A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

50 / 2,806 papers shown

Title
DAGPrompT: Pushing the Limits of Graph Prompting with a Distribution-aware Graph Prompt Tuning Approach Qin Chen Liang Wang Bo Zheng Guojie Song 36 2 0 28 Jan 2025
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks Taoran Fang Tianhong Gao Chunping Wang Yihao Shang Wei Chow Lei Chen Yang Yang 41 1 0 23 Jan 2025
FedGrAINS: Personalized SubGraph Federated Learning with Adaptive Neighbor Sampling Emir Ceyani Han Xie Baturalp Buyukates Carl Yang Salman Avestimehr FedML 91 0 0 22 Jan 2025
A Hybrid Supervised and Self-Supervised Graph Neural Network for Edge-Centric Applications Eugenio Borzone Leandro Di Persia Matias Gerard SSL 65 0 0 21 Jan 2025
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling Hu Cui Renjing Huang Ruoyu Zhang Tessai Hayama 47 0 0 21 Jan 2025
MoRe: Class Patch Attention Needs Regularization for Weakly Supervised Semantic Segmentation Zhiwei Yang Yucong Meng Kexue Fu Shuo Wang Zhijian Song 82 1 0 20 Jan 2025
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks Michael Schwingshackl Fabio Francisco Oberweger Markus Murschitz 44 1 0 20 Jan 2025
Enhancing Graph Self-Supervised Learning with Graph Interplay Xinjian Zhao Wei Pang Xiangru Jian Yaoyao Xu Chaolong Ying Tianshu Yu 45 0 0 17 Jan 2025
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting Hao Wu Haomin Wen Guibin Zhang Yutong Xia Kai Wang Yuxuan Liang Yu Zheng Kun Wang 60 2 0 17 Jan 2025
Enhancing Graph Representation Learning with Localized Topological Features Zuoyu Yan Qi Zhao Ze Ye Tengfei Ma Liangcai Gao Zhi Tang Yusu Wang Chao Chen 42 0 0 17 Jan 2025
Graph Contrastive Learning on Multi-label Classification for Recommendations Jiayang Wu Wensheng Gan Huashen Lu Philip S. Yu 36 1 0 13 Jan 2025
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions Aidan Hogan Xin Luna Dong Denny Vrandečić Gerhard Weikum 43 1 0 12 Jan 2025
CONTINUUM: Detecting APT Attacks through Spatial-Temporal Graph Neural Networks Atmane Ayoub Mansour Bahar Kamel Soaid Ferrahi Mohamed-Lamine Messai H. Seba Karima Amrouche 29 0 0 08 Jan 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence Liekang Zeng Shengyuan Ye Xu Chen Xiaoxi Zhang Ju Ren Jian Tang Yang Yang Xuemin Shen 49 2 0 08 Jan 2025
OpenGU: A Comprehensive Benchmark for Graph Unlearning Bowen Fan Yuming Ai Xunkai Li Zhilin Guo Rong-Hua Li Guoren Wang MU 38 0 0 06 Jan 2025
Traits of a Leader: User Influence Level Prediction through Sociolinguistic Modeling Denys Katerenchuk Rivka Levitan TDI 42 0 0 05 Jan 2025
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 37 0 0 03 Jan 2025
KANS: Knowledge Discovery Graph Attention Network for Soft Sensing in Multivariate Industrial Processes Hwa Hui Tew Gaoxuan Li Fan Ding Xuewen Luo Junn Yong Loo C. Ting Z. Y. Ding Chee Pin Tan 33 0 0 02 Jan 2025
A Novel Convolution and Attention Mechanism-based Model for 6D Object Pose Estimation Alexander Du Yingwu Zhu 3DPC 25 0 0 31 Dec 2024
NetFlowGen: Leveraging Generative Pre-training for Network Traffic Dynamics Jiawei Zhou Woojeong Kim Zhiying Xu Alexander M. Rush Minlan Yu AI4CE 36 0 0 31 Dec 2024
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning Jiapu Wang Kai Sun Linhao Luo Wei Wei Yongli Hu Alan Wee-Chung Liew Shirui Pan Baocai Yin 47 5 0 31 Dec 2024
Introduction to Graph Neural Networks: A Starting Point for Machine Learning Engineers James H. Tanis Chris Giannella Adrian V. Mariano AI4CE GNN FaML PINN 51 0 0 27 Dec 2024
Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning Jaesun Shin Eunjoo Jeon Taewon Cho Namkyeong Cho Youngjune Gwon 34 0 0 23 Dec 2024
Rethinking Cancer Gene Identification through Graph Anomaly Analysis Yilong Zang Lingfei Ren Y. Li Zhikang Wang David Selby Zheng Wang Sebastian Vollmer Hongzhi Yin Jiangning Song J. Wu 39 1 0 23 Dec 2024
Modality-Aware Shot Relating and Comparing for Video Scene Detection Jiawei Tan Hongxing Wang Kang Dang Jiaxin Li Zhilong Ou 33 0 0 23 Dec 2024
GraphAgent: Agentic Graph Language Assistant Yuhao Yang J. Tang Lianghao Xia Xingchen Zou Yuxuan Liang Chao Huang LM&Ro 84 1 0 22 Dec 2024
Asymmetric Learning for Spectral Graph Neural Networks Fangbing Liu Qing Wang 78 0 0 16 Dec 2024
Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation Zhe Yang Tiantian Liang 65 0 0 15 Dec 2024
A Decade of Deep Learning: A Survey on The Magnificent Seven Dilshod Azizov Muhammad Arslan Manzoor Velibor Bojkovic Yingxu Wang Z. Wang ... Liang Li Siwei Liu Yu Zhong Wei Liu Shangsong Liang OOD AI4TS MedIm 111 0 0 13 Dec 2024
RAG-based Question Answering over Heterogeneous Data and Text Philipp Christmann G. Weikum LMTD RALM 77 3 0 10 Dec 2024
A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Neural Networks Biswadeep Chakraborty H. Kumar Saibal Mukhopadhyay 75 1 0 10 Dec 2024
Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective Yushun Dong Patrick Soga Yinhan He Song Wang Jundong Li 84 0 0 10 Dec 2024
Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing W. Liu Ziqi Zhang X. Li Jiacheng Hu Yuanshuai Luo Junliang Du 66 9 0 04 Dec 2024
Structure-Guided Input Graph for GNNs facing Heterophily Victor M. Tenorio Madeline Navarro Samuel Rey Santiago Segarra Antonio G. Marques GNN 67 0 0 02 Dec 2024
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting Shaohan Yu Pan Deng Yu Zhao J. Liu Ziáng Wang MoE 79 0 0 30 Nov 2024
MONOPOLY: Learning to Price Public Facilities for Revaluing Private Properties with Large-Scale Urban Data M. Fan Jizhou Huang An Zhuo Ying Li P. Li Haifeng Wang 66 3 0 27 Nov 2024
Knowledge-aware Evolutionary Graph Neural Architecture Search Chao Wang Jiaxuan Zhao Lingling Li Licheng Jiao Fang Liu Xu Liu S. M. I. Simon X. Yang 65 2 0 26 Nov 2024
GraphSubDetector: Time Series Subsequence Anomaly Detection via Density-Aware Adaptive Graph Neural Network Weiqi Chen Zhiqiang Zhou Qingsong Wen L. Sun AI4TS 66 0 0 26 Nov 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 66 0 0 23 Nov 2024
Point Cloud Denoising With Fine-Granularity Dynamic Graph Convolutional Networks Wenqiang Xu Wenrui Dai Duoduo Xue Ziyang Zheng Chenglin Li Junni Zou Hongkai Xiong 3DPC 65 0 0 21 Nov 2024
LightLLM: A Versatile Large Language Model for Predictive Light Sensing J. Hu Hong Jia Mahbub Hassan Lina Yao Brano Kusy Wen Hu 59 0 0 20 Nov 2024
Graph as a feature: improving node classification with non-neural graph-aware logistic regression Simon Delarue Thomas Bonald Tiphaine Viard 66 0 0 19 Nov 2024
Generative Spatio-temporal GraphNet for Transonic Wing Pressure Distribution Forecasting Gabriele Immordino Andrea Vaiuso A. Ronch Marcello Righi AI4CE 67 0 0 18 Nov 2024
Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Hongjun Wang Jiyuan Chen Lingyu Zhang Renhe Jiang Xuan Song AI4TS 66 0 0 18 Nov 2024
Partitioning Message Passing for Graph Fraud Detection Wei Zhuo Zemin Liu Bryan Hooi Bingsheng He Guang Tan Rizal Fathony Jia Chen 116 6 0 16 Nov 2024
Exploring Feature-based Knowledge Distillation for Recommender System: A Frequency Perspective Zhangchi Zhu Wei Zhang 21 0 0 16 Nov 2024
SAG-ViT: A Scale-Aware, High-Fidelity Patching Approach with Graph Attention for Vision Transformers Shravan Venkatraman Jaskaran Singh Walia J. Raheja ViT 26 0 0 14 Nov 2024
Accelerating Quasi-Static Time Series Simulations with Foundation Models Alban Puech François Mirallès Jonas Weiss Vincent Mai Alexandre Blondin Massé M. D. Montigny Thomas Brunschwiler Hendrik F. Hamann 24 0 0 13 Nov 2024
A survey on Graph Deep Representation Learning for Facial Expression Recognition Théo Gueuret Akrem Sellami Chaabane Djeraba 23 0 0 13 Nov 2024
Federated Graph Learning with Graphless Clients Xingbo Fu Song Wang Yushun Dong Binchi Zhang Chen Chen Jundong Li FedML 23 2 0 13 Nov 2024