Methods › Graphs › Graph Models › GraphSAGE
GraphSAGE
Introduced by William L. Hamilton et al. in Inductive Representation Learning on Large Graphs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
GraphSAGE is a general inductive framework that leverages node feature information (e.g., text attributes) to efficiently generate node embeddings for previously unseen data.
Image from: Inductive Representation Learning on Large Graphs
Papers archive 2025-07-28
30 shown of 132, 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.
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Cooperative Causal GraphSAGE 20 May 2025 · 0 repositories · arXiv:2505.14748
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GNN-Suite: a Graph Neural Network Benchmarking Framework for Biomedical Informatics 15 May 2025 · 1 repository · arXiv:2505.10711
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Benchmarking Graph Neural Networks for Document Layout Analysis in Public Affairs 12 May 2025 · 0 repositories · arXiv:2505.14699
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STG: Spatiotemporal Graph Neural Network with Fusion and Spatiotemporal Decoupling Learning for Prognostic Prediction of Colorectal Cancer Liver Metastasis 6 May 2025 · 0 repositories · arXiv:2505.03123
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Improving Local Air Quality Predictions Using Transfer Learning on Satellite Data and Graph Neural Networks 23 Apr 2025 · 0 repositories · arXiv:2505.05479
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Benchmarking machine learning models for predicting aerofoil performance 22 Apr 2025 · 0 repositories · arXiv:2504.15993
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Detecting Credit Card Fraud via Heterogeneous Graph Neural Networks with Graph Attention 11 Apr 2025 · 0 repositories · arXiv:2504.08183
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Graphs are everywhere -- Psst! In Music Recommendation too 3 Apr 2025 · 0 repositories · arXiv:2504.02598
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Inductive Graph Representation Learning with Quantum Graph Neural Networks 31 Mar 2025 · 0 repositories · arXiv:2503.24111
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Comparing Methods for Bias Mitigation in Graph Neural Networks 28 Mar 2025 · 0 repositories · arXiv:2503.22569
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PowerGNN: A Topology-Aware Graph Neural Network for Electricity Grids 26 Mar 2025 · 0 repositories · arXiv:2503.22721
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Enhanced Soups for Graph Neural Networks 14 Mar 2025 · 1 repository · arXiv:2503.11612
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Enhancing Social Media Rumor Detection: A Semantic and Graph Neural Network Approach for the 2024 Global Election 3 Mar 2025 · 0 repositories · arXiv:2503.01394
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Soybean Disease Detection via Interpretable Hybrid CNN-GNN: Integrating MobileNetV2 and GraphSAGE with Cross-Modal Attention 3 Mar 2025 · 0 repositories · arXiv:2503.01284
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CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection 2 Mar 2025 · 1 repository · arXiv:2503.00961
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Generic Multimodal Spatially Graph Network for Spatially Embedded Network Representation Learning 1 Feb 2025 · 0 repositories · arXiv:2502.00530
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Training Graph Neural Networks Using Non-Robust Samples 19 Dec 2024 · 0 repositories · arXiv:2412.14738
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Predictive Query-based Pipeline for Graph Data 13 Dec 2024 · 0 repositories · arXiv:2412.09940
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Graph-Powered Defense: Controller Area Network Intrusion Detection for Unmanned Aerial Vehicles 3 Dec 2024 · 0 repositories · arXiv:2412.02539
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Gradient Inversion Attack on Graph Neural Networks 29 Nov 2024 · 0 repositories · arXiv:2411.19440
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Graph Neural Networks for Heart Failure Prediction on an EHR-Based Patient Similarity Graph 29 Nov 2024 · 1 repository · arXiv:2411.19742
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Scale Invariance of Graph Neural Networks 28 Nov 2024 · 1 repository · arXiv:2411.19392
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Multi-branch Spatio-Temporal Graph Neural Network For Efficient Ice Layer Thickness Prediction 6 Nov 2024 · 0 repositories · arXiv:2411.04055
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MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs 30 Oct 2024 · 1 repository · arXiv:2410.22697
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Understanding the Effect of GCN Convolutions in Regression Tasks 26 Oct 2024 · 0 repositories · arXiv:2410.20068
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Unveiling the Potential of Graph Neural Networks in SME Credit Risk Assessment 23 Sep 2024 · 0 repositories · arXiv:2409.17909
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Dumpling GNN: Hybrid GNN Enables Better ADC Payload Activity Prediction Based on Chemical Structure 23 Sep 2024 · 0 repositories · arXiv:2410.05278
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SpaGBOL: Spatial-Graph-Based Orientated Localisation 23 Sep 2024 · 1 repository · arXiv:2409.15514
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High-Order Evolving Graphs for Enhanced Representation of Traffic Dynamics 17 Sep 2024 · 0 repositories · arXiv:2409.11206
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Robust Text-to-Cypher Using Combination of BERT, GraphSAGE, and Transformer (CoBGT) Model 4 Sep 2024 · 0 repositories
Tasks archive 2025-07-28
20 shown of 124 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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections