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1710.10903
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Graph Attention Networks

v1v2v3 (latest)

Graph Attention Networks

International Conference on Learning Representations (ICLR), 2017

30 October 2017

Petar Velickovic

Guillem Cucurull

Arantxa Casanova

ArXiv (abs)PDF HTML

Papers citing "Graph Attention Networks"

50 / 8,374 papers shown

ReaGAN: Node-as-Agent-Reasoning Graph Agentic Network

ReaGAN: Node-as-Agent-Reasoning Graph Agentic Network

300

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01 Aug 2025

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning

Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning

208

3

0

01 Aug 2025

Sheaf Graph Neural Networks via PAC-Bayes Spectral Optimization

Sheaf Graph Neural Networks via PAC-Bayes Spectral Optimization

245

0

0

01 Aug 2025

Invariant Graph Transformer for Out-of-Distribution Generalization

Invariant Graph Transformer for Out-of-Distribution Generalization

182

1

0

01 Aug 2025

FMIP: Joint Continuous-Integer Flow For Mixed-Integer Linear Programming

FMIP: Joint Continuous-Integer Flow For Mixed-Integer Linear Programming

168

0

0

31 Jul 2025

On the Expressiveness of Softmax Attention: A Recurrent Neural Network Perspective

On the Expressiveness of Softmax Attention: A Recurrent Neural Network Perspective

Gabriel Mongaras

113

1

0

31 Jul 2025

INSPIRE-GNN: Intelligent Sensor Placement to Improve Sparse Bicycling Network Prediction via Reinforcement Learning Boosted Graph Neural Networks

INSPIRE-GNN: Intelligent Sensor Placement to Improve Sparse Bicycling Network Prediction via Reinforcement Learning Boosted Graph Neural Networks

Debjit Bhowmick

116

1

0

31 Jul 2025

Benchmarking Fraud Detectors on Private Graph Data

Benchmarking Fraud Detectors on Private Graph DataKnowledge Discovery and Data Mining (KDD), 2025

Alexander Goldberg

Zhiwei Steven Wu

178

1

0

30 Jul 2025

HGCN(O): A Self-Tuning GCN HyperModel Toolkit for Outcome Prediction in Event-Sequence Data

HGCN(O): A Self-Tuning GCN HyperModel Toolkit for Outcome Prediction in Event-Sequence Data

Ernesto Damiani

306

3

0

30 Jul 2025

GDAIP: A Graph-Based Domain Adaptive Framework for Individual Brain Parcellation

GDAIP: A Graph-Based Domain Adaptive Framework for Individual Brain Parcellation

83

0

0

29 Jul 2025

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

191

2

0

29 Jul 2025

Hierarchical Graph Neural Network for Compressed Speech Steganalysis

Hierarchical Graph Neural Network for Compressed Speech SteganalysisArray (Array), 2025

Mohamed Chahine Ghanem

281

3

0

29 Jul 2025

Multi-modal Relational Item Representation Learning for Inferring Substitutable and Complementary Items

Multi-modal Relational Item Representation Learning for Inferring Substitutable and Complementary Items

142

0

0

29 Jul 2025

GraphTorque: Torque-Driven Rewiring Graph Neural Network

GraphTorque: Torque-Driven Rewiring Graph Neural Network

218

0

0

29 Jul 2025

Graph neural networks for residential location choice: connection to classical logit models

Graph neural networks for residential location choice: connection to classical logit models

203

1

0

28 Jul 2025

Transformers as Unrolled Inference in Probabilistic Laplacian Eigenmaps: An Interpretation and Potential Improvements

Transformers as Unrolled Inference in Probabilistic Laplacian Eigenmaps: An Interpretation and Potential Improvements

Neil D. Lawrence

117

0

0

28 Jul 2025

FED-PsyAU: Privacy-Preserving Micro-Expression Recognition via Psychological AU Coordination and Dynamic Facial Motion Modeling

FED-PsyAU: Privacy-Preserving Micro-Expression Recognition via Psychological AU Coordination and Dynamic Facial Motion Modeling

96

1

0

28 Jul 2025

STARN-GAT: A Multi-Modal Spatio-Temporal Graph Attention Network for Accident Severity Prediction

