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
Control the GNN: Utilizing Neural Controller with Lyapunov Stability for Test-Time Feature Reconstruction Jielong Yang Rui Ding Feng Ji Hongbin Wang Linbo Xie 27 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 13 0 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 13 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 21 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 15 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 23 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 20 0 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 17 0 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 30 1 0 09 Oct 2024
Collusion Detection with Graph Neural Networks Lucas Gomes Jannis Kueck Mara Mattes Martin Spindler Alexey Zaytsev 22 0 0 09 Oct 2024
Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention Siyuan Huang Yunchong Song Jiayue Zhou Zhouhan Lin 16 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 13 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 16 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 18 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 26 0 0 07 Oct 2024
Unveiling the Impact of Local Homophily on GNN Fairness: In-Depth Analysis and New Benchmarks Donald Loveland Danai Koutra 26 1 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 31 1 0 05 Oct 2024
Cayley Graph Propagation JJ Wilson Maya Bechler-Speicher Petar Veličković 24 4 0 04 Oct 2024
GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction Shijin Duan Ruyi Ding Jiaxing He A. A. Ding Yunsi Fei Xiaolin Xu 24 0 0 04 Oct 2024
Discovering Message Passing Hierarchies for Mesh-Based Physics Simulation Huayu Deng Xiangming Zhu Yunbo Wang Xiaokang Yang PINN AI4CE 22 0 0 03 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 13 0 0 03 Oct 2024
PROXI: Challenging the GNNs for Link Prediction Astrit Tola Jack Myrick Baris Coskunuzer 24 0 0 02 Oct 2024
DreamGarden: A Designer Assistant for Growing Games from a Single Prompt Sam Earle Samyak Parajuli Andrzej Banburski-Fahey 23 0 0 02 Oct 2024
MARS: A neurosymbolic approach for interpretable drug discovery L. Delong Yojana Gadiya Paola Galdi Jacques D. Fleuriot Daniel Domingo-Fernández 22 2 0 02 Oct 2024
WiGNet: Windowed Vision Graph Neural Network Gabriele Spadaro Marco Grangetto A. Fiandrotti Enzo Tartaglione Jhony H. Giraldo 15 0 0 01 Oct 2024
Whole-Graph Representation Learning For the Classification of Signed Networks Noé Cecillon Vincent Labatut Richard Dufour Nejat Arınık GNN 14 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 20 1 0 29 Sep 2024
DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling K. Mancini I. Rekik 31 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 22 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 24 3 0 26 Sep 2024
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning Zhixiang Shen Shuo Wang Zhao Kang 23 2 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 19 1 0 25 Sep 2024
Dumpling GNN: Hybrid GNN Enables Better ADC Payload Activity Prediction Based on Chemical Structure Shengjie Xu Lingxi Xie 15 0 0 23 Sep 2024
Graph Network Models To Detect Illicit Transactions In Block Chain Hrushyang Adloori Vaishnavi Dasanapu Abhijith Chandra Mergu GNN 21 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 18 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 24 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 25 0 0 20 Sep 2024
Physics aware machine learning for micromagnetic energy minimization: recent algorithmic developments Sebastian Schaffer T. Schrefl Harald Oezelt Norbert J Mauser Lukas Exl AI4CE 15 0 0 19 Sep 2024
PromSec: Prompt Optimization for Secure Generation of Functional Source Code with Large Language Models (LLMs) Mahmoud Nazzal Issa Khalil Abdallah Khreishah NhatHai Phan AAML 22 5 0 19 Sep 2024
Shape-informed surrogate models based on signed distance function domain encoding L. Zhang S. Pagani Jun Zhang Francesco Regazzoni AI4CE 29 1 0 19 Sep 2024
Log2graphs: An Unsupervised Framework for Log Anomaly Detection with Efficient Feature Extraction Caihong Wang Du Xu Zonghang Li 14 0 0 18 Sep 2024
Signed Graph Autoencoder for Explainable and Polarization-Aware Network Embeddings Nikolaos Nakis Chrysoula Kosma Giannis Nikolentzos Michalis Chatzianastasis Iakovos Evdaimon Michalis Vazirgiannis 28 1 0 16 Sep 2024
Predicting building types and functions at transnational scale Jonas Fill Michael Eichelbeck Michael Ebner 18 0 0 15 Sep 2024
MALADY: Multiclass Active Learning with Auction Dynamics on Graphs Gokul Bhusal Kevin Miller E. Merkurjev 30 0 0 14 Sep 2024
Towards Leveraging Contrastively Pretrained Neural Audio Embeddings for Recommender Tasks Florian Grötschla Luca Strassle Luca A. Lanzendörfer Roger Wattenhofer 19 0 0 13 Sep 2024
Optimizing Ingredient Substitution Using Large Language Models to Enhance Phytochemical Content in Recipes Luis Rita Josh Southern I. Laponogov Kyle Higgins Kirill Veselkov 33 1 0 13 Sep 2024
Contactless Fingerprint Recognition Using 3D Graph Matching Zhe Cui Yuwei Jia Siyang Zheng Fei Su 23 0 0 13 Sep 2024
Redesigning graph filter-based GNNs to relax the homophily assumption Samuel Rey Madeline Navarro Victor M. Tenorio Santiago Segarra Antonio G. Marques 18 1 0 13 Sep 2024
CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs Davide Buffelli Farzin Soleymani Bastian Alexander Rieck GNN 15 0 0 12 Sep 2024
Network Anomaly Traffic Detection via Multi-view Feature Fusion Song Hao Wentao Fu Xuanze Chen Chengxiang Jin Jiajun Zhou Shanqing Yu Qi Xuan 19 2 0 12 Sep 2024