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node-classification-on-citeseer

Node Classification
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PaperCodeAccuracyTraining SplitValidation1:1 AccuracyAccuracy (%)Inference Time (ms)ModelNameReleaseDate
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?82.07 ± 1.04ACMII-Snowball-22021-09-12
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?81.68 ± 0.97ACM-GCN2021-09-12
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?81.58 ± 1.23ACM-Snowball-22021-09-12
Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?81.56 ± 1.15ACMII-Snowball-32021-09-12
Optimization of Graph Neural Networks with Natural Gradient Descent✓ Link80.52 ± 0.14SSP2020-08-21
NodeNet: A Graph Regularised Neural Network for Node Classification80.09%NodeNet2020-06-16
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels✓ Link79.20%SplineCNN2017-11-24
Unifying Graph Convolutional Neural Networks and Label Propagation✓ Link78.7 ± 0.6GCN-LPA2020-02-17
The Split Matters: Flat Minima Methods for Improving the Performance of GNNs✓ Link77.99 ± 1.57%Graph-MLP + SWA2023-06-15
CN-Motifs Perceptive Graph Neural Networks76.81±1.40CNMPGNN2021-11-15
Mitigating Degree Biases in Message Passing Mechanism by Utilizing Community Structures✓ Link76.59±0.98CGT2023-12-28
Inferring from References with Differences for Semi-Supervised Node Classification on Graphs✓ Link76.333ference2022-04-11
Multi-Mask Aggregators for Graph Neural Networks✓ Link76.30%MMA2022-11-24
AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models✓ Link76.22 ± 0.20AdaGCN2019-08-14
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity✓ Link76.08±2.5UGT2023-08-18
Predict then Propagate: Graph Neural Networks meet Personalized PageRank✓ Link75.83%YESPPNP2018-10-14
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link75.79%CoLinkDist2021-06-16
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link75.77%CoLinkDistMLP2021-06-16
Predict then Propagate: Graph Neural Networks meet Personalized PageRank✓ Link75.73%APPNP2018-10-14
Cleora: A Simple, Strong and Scalable Graph Embedding Scheme✓ Link75.7Cleora2021-02-03
Graph Representation Learning Beyond Node and Homophily✓ Link75.53PairE2022-03-03
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link75.25%LinkDistMLP2021-06-16
Learning Discrete Structures for Graph Neural Networks✓ Link75.0LDS-GNN2019-03-28
Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages✓ Link74.72%LinkDist2021-06-16
DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters✓ Link74.7 ± 0.4DFNet-ATT2019-10-24
A Flexible Generative Framework for Graph-based Semi-supervised Learning✓ Link74.5%20 per node with early stopping setYESG3NN2019-05-26
Just Jump: Dynamic Neighborhood Aggregation in Graph Neural Networks✓ Link74.50%DNAConv2019-04-09
TREE-G: Decision Trees Contesting Graph Neural Networks✓ Link74.5TREE-G2022-07-06
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link73.7%GResNet(LoopyNet)2019-09-12
Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure✓ Link73.7%GraphVAT2019-02-20
Structure fusion based on graph convolutional networks for semi-supervised classification73.5%SPF-GCN2019-07-02
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link73.5%GResNet(GAT)2019-09-12
Structure fusion based on graph convolutional networks for semi-supervised classification73.4%SF-GCN2019-07-02
Diffusion Improves Graph Learning✓ Link73.35%GCN (PPR Diffusion)2019-10-28
Graph U-Nets✓ Link73.2 ± 0.5%Graph U-Nets2019-05-11
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning✓ Link73.1 ± 0.9%GraphNAS2019-04-22
Large-Scale Learnable Graph Convolutional Networks✓ Link73.0 ± 0.6%LGCN sub2018-08-12
hpGAT: High-order Proximity Informed Graph Attention Network73.0%hpGAT2019-08-28
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link72.7%GResNet(GCN)2019-09-12
Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification✓ Link72.7%DifNet2020-01-22
Understanding over-squashing and bottlenecks on graphs via curvature✓ Link72.58±0.20SDRF2021-11-29
Graph Attention Networks✓ Link72.5 ± 0.7%fixed 20 per nodeYESGAT2017-10-30
DiffWire: Inductive Graph Rewiring via the Lovász Bound✓ Link72.26CT-Layer (PE)2022-06-15
N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification✓ Link72.2%N-GCN2018-02-24
Deep Graph Contrastive Representation Learning✓ Link72.1 ± 0.5GRACE2020-06-07
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning✓ Link71.9 ± 1.4Graph InfoClust (GIC)2020-09-15
Multi-Task Graph Autoencoders✓ Link71.80%YESMTGAE2018-11-07
Deep Graph Infomax✓ Link71.8 ± 0.7%DGI2018-09-27
Robust Graph Data Learning via Latent Graph Convolutional Representation71.8%GOCN2019-04-26
Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation✓ Link71.77± 2.01GLNN2021-10-17
Graph Wavelet Neural Network✓ Link71.7%GWNN2019-04-12
Learning to Make Predictions on Graphs with Autoencoders✓ Link71.60%alpha-LoNGAE2018-02-23
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation✓ Link71.6%LoopyNet2019-09-12
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing✓ Link71.4%20 per nodeYESMixHop2019-04-30
Graph-Bert: Only Attention is Needed for Learning Graph Representations✓ Link71.2%Graph-Bert2020-01-15
Graph Star Net for Generalized Multi-Task Learning✓ Link71.0GraphStar2019-06-21
Graphite: Iterative Generative Modeling of Graphs✓ Link71.0 ± 0.07Graphite2018-03-28
Semi-Supervised Classification with Graph Convolutional Networks✓ Link70.3GCN2016-09-09
Fast Graph Representation Learning with PyTorch Geometric✓ Link70.0 ± 1.4APPNP2019-03-06
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering✓ Link69.8%ChebNet2016-06-30
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View69.7%GCN + AdaGraph (AG)2019-09-07
Certifiable Robustness and Robust Training for Graph Convolutional Networks✓ Link68%GNN RH-U2019-06-28
DiffWire: Inductive Graph Rewiring via the Lovász Bound✓ Link66.71CT-Layer2022-06-15
SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations✓ Link66.6SNoRe2020-09-08
Revisiting Semi-Supervised Learning with Graph Embeddings✓ Link64.7%Planetoid*2016-03-29
Deeper-GXX: Deepening Arbitrary GNNs61.25±1.29TGCL+ResNet2021-10-26
Watch Your Step: Learning Node Embeddings via Graph Attention✓ Link51.5%AttentionWalk2017-10-26
Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection✓ Link42.42%DANMF2018-10-22
Strong Transitivity Relations and Graph Neural Networks✓ Link75.0TransGNN2024-01-01
Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network✓ Link77.98PathNet2022-07-20
FIT-GNN: Faster Inference Time for GNNs Using Coarsening✓ Link0.0018FIT-GNN2024-10-19
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