OpenCodePapers

node-classification-on-pubmed

Node Classification
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PaperCodeAccuracyTraining SplitF1ValidationAccuracy (%)F1-ScoreInference Time (ms)ModelNameReleaseDate
Clarify Confused Nodes via Separated Learning✓ Link91.64 ± 0.53NCGCN2023-06-04
Clarify Confused Nodes via Separated Learning✓ Link91.55 ± 0.38NCSAGE2023-06-04
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?91.31 ± 0.6ACMII-Snowball-32021-09-12
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?90.74 ± 0.5ACM-GCN2021-09-12
The Split Matters: Flat Minima Methods for Improving the Performance of GNNs✓ Link90.64 ± 0.46%Graph-MLP + SAF2023-06-15
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?90.56 ± 0.39ACMII-Snowball-22021-09-12
NodeNet: A Graph Regularised Neural Network for Node Classification90.21%NodeNet2020-06-16
CN-Motifs Perceptive Graph Neural Networks90.07± 0.43CNMPGNN2021-11-15
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link89.58%CoLinkDist2021-06-16
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link89.53%CoLinkDistMLP2021-06-16
Optimization of Graph Neural Networks with Natural Gradient Descent✓ Link89.36 ± 0.57SSP2020-08-21
Inferring from References with Differences for Semi-Supervised Node Classification on Graphs✓ Link88.903ference2022-04-11
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels✓ Link88.88%SplineCNN2017-11-24
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link88.86%LinkDist2021-06-16
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link88.79%LinkDistMLP2021-06-16
Mixup for Node and Graph Classification✓ Link87.9%GCN + Mixup2021-06-01
Unifying Graph Convolutional Neural Networks and Label Propagation✓ Link87.8 ± 0.6GCN-LPA2020-02-17
Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures✓ Link86.86±0.12CGT2023-12-28
Deep Graph Contrastive Representation Learning✓ Link86.7 ± 0.1GRACE2020-06-07
DiffWire: Inductive Graph Rewiring via the Lovász Bound✓ Link86.07CT-Layer (PE)2022-06-15
Certifiable Robustness and Robust Training for Graph Convolutional Networks✓ Link86%GNN RH-U2019-06-28
Multi-Mask Aggregators for Graph Neural Networks✓ Link86.00%MMA2022-11-24
DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters✓ Link85.2 ± 0.3DFNet-ATT2019-10-24
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link83.0%GResNet(LoopyNet)2019-09-12
Transferring Robustness for Graph Neural Network Against Poisoning Attacks✓ Link82.92 ± 0.13PA-GNN2019-08-20
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link82.2%GResNet(GAT)2019-09-12
Deeper-GXX: Deepening Arbitrary GNNs81.92±0.13TGCL+ResNet2021-10-26
[]()81.9%fixed 20 per classDSGCN
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link81.7%GResNet(GCN)2019-09-12
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link81.2%LoopyNet2019-09-12
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing✓ Link80.8%20 per nodeYESMixHop2019-04-30
Multi-Task Graph Autoencoders✓ Link80.40%20 per nodeYESMTGAE2018-11-07
Hyperbolic Graph Convolutional Neural Networks✓ Link80.3%HGCN2019-10-28
Cleora: A Simple, Strong and Scalable Graph Embedding Scheme✓ Link80.2Cleora2021-02-03
Structure fusion based on graph convolutional networks for semi-supervised classification80.0%SPF-GCN2019-07-02
Diffusion Improves Graph Learning✓ Link79.95%JK (Heat Diffusion)2019-10-28
AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models✓ Link79.76 ± 0.27AdaGCN2019-08-14
Predict then Propagate: Graph Neural Networks meet Personalized PageRank✓ Link79.73 ± 0.31YESAPPNP2018-10-14
Robust Graph Data Learning via Latent Graph Convolutional Representation79.7%GOCN2019-04-26
Auto-GNN: Neural Architecture Search of Graph Neural Networks79.7 ± 0.4%AGNN-w/o share2019-09-07
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning✓ Link79.6 ± 0.4%GraphNAS2019-04-22
Graph U-Nets✓ Link79.6 ± 0.2%Graph U-Nets2019-05-11
Large-Scale Learnable Graph Convolutional Networks✓ Link79.5%LGCN sub2018-08-12
N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification✓ Link79.5%N-GCN2018-02-24
Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification✓ Link79.5%DifNet2020-01-22
Learning to Make Predictions on Graphs with Autoencoders✓ Link79.40%alpha-LoNGAE2018-02-23
Fast Graph Representation Learning with PyTorch Geometric✓ Link79.4 ± 2.2APPNP2019-03-06
Graphite: Iterative Generative Modeling of Graphs✓ Link79.3 ± 0.03Graphite2018-03-28
Structure fusion based on graph convolutional networks for semi-supervised classification79.3%SF-GCN2019-07-02
Graph-Bert: Only Attention is Needed for Learning Graph Representations✓ Link79.3%Graph-Bert2020-01-15
Graph Wavelet Neural Network✓ Link79.1%GWNN2019-04-12
Understanding over-squashing and bottlenecks on graphs via curvature✓ Link79.10±0.11SDRF2021-11-29
Graph Attention Networks✓ Link79.0 ± 0.3%fixed 20 per nodeYES79.0GAT2017-10-30
Semi-Supervised Classification with Graph Convolutional Networks✓ Link79.0GCN2016-09-09
A Capsule Network-based Model for Learning Node Embeddings✓ Link78.45%Caps2NE2019-11-12
A Flexible Generative Framework for Graph-based Semi-supervised Learning✓ Link78.4%20 per node with early stopping setYESG3NN2019-05-26
TREE-G: Decision Trees Contesting Graph Neural Networks✓ Link78.0TREE-G2022-07-06
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View77.4 ± 0.2GCN + AdaGraph (AG)2019-09-07
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning✓ Link77.4 ± 1.9Graph InfoClust (GIC)2020-09-15
Graph Star Net for Generalized Multi-Task Learning✓ Link77.2%GraphStar2019-06-21
Revisiting Semi-Supervised Learning with Graph Embeddings✓ Link77.2%Planetoid*2016-03-29
Deep Graph Infomax✓ Link76.8 ± 0.6%DGI2018-09-27
Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation✓ Link75.42 ± 2.31GLNN2021-10-17
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering✓ Link74.4%ChebNet2016-06-30
DiffWire: Inductive Graph Rewiring via the Lovász Bound✓ Link68.19CT-Layer2022-06-15
Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection✓ Link63.93%DANMF2018-10-22
Graph Representation Learning Beyond Node and Homophily✓ Link88.57PairE2022-03-03
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks✓ Link79.9ClusterGCN2019-05-20
Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network✓ Link88.92PathNet2022-07-20
FIT-GNN: Faster Inference Time for GNNs Using Coarsening✓ Link0.0018FIT-GNN2024-10-19
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