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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 extrapolate out-of-distribution for shortest paths Robert Nerem Samantha Chen Sanjoy Dasgupta Yusu Wang 102 1 0 24 Mar 2025
Adapt, Agree, Aggregate: Semi-Supervised Ensemble Labeling for Graph Convolutional Networks Maryam Abdolali Romina Zakerian Behnam Roshanfekr Fardin Ayar Mohammad Rahmati 112 0 0 22 Mar 2025
NdLinear: Don't Flatten! Building Superior Neural Architectures by Preserving N-D Structure Alex Reneau Jerry Yao-Chieh Hu Zhongfang Zhuang Ting-Chun Liu Xiang He Judah Goldfeder Nadav Timor Allen Roush Ravid Shwartz-Ziv HAI 108 0 0 21 Mar 2025
Learning to quantify graph nodes Alessio Micheli Alejandro Moreo Marco Podda Fabrizio Sebastiani William Simoni Domenico Tortorella 150 0 0 19 Mar 2025
Spatio-Temporal Graph Neural Networks for Infant Language Acquisition Prediction Andrew Roxburgh Floriana Grasso Terry R. Payne GNN 98 0 0 18 Mar 2025
Continuous Simplicial Neural Networks Aref Einizade Dorina Thanou Fragkiskos D. Malliaros Jhony H. Giraldo AI4CE 121 1 0 17 Mar 2025
Learning Privacy from Visual Entities Alessio Xompero Andrea Cavallaro SSL GNN 114 0 0 16 Mar 2025
Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs Milan Papez Martin Rektoris Václav Smídl Tomás Pevný TPM 158 0 0 15 Mar 2025
SPECTra: Scalable Multi-Agent Reinforcement Learning with Permutation-Free Networks Hyunwoo Park Baekryun Seong Sang-Ki Ko GNN 89 0 0 14 Mar 2025
GNNs as Predictors of Agentic Workflow Performances Yanzhe Zhang Yuchen Hou Bohan Tang Shuo Chen Muhan Zhang Xiaowen Dong Tian Jin LLMAG AI4CE 120 2 0 14 Mar 2025
AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation Zeyi Xu Jinfan Liu Kuangxu Chen Ye Chen Zhangli Hu Bingbing Ni 99 0 0 13 Mar 2025
Towards Graph Foundation Models: A Transferability Perspective Yansen Wang Wenqi Fan Suhang Wang Yao Ma 88 1 0 13 Mar 2025
STGDPM:Vessel Trajectory Prediction with Spatio-Temporal Graph Diffusion Probabilistic Model Jin Wenzhe Tang Haina Zhang Xudong DiffM 76 0 0 11 Mar 2025
Explainable Android Malware Detection and Malicious Code Localization Using Graph Attention Merve Cigdem Ipek Sevil Sen 158 0 0 10 Mar 2025
GIN-Graph: A Generative Interpretation Network for Model-Level Explanation of Graph Neural Networks Xiao Yue Guangzhi Qu Lige Gan GAN FAtt AI4CE 108 0 0 08 Mar 2025
STX-Search: Explanation Search for Continuous Dynamic Spatio-Temporal Models Saif Anwar Nathan Griffiths T. Popham A. Bhalerao AI4TS LRM 106 0 0 06 Mar 2025
Multi-modal Summarization in Model-Based Engineering: Automotive Software Development Case Study Nenad Petrovic Yurui Zhang Moaad Maaroufi Kuo-Yi Chao Lukasz Mazur Fengjunjie Pan Vahid Zolfaghari Alois C. Knoll 122 0 0 06 Mar 2025
Directly Follows Graphs Go Predictive Process Monitoring With Graph Neural Networks Attila Lischka Simon Rauch Oliver Stritzel GNN 75 0 0 05 Mar 2025
Opportunistic Routing in Wireless Communications via Learnable State-Augmented Policies Sourajit Das Navid Naderializadeh Rahul Mangharam 210 0 0 05 Mar 2025
HeTGB: A Comprehensive Benchmark for Heterophilic Text-Attributed Graphs Shujie Li Yuxia Wu Chuan Shi Yuan Fang 88 0 0 05 Mar 2025
GRAIN: Exact Graph Reconstruction from Gradients Maria Drencheva Ivo Petrov Maximilian Baader Dimitar I. Dimitrov Martin Vechev FedML 125 0 0 03 Mar 2025
Depth-Adaptive Graph Neural Networks via Learnable Bakry-Émery Curvature Asela Hevapathige Ahad N. Zehmakan Qing Wang 103 0 0 03 Mar 2025
A Selective Learning Method for Temporal Graph Continual Learning Hanmo Liu Shimin Di Haoyang Li Xun Jian Yijiao Wang Lei Chen CLL 101 0 0 03 Mar 2025
Fairness and/or Privacy on Social Graphs Bartlomiej Surma Michael Backes Yang Zhang 123 0 0 03 Mar 2025
G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition Yicong Dong Rundong He Guangyao Chen Wentao Zhang Zhongyi Han Jieming Shi Yilong Yin 93 0 0 01 Mar 2025
A Fused Gromov-Wasserstein Approach to Subgraph Contrastive Learning Amadou S. Sangare Nicolas Dunou Jhony H. Giraldo Fragkiskos D. Malliaros SSL 129 1 0 28 Feb 2025
A Generative Model Enhanced Multi-Agent Reinforcement Learning Method for Electric Vehicle Charging Navigation Tianyang Qi Shibo Chen Jun Zhang 116 0 0 27 Feb 2025
WaveGAS: Waveform Relaxation for Scaling Graph Neural Networks Jana Vatter Mykhaylo Zayats Marcos Martínez Galindo V. López R. Mayer Hans-Arno Jacobsen Hoang Thanh Lam GNN 86 0 0 27 Feb 2025
Multiview graph dual-attention deep learning and contrastive learning for multi-criteria recommender systems Saman Forouzandeh P. Krivitsky Rohitash Chandra 95 0 0 26 Feb 2025
SE(3)-Equivariant Ternary Complex Prediction Towards Target Protein Degradation Fanglei Xue Meihan Zhang Shuqi Li Xinyu Gao James A. Wohlschlegel Wenbing Huang Yi Yang Weixian Deng 105 1 0 26 Feb 2025
Deep-Bench: Deep Learning Benchmark Dataset for Code Generation Alireza Daghighfarsoodeh Chung-Yu Wang Hamed Taherkhani Melika Sepidband Mohammad Abdollahi Hadi Hemmati Hung Viet Pham ALM ELM 137 0 0 26 Feb 2025
Armada: Memory-Efficient Distributed Training of Large-Scale Graph Neural Networks R. Waleffe Devesh Sarda J. Mohoney Emmanouil-Vasileios Vlatakis-Gkaragkounis Theodoros Rekatsinas Shivaram Venkataraman GNN 137 0 0 25 Feb 2025
Complex Networks for Pattern-Based Data Classification Josimar Chire Khalid Mahmood Zhao Liang 131 0 0 25 Feb 2025
DeBUGCN -- Detecting Backdoors in CNNs Using Graph Convolutional Networks Akash Vartak Khondoker Murad Hossain Tim Oates GNN 80 0 0 25 Feb 2025
Learning Backbones: Sparsifying Graphs through Zero Forcing for Effective Graph-Based Learning O. Ahmad Anwar Said Mudassir Shabbir X. Koutsoukos W. Abbas 111 0 0 24 Feb 2025
A graph neural network-based model with Out-of-Distribution Robustness for enhancing Antiretroviral Therapy Outcome Prediction for HIV-1 Giulia Di Teodoro F. Siciliano V. Guarrasi A. Vandamme Valeria Ghisetti Anders Sönnerborg Maurizio Zazzi Fabrizio Silvestri L. Palagi 210 9 0 24 Feb 2025
Scalable Graph Condensation with Evolving Capabilities Shengbo Gong Mohammad Hashemi Juntong Ni Carl Yang Wei Jin 140 3 0 24 Feb 2025
Drug-Target Interaction/Affinity Prediction: Deep Learning Models and Advances Review Ali Vefghi Zahed Rahmati Mohammad Akbari OOD 58 0 0 24 Feb 2025
Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Asiri Wijesinghe Hao Zhu Piotr Koniusz 130 1 0 22 Feb 2025
Robust Tumor Segmentation with Hyperspectral Imaging and Graph Neural Networks Mayar Lotfy Anna Alperovich Tommaso Giannantonio Bjorn Barz Xiaohan Zhang ... Nassir Navab F. Boehm Carolin Schwamborn Thomas K. Hoffmann PatrickJ. Schuler 296 1 0 21 Feb 2025
GiGL: Large-Scale Graph Neural Networks at Snapchat Tong Zhao Yozen Liu Matthew Kolodner Kyle Montemayor Elham Ghazizadeh ... Serim Park Peicheng Yu Jun Yu Shubham Vij Neil Shah GNN 121 1 0 20 Feb 2025
Towards Invariance to Node Identifiers in Graph Neural Networks Maya Bechler-Speicher Moshe Eliasof Carola-Bibiane Schönlieb Ran Gilad-Bachrach Amir Globerson 189 4 0 20 Feb 2025
Fast and Accurate Blind Flexible Docking Zizhuo Zhang Lijun Wu Kaiyuan Gao Jiangchao Yao Tao Qin Bo Han 96 0 0 20 Feb 2025
MKE-Coder: Multi-Axial Knowledge with Evidence Verification in ICD Coding for Chinese EMRs Xinxin You Xien Liu Xue Yang Ziyi Wang Ji Wu 99 0 0 19 Feb 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King Jiajian Li 126 8 0 18 Feb 2025
User Profile with Large Language Models: Construction, Updating, and Benchmarking Nusrat Jahan Prottasha Md. Kowsher Hafijur Raman Israt Jahan Anny Prakash Bhat Ivan Garibay O. Garibay 84 0 0 15 Feb 2025
Can Classic GNNs Be Strong Baselines for Graph-level Tasks? Simple Architectures Meet Excellence Yuankai Luo Lei Shi Xiao-Ming Wu AI4CE 237 0 0 13 Feb 2025
Machine learning for modelling unstructured grid data in computational physics: a review Sibo Cheng Marc Bocquet Weiping Ding Tobias S. Finn Rui Fu ... Yong Zeng Mingrui Zhang Hao Zhou Kewei Zhu Rossella Arcucci PINN AI4CE 167 3 0 13 Feb 2025
Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy Ruizhan Xue Huimin Deng Fang He Maojun Wang Zeyu Zhang 120 1 0 12 Feb 2025
Deep Semantic Graph Learning via LLM based Node Enhancement Chuanqi Shi Yiyi Tao Hang Zhang Lun Wang Shaoshuai Du Yixian Shen Yanxin Shen 143 4 0 11 Feb 2025