STARN-GAT: A Multi-Modal Spatio-Temporal Graph Attention Network for Accident Severity Prediction

Pritom Ray Nobin

Imran Ahammad Rifat

148

0

0

28 Jul 2025

Attributed Graph Clustering with Multi-Scale Weight-Based Pairwise Coarsening and Contrastive Learning

Attributed Graph Clustering with Multi-Scale Weight-Based Pairwise Coarsening and Contrastive Learning

108

1

0

28 Jul 2025

MH-GIN: Multi-scale Heterogeneous Graph-based Imputation Network for AIS Data (Extended Version)

MH-GIN: Multi-scale Heterogeneous Graph-based Imputation Network for AIS Data (Extended Version)

Christian S. Jensen

286

1

0

27 Jul 2025

MIPS: a Multimodal Infinite Polymer Sequence Pre-training Framework for Polymer Property Prediction

MIPS: a Multimodal Infinite Polymer Sequence Pre-training Framework for Polymer Property Prediction

97

0

0

27 Jul 2025

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery

167

0

0

27 Jul 2025

Beyond Neural Networks: Symbolic Reasoning over Wavelet Logic Graph Signals

Beyond Neural Networks: Symbolic Reasoning over Wavelet Logic Graph Signals

Andrew Kiruluta

Priscilla Burity

135

0

0

27 Jul 2025

Robust Taxi Fare Prediction Under Noisy Conditions: A Comparative Study of GAT, TimesNet, and XGBoost

Robust Taxi Fare Prediction Under Noisy Conditions: A Comparative Study of GAT, TimesNet, and XGBoost

Padmavathi Moorthy

124

1

0

26 Jul 2025

Who Owns This Sample: Cross-Client Membership Inference Attack in Federated Graph Neural Networks

Who Owns This Sample: Cross-Client Membership Inference Attack in Federated Graph Neural Networks

208

0

0

26 Jul 2025

Graph Neural Network-Based Predictor for Optimal Quantum Hardware Selection

Graph Neural Network-Based Predictor for Optimal Quantum Hardware Selection

Antonio Tudisco

Giacomo Orlandi

Giovanna Turvani

304

0

0

25 Jul 2025

ProGMLP: A Progressive Framework for GNN-to-MLP Knowledge Distillation with Efficient Trade-offs

ProGMLP: A Progressive Framework for GNN-to-MLP Knowledge Distillation with Efficient Trade-offs

174

0

0

25 Jul 2025

PBiLoss: Popularity-Aware Regularization to Improve Fairness in Graph-Based Recommender Systems

PBiLoss: Popularity-Aware Regularization to Improve Fairness in Graph-Based Recommender Systems

Mohammad Naeimi

Mostafa Haghir Chehreghani

250

0

0

25 Jul 2025

Geometric Multi-color Message Passing Graph Neural Networks for Blood-brain Barrier Permeability Prediction

Geometric Multi-color Message Passing Graph Neural Networks for Blood-brain Barrier Permeability Prediction

Farjana Tasnim Mukta

352

0

0

25 Jul 2025

KD-GAT: Combining Knowledge Distillation and Graph Attention Transformer for a Controller Area Network Intrusion Detection System

KD-GAT: Combining Knowledge Distillation and Graph Attention Transformer for a Controller Area Network Intrusion Detection System

Sidra Ghayour Bhatti

103

0

0

25 Jul 2025

GIIFT: Graph-guided Inductive Image-free Multimodal Machine Translation

GIIFT: Graph-guided Inductive Image-free Multimodal Machine Translation

246

0

0

24 Jul 2025

ViGText: Deepfake Image Detection with Vision-Language Model Explanations and Graph Neural Networks

ViGText: Deepfake Image Detection with Vision-Language Model Explanations and Graph Neural Networks

Ahmad ALBarqawi

Abdallah Khreishah

249

0

0

24 Jul 2025

Efficient Knowledge Tracing Leveraging Higher-Order Information in Integrated Graphs

Efficient Knowledge Tracing Leveraging Higher-Order Information in Integrated Graphs

193

0

0

24 Jul 2025

GLANCE: Graph Logic Attention Network with Cluster Enhancement for Heterophilous Graph Representation Learning

GLANCE: Graph Logic Attention Network with Cluster Enhancement for Heterophilous Graph Representation Learning

Alexandra I. Cristea

Christl A. Donnelly

175

1

0

24 Jul 2025

Ralts: Robust Aggregation for Enhancing Graph Neural Network Resilience on Bit-flip Errors

Ralts: Robust Aggregation for Enhancing Graph Neural Network Resilience on Bit-flip Errors

168

0

0

24 Jul 2025

HeartUnloadNet: A Weakly-Supervised Cycle-Consistent Graph Network for Predicting Unloaded Cardiac Geometry from Diastolic States

HeartUnloadNet: A Weakly-Supervised Cycle-Consistent Graph Network for Predicting Unloaded Cardiac Geometry from Diastolic States

128

0

0

24 Jul 2025

Comparison of Optimised Geometric Deep Learning Architectures, over Varying Toxicological Assay Data Environments

Comparison of Optimised Geometric Deep Learning Architectures, over Varying Toxicological Assay Data Environments

Alexander D. Kalian

Emilio Benfenati

Jean-Lou C.M. Dorne

Olivia J. Osborne

Christer Hogstrand

125

1

0

22 Jul 2025

A Comprehensive Data-centric Overview of Federated Graph Learning

A Comprehensive Data-centric Overview of Federated Graph Learning

...

276

2

0

22 Jul 2025

LLM-Enhanced Reranking for Complementary Product Recommendation

LLM-Enhanced Reranking for Complementary Product Recommendation

67

0

0

22 Jul 2025

Data-Driven Adaptive Gradient Recovery for Unstructured Finite Volume Computations

Data-Driven Adaptive Gradient Recovery for Unstructured Finite Volume Computations

G. de Romémont

109

0

0

22 Jul 2025

PyG 2.0: Scalable Learning on Real World Graphs

PyG 2.0: Scalable Learning on Real World Graphs

...

313

28

0

22 Jul 2025

Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks

Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural NetworksInternational Joint Conference on Artificial Intelligence (IJCAI), 2025

263

6

0

22 Jul 2025

Symbolic Graph Intelligence: Hypervector Message Passing for Learning Graph-Level Patterns with Tsetlin Machines

Symbolic Graph Intelligence: Hypervector Message Passing for Learning Graph-Level Patterns with Tsetlin Machines

Christian D. Blakely

115

0

0

22 Jul 2025

One Step is Enough: Multi-Agent Reinforcement Learning based on One-Step Policy Optimization for Order Dispatch on Ride-Sharing Platforms

One Step is Enough: Multi-Agent Reinforcement Learning based on One-Step Policy Optimization for Order Dispatch on Ride-Sharing Platforms

183

1

0

21 Jul 2025

Predictive Process Monitoring Using Object-centric Graph Embeddings

Predictive Process Monitoring Using Object-centric Graph Embeddings

Wissam Gherissi

Joyce El Haddad

Daniela Grigori

87

0

0

21 Jul 2025

Dynamics is what you need for time-series forecasting!

Dynamics is what you need for time-series forecasting!

Alexis-Raja Brachet

Pierre-Yves Richard

Céline Hudelot

80

0

0

21 Jul 2025

Graph Attention Specialized Expert Fusion Model for Node Classification: Based on Cora and Pubmed Datasets

Graph Attention Specialized Expert Fusion Model for Node Classification: Based on Cora and Pubmed Datasets

113

0

0

21 Jul 2025

Feature Construction Using Network Control Theory and Rank Encoding for Graph Machine Learning

Feature Construction Using Network Control Theory and Rank Encoding for Graph Machine Learning

Mudassir Shabbir

300

0

0

21 Jul 2025

Graph Attention Networks for Detecting Epilepsy from EEG Signals Using Accessible Hardware in Low-Resource Settings

Graph Attention Networks for Detecting Epilepsy from EEG Signals Using Accessible Hardware in Low-Resource Settings

76

1

0

20 Jul 2025

Research on the application of graph data structure and graph neural network in node classification/clustering tasks

Research on the application of graph data structure and graph neural network in node classification/clustering tasks

126

0

0

20 Jul 2025

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