PubMed

A citation-network benchmark of biomedical papers for node classification.

Papers using PubMed (25)

P-DROP: Poisson-Based Dropout for Graph Neural Networks2025Graph Attention Networks2017 · 8,350 citesGraph Wavelet Neural Network2019 · 78 citesN-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification2018 · 36 citesMulti-hop Attention Graph Neural Network2020 · 35 citesKeep It Simple: Graph Autoencoders Without Graph Convolutional Networks2019 · 22 citesLocal Augmentation for Graph Neural Networks2021 · 19 citesGraph Inference Learning for Semi-supervised Classification2020 · 18 citesHigher-order Weighted Graph Convolutional Networks2019 · 13 citesA Deep Graph Wavelet Convolutional Neural Network for Semi-supervised Node Classification2021 · 13 citesGraph Convolutional Networks using Heat Kernel for Semi-supervised Learning2020 · 8 citesEvery Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning2018 · 6 citesGraphMix: Improved Training of GNNs for Semi-Supervised Learning2019 · 2 citesPre-train and Learn: Preserve Global Information for Graph Neural Networks2019 · 2 citesMixture of Link Predictors on Graphs2024 · 2 citesRobust Subgraph Learning by Monitoring Early Training Representations2024 · 1 citesProbabilistic and Regularized Graph Convolutional Networks2018Graph Representation Learning Network via Adaptive Sampling2020Lookup subnet based Spatial Graph Convolutional neural Network2021Learnt Sparsification for Interpretable Graph Neural Networks2021Adaptive Multi-layer Contrastive Graph Neural Networks2021Graph Convolutional Network For Semi-supervised Node Classification With Subgraph Sketching2024Boosting Graph Neural Network Expressivity with Learnable Lanczos Constraints2024Focus Where It Matters: Graph Selective State Focused Attention Networks2024AutoGraph: Automated Graph Neural Network2020