Methods › Graphs › Graph Models › GCN
Graph Convolutional Network
GCN
Introduced by Thomas N. Kipf et al. in Semi-Supervised Classification with Graph Convolutional Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Graph Convolutional Network, or GCN, is an approach for semi-supervised learning on graph-structured data. It is based on an efficient variant of convolutional neural networks which operate directly on graphs. The choice of convolutional architecture is motivated via a localized first-order approximation of spectral graph convolutions. The model scales linearly in the number of graph edges and learns hidden layer representations that encode both local graph structure and features of nodes.
Papers archive 2025-07-28
30 shown of 968, 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.
-
Temporal-Aware Graph Attention Network for Cryptocurrency Transaction Fraud Detection 26 Jun 2025 · 0 repositories · arXiv:2506.21382
-
Dense Video Captioning using Graph-based Sentence Summarization 25 Jun 2025 · 0 repositories · arXiv:2506.20583
-
EHCube4P: Learning Epistatic Patterns Through Hypercube Graph Convolution Neural Network for Protein Fitness Function Estimation 20 Jun 2025 · 0 repositories · arXiv:2506.16921
-
GCN-Driven Reinforcement Learning for Probabilistic Real-Time Guarantees in Industrial URLLC 17 Jun 2025 · 0 repositories · arXiv:2506.15011
-
ST-GraphNet: A Spatio-Temporal Graph Neural Network for Understanding and Predicting Automated Vehicle Crash Severity 9 Jun 2025 · 0 repositories · arXiv:2506.08051
-
Denoising Programming Knowledge Tracing with a Code Graph-based Tuning Adaptor 7 Jun 2025 · 0 repositories · arXiv:2506.11107
-
LLM-based Generative Error Correction for Rare Words with Synthetic Data and Phonetic Context 23 May 2025 · 1 repository · arXiv:2505.17410
-
Nonparametric Teaching for Graph Property Learners 20 May 2025 · 1 repository · arXiv:2505.14170
-
Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs 19 May 2025 · 0 repositories · arXiv:2505.12788
-
GNN-Suite: a Graph Neural Network Benchmarking Framework for Biomedical Informatics 15 May 2025 · 1 repository · arXiv:2505.10711
-
Joint Graph Convolution and Sequential Modeling for Scalable Network Traffic Estimation 12 May 2025 · 0 repositories · arXiv:2505.07674
-
HDiffTG: A Lightweight Hybrid Diffusion-Transformer-GCN Architecture for 3D Human Pose Estimation 7 May 2025 · 1 repository · arXiv:2505.04276
-
Robustness questions the interpretability of graph neural networks: what to do? 5 May 2025 · 0 repositories · arXiv:2505.02566
-
3D Human Pose Estimation via Spatial Graph Order Attention and Temporal Body Aware Transformer 2 May 2025 · 1 repository · arXiv:2505.01003
-
Combining GCN Structural Learning with LLM Chemical Knowledge for or Enhanced Virtual Screening 24 Apr 2025 · 0 repositories · arXiv:2504.17497
-
Simplifying Graph Convolutional Networks with Redundancy-Free Neighbors 18 Apr 2025 · 0 repositories · arXiv:2504.13426
-
SkeletonX: Data-Efficient Skeleton-based Action Recognition via Cross-sample Feature Aggregation 16 Apr 2025 · 1 repository · arXiv:2504.11749
-
Detecting Credit Card Fraud via Heterogeneous Graph Neural Networks with Graph Attention 11 Apr 2025 · 0 repositories · arXiv:2504.08183
-
DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting 10 Apr 2025 · 0 repositories · arXiv:2504.07822
-
Squeeze and Excitation: A Weighted Graph Contrastive Learning for Collaborative Filtering 6 Apr 2025 · 1 repository · arXiv:2504.04443
-
Dual-stream Transformer-GCN Model with Contextualized Representations Learning for Monocular 3D Human Pose Estimation 2 Apr 2025 · 1 repository · arXiv:2504.01764
-
EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding 2 Apr 2025 · 0 repositories · arXiv:2504.03757
-
Addressing Model Overcomplexity in Drug-Drug Interaction Prediction With Molecular Fingerprints 30 Mar 2025 · 0 repositories · arXiv:2503.23550
-
Graph-Structured Driven Dual Adaptation for Mitigating Popularity Bias 30 Mar 2025 · 0 repositories · arXiv:2503.23358
-
Spatio-Temporal Graph Structure Learning for Earthquake Detection 14 Mar 2025 · 1 repository · arXiv:2503.11215
-
SDFA: Structure Aware Discriminative Feature Aggregation for Efficient Human Fall Detection in Video 10 Mar 2025 · 0 repositories · arXiv:2503.07008
-
NodeReg: Mitigating the Imbalance and Distribution Shift Effects in Semi-Supervised Node Classification via Norm Consistency 5 Mar 2025 · 0 repositories · arXiv:2503.03211
-
TrafficKAN-GCN: Graph Convolutional-based Kolmogorov-Arnold Network for Traffic Flow Optimization 5 Mar 2025 · 1 repository · arXiv:2503.03276
-
Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method 4 Mar 2025 · 0 repositories · arXiv:2503.13475
-
Statistical physics analysis of graph neural networks: Approaching optimality in the contextual stochastic block model 3 Mar 2025 · 0 repositories · arXiv:2503.01361
Tasks archive 2025-07-28
20 shown of 490 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