothness of Graph Convolutional Network Features Shih-Hsin Wang Justin Baker Cory Hauck Bao Wang 72 0 0 18 Oct 2024
Assistive AI for Augmenting Human Decision-making Natabara Máté Gyöngyössy Bernát Török Csilla Farkas Laura Lucaj Attila Menyhárd Krisztina Menyhárd-Balázs András Simonyi Patrick van der Smagt Zsolt Ződi András Lőrincz 70 0 0 18 Oct 2024
Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood Prompts Chaoxi Niu Hezhe Qiao Changlu Chen Ling-Hao Chen Guansong Pang 102 2 0 18 Oct 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series Giangiacomo Mercatali André Freitas Jie Chen BDL CML AI4TS 128 4 0 17 Oct 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning Guibin Zhang Haonan Dong Yuchen Zhang Zhixun Li Dingshuo Chen Kai Wang Tianlong Chen Yuxuan Liang Dawei Cheng Kun Wang 118 4 0 17 Oct 2024
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models Linhao Luo Zicheng Zhao Chen Gong Gholamreza Haffari Chen Gong Shirui Pan LRM RALM 202 8 0 16 Oct 2024
Backdoor Attack on Vertical Federated Graph Neural Network Learning Jirui Yang Peng Chen Zhihui Lu Ruijun Deng Qiang Duan Jianping Zeng AAML FedML 485 0 0 15 Oct 2024
Towards Stable, Globally Expressive Graph Representations with Laplacian Eigenvectors Junru Zhou Cai Zhou Xiyuan Wang Pan Li Muhan Zhang 128 1 0 13 Oct 2024
Scalable Weibull Graph Attention Autoencoder for Modeling Document Networks Changbo Wang Xinyang Liu Dongsheng Wang Hao Zhang Bo Chen Mingyuan Zhou BDL 79 0 0 13 Oct 2024
Control the GNN: Utilizing Neural Controller with Lyapunov Stability for Test-Time Feature Reconstruction Jielong Yang Rui Ding Feng Ji Hongbin Wang Linbo Xie 156 0 0 13 Oct 2024
Text Classification using Graph Convolutional Networks: A Comprehensive Survey Syed Mustafa Haider Rizvi Ramsha Imran Arif Mahmood GNN OOD FaML 56 2 0 12 Oct 2024
Predicting Drug Effects from High-Dimensional, Asymmetric Drug Datasets by Using Graph Neural Networks: A Comprehensive Analysis of Multitarget Drug Effect Prediction A. Bose Guojing Cong 51 0 0 11 Oct 2024
Deeper Insights into Deep Graph Convolutional Networks: Stability and Generalization Guangrui Yang Ming Li Han Feng Xiaosheng Zhuang GNN OOD BDL 75 2 0 11 Oct 2024
Identifying Money Laundering Subgraphs on the Blockchain Kiwhan Song Mohamed Ali Dhraief Muhua Xu Locke Cai Xuhao Chen Arvind Jie Chen 73 0 0 10 Oct 2024
KnowGraph: Knowledge-Enabled Anomaly Detection via Logical Reasoning on Graph Data Andy Zhou Xiaojun Xu Ramesh Raghunathan Alok Lal Xinze Guan Bin Yu Bo Li 56 1 0 10 Oct 2024
Impact of Missing Values in Machine Learning: A Comprehensive Analysis Abu Fuad Ahmad Md Shohel Sayeed Khaznah Alshammari Istiaque Ahmed 49 1 0 10 Oct 2024
Federated Graph Learning for Cross-Domain Recommendation Ziqi Yang Zhaopeng Peng Zihui Wang Jianzhong Qi Chaochao Chen Weike Pan Chenglu Wen Cheng-Yu Wang Xiaoliang Fan FedML 97 2 0 10 Oct 2024
InstructG2I: Synthesizing Images from Multimodal Attributed Graphs Bowen Jin Ziqi Pang Bingjun Guo Yu-Xiong Wang Jiaxuan You Jiawei Han DiffM 94 2 0 09 Oct 2024
Collusion Detection with Graph Neural Networks Lucas Gomes Jannis Kueck Mara Mattes Martin Spindler Alexey Zaytsev 106 0 0 09 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention Siyuan Huang Yunchong Song Jiayue Zhou Zhouhan Lin 65 1 0 09 Oct 2024
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on Unstructured Meshes Kevin Ferguson Yu-hsuan Chen Yiming Chen Andrew Gillman James Hardin Levent Burak Kara AI4CE 79 2 0 08 Oct 2024
Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning Lequan Lin Dai Shi Andi Han Zhiyong Wang Junbin Gao 106 0 0 08 Oct 2024
