Methods › Graphs › Graph Representation Learning › Graph Neural Network

Graph Neural Network

2,694 papers tagged archive 2025-07-28

Introduced by Jie Zhou et al. in Graph Neural Networks: A Review of Methods and Applications

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

The archive carries no description for this method.

Papers archive 2025-07-28

30 shown of 2,694, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Catching Bid-rigging Cartels with Graph Attention Neural Networks
  16 Jul 2025 · 0 repositories · arXiv:2507.12369
• Credit Risk Analysis for SMEs Using Graph Neural Networks in Supply Chain
  10 Jul 2025 · 0 repositories · arXiv:2507.07854
• Recurrent U-Net-Based Graph Neural Network (RUGNN) for Accurate Deformation Predictions in Sheet Material Forming
  10 Jul 2025 · 0 repositories · arXiv:2507.11547
• GNN-ViTCap: GNN-Enhanced Multiple Instance Learning with Vision Transformers for Whole Slide Image Classification and Captioning
  9 Jul 2025 · 0 repositories · arXiv:2507.07006
• High Order Collaboration-Oriented Federated Graph Neural Network for Accurate QoS Prediction
  7 Jul 2025 · 0 repositories · arXiv:2507.05308
• Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs
  5 Jul 2025 · 1 repository · arXiv:2507.03947
• RaGNNarok: A Light-Weight Graph Neural Network for Enhancing Radar Point Clouds on Unmanned Ground Vehicles
  1 Jul 2025 · 0 repositories · arXiv:2507.00937
• Task-Agnostic Contrastive Pretraining for Relational Deep Learning
  27 Jun 2025 · 0 repositories · arXiv:2506.22530
• Directed Link Prediction using GNN with Local and Global Feature Fusion
  25 Jun 2025 · 0 repositories · arXiv:2506.20235
• Automated Generation of Diverse Courses of Actions for Multi-Agent Operations using Binary Optimization and Graph Learning
  24 Jun 2025 · 0 repositories · arXiv:2506.20031
• Fast State-Augmented Learning for Wireless Resource Allocation with Dual Variable Regression
  23 Jun 2025 · 0 repositories · arXiv:2506.18748
• TROJAN-GUARD: Hardware Trojans Detection Using GNN in RTL Designs
  22 Jun 2025 · 0 repositories · arXiv:2506.17894
• Generative Modeling of Full-Atom Protein Conformations using Latent Diffusion on Graph Embeddings
  20 Jun 2025 · 1 repository · arXiv:2506.17064
  Syntology ran 6 of 14 samples · 8 unverified · 14 pointer-only (licence)
• UT-GraphCast Hindcast Dataset: A Global AI Forecast Archive from UT Austin for Weather and Climate Applications
  20 Jun 2025 · 0 repositories · arXiv:2506.17453
• DOVA-PATBM: An Intelligent, Adaptive, and Scalable Framework for Optimizing Large-Scale EV Charging Infrastructure
  18 Jun 2025 · 0 repositories · arXiv:2506.15289
• AST-Enhanced or AST-Overloaded? The Surprising Impact of Hybrid Graph Representations on Code Clone Detection
  17 Jun 2025 · 1 repository · arXiv:2506.14470
• Beyond Force Metrics: Pre-Training MLFFs for Stable MD Simulations
  17 Jun 2025 · 0 repositories · arXiv:2506.14850
• CLGNN: A Contrastive Learning-based GNN Model for Betweenness Centrality Prediction on Temporal Graphs
  17 Jun 2025 · 0 repositories · arXiv:2506.14122
• Refining music sample identification with a self-supervised graph neural network
  17 Jun 2025 · 1 repository · arXiv:2506.14684
• GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations
  16 Jun 2025 · 0 repositories · arXiv:2506.13906
• KCLNet: Physics-Informed Power Flow Prediction via Constraints Projections
  15 Jun 2025 · 0 repositories · arXiv:2506.12902
• Directed Acyclic Graph Convolutional Networks
  13 Jun 2025 · 0 repositories · arXiv:2506.12218
• FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models
  13 Jun 2025 · 0 repositories · arXiv:2506.11398
• Graph Semi-Supervised Learning for Point Classification on Data Manifolds
  13 Jun 2025 · 0 repositories · arXiv:2506.12197
• SemanticST: Spatially Informed Semantic Graph Learning for Clustering, Integration, and Scalable Analysis of Spatial Transcriptomics
  13 Jun 2025 · 0 repositories · arXiv:2506.11491
• Contrastive Matrix Completion with Denoising and Augmented Graph Views for Robust Recommendation
  12 Jun 2025 · 1 repository · arXiv:2506.10658
• Analysis of Anonymous User Interaction Relationships and Prediction of Advertising Feedback Based on Graph Neural Network
  11 Jun 2025 · 0 repositories · arXiv:2506.13787
• HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning
  10 Jun 2025 · 0 repositories · arXiv:2506.08580
• ST-GraphNet: A Spatio-Temporal Graph Neural Network for Understanding and Predicting Automated Vehicle Crash Severity
  9 Jun 2025 · 0 repositories · arXiv:2506.08051
• MAGNet: A Multi-Scale Attention-Guided Graph Fusion Network for DRC Violation Detection
  8 Jun 2025 · 0 repositories · arXiv:2506.07126

Tasks archive 2025-07-28

20 shown of 872 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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