Scalar Field Prediction on Meshes Using Interpolated Multi-Resolution Convolutional Neural Networks Kevin Ferguson Andrew Gillman James Hardin Levent Burak Kara AI4CE 62 1 0 07 Oct 2024
Defense-as-a-Service: Black-box Shielding against Backdoored Graph Models Xiao Yang Kai Zhou Y. Lai Gaolei Li AAML 51 0 0 07 Oct 2024
Unveiling the Impact of Local Homophily on GNN Fairness: In-Depth Analysis and New Benchmarks Donald Loveland Danai Koutra 149 2 0 05 Oct 2024
Comparative Analysis of Multi-Omics Integration Using Advanced Graph Neural Networks for Cancer Classification F. Alharbi Aleksandar Vakanski Boyu Zhang Murtada K. Elbashir Mohanad Mohammed 83 1 0 05 Oct 2024
GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction Shijin Duan Ruyi Ding Jiaxing He A. A. Ding Yunsi Fei Xiaolin Xu 56 0 0 04 Oct 2024
Cayley Graph Propagation JJ Wilson Maya Bechler-Speicher Petar Veličković 269 6 0 04 Oct 2024
Structure-Enhanced Protein Instruction Tuning: Towards General-Purpose Protein Understanding with LLMs Wei Wu Chao Wang L. Chen Mingze Yin Yiheng Zhu Kun Fu Jieping Ye Hui Xiong Zheng Wang 149 1 0 04 Oct 2024
Brain-Aware Readout Layers in GNNs: Advancing Alzheimer's early Detection and Neuroimaging Jiwon Youn Dong Woo Kang Hyun Kook Lim Mansu Kim AI4CE 34 0 0 03 Oct 2024
PROXI: Challenging the GNNs for Link Prediction Astrit Tola Jack Myrick Baris Coskunuzer 90 0 0 02 Oct 2024
DreamGarden: A Designer Assistant for Growing Games from a Single Prompt Sam Earle Samyak Parajuli Andrzej Banburski-Fahey 68 2 0 02 Oct 2024
MARS: A neurosymbolic approach for interpretable drug discovery L. Delong Yojana Gadiya Paola Galdi Jacques D. Fleuriot Daniel Domingo-Fernández 459 3 0 02 Oct 2024
WiGNet: Windowed Vision Graph Neural Network Gabriele Spadaro Marco Grangetto Attilio Fiandrotti Enzo Tartaglione Jhony H. Giraldo 61 1 0 01 Oct 2024
Whole-Graph Representation Learning For the Classification of Signed Networks Noé Cecillon Vincent Labatut Richard Dufour Nejat Arınık GNN 44 1 0 30 Sep 2024
A Survey on Graph Neural Networks for Remaining Useful Life Prediction: Methodologies, Evaluation and Future Trends Yucheng Wang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS AI4CE 63 5 0 29 Sep 2024
DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling K. Mancini I. Rekik 87 1 0 29 Sep 2024
Enhancing Robustness of Graph Neural Networks through p-Laplacian Anuj Kumar Sirohi Subhanu Halder Kabir Kumar Sandeep Kumar OOD AAML 77 0 0 27 Sep 2024
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Guangyu Wang Yujie Chen Ming Gao Zhiqiao Wu Jiafu Tang Jiabi Zhao AI4TS MoE 124 3 0 26 Sep 2024
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning Zhixiang Shen Shuo Wang Zhao Kang 137 6 0 25 Sep 2024
Physics-Informed Graph-Mesh Networks for PDEs: A hybrid approach for complex problems M. Chenaud Frédéric Magoulès José Alves AI4CE PINN 75 1 0 25 Sep 2024
Dumpling GNN: Hybrid GNN Enables Better ADC Payload Activity Prediction Based on Chemical Structure Shengjie Xu Lingxi Xie 59 1 0 23 Sep 2024
Graph Network Models To Detect Illicit Transactions In Block Chain Hrushyang Adloori Vaishnavi Dasanapu Abhijith Chandra Mergu GNN 64 0 0 23 Sep 2024
Learning to Simulate Aerosol Dynamics with Graph Neural Networks Fabiana Ferracina Payton Beeler M. Halappanavar Bala Krishnamoorthy Marco Minutoli Laura Fierce 43 0 0 20 Sep 2024
Analysis of Gene Regulatory Networks from Gene Expression Using Graph Neural Networks Hakan T. Otal Abdulhamit Subasi Furkan Kurt M. Abdullah Canbaz Yasin Uzun 64 1 0 20 Sep 2024
Learning to Compare Hardware Designs for High-Level Synthesis Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Rongjian Liang Weikai Li Ding Wang Haoxing Ren Yizhou Sun Jason Cong 218 2 0 20 Sep 2024