|
PairE
|
Graph Representation Learning Beyond Node and Hom…
|
88.57
|
2022-03-03
|
|
|
CT-Layer (PE)
|
DiffWire: Inductive Graph Rewiring via the Lovász…
|
86.07
|
2022-06-15
|
|
|
Cleora
|
Cleora: A Simple, Strong and Scalable Graph Embed…
|
80.20
|
2021-02-03
|
|
|
ClusterGCN
|
Cluster-GCN: An Efficient Algorithm for Training …
|
79.90
|
2019-05-20
|
|
|
GAT
|
Graph Attention Networks
|
79.00
|
2017-10-30
|
|
|
GCN
|
Semi-Supervised Classification with Graph Convolu…
|
79.00
|
2016-09-09
|
|
|
TREE-G
|
TREE-G: Decision Trees Contesting Graph Neural Ne…
|
78.00
|
2022-07-06
|
|
|
CT-Layer
|
DiffWire: Inductive Graph Rewiring via the Lovász…
|
68.19
|
2022-06-15
|
|
|
FIT-GNN
|
FIT-GNN: Faster Inference Time for GNNs Using Coa…
|
0.00
|
2024-10-19
|
|
|
NCGCN
|
Clarify Confused Nodes via Separated Learning
|
|
2023-06-04
|
|
|
NCSAGE
|
Clarify Confused Nodes via Separated Learning
|
|
2023-06-04
|
|
|
ACMII-Snowball-3
|
Is Heterophily A Real Nightmare For Graph Neural …
|
|
2021-09-12
|
|
|
ACM-GCN
|
Is Heterophily A Real Nightmare For Graph Neural …
|
|
2021-09-12
|
|
|
Graph-MLP + SAF
|
The Split Matters: Flat Minima Methods for Improv…
|
|
2023-06-15
|
|
|
ACMII-Snowball-2
|
Is Heterophily A Real Nightmare For Graph Neural …
|
|
2021-09-12
|
|
|
NodeNet
|
NodeNet: A Graph Regularised Neural Network for N…
|
|
2020-06-16
|
|
|
CoLinkDist
|
Distilling Self-Knowledge From Contrastive Links …
|
|
2021-06-16
|
|
|
CoLinkDistMLP
|
Distilling Self-Knowledge From Contrastive Links …
|
|
2021-06-16
|
|
|
SSP
|
Optimization of Graph Neural Networks with Natura…
|
|
2020-08-21
|
|
|
SplineCNN
|
SplineCNN: Fast Geometric Deep Learning with Cont…
|
|
2017-11-24
|
|
|
LinkDist
|
Distilling Self-Knowledge From Contrastive Links …
|
|
2021-06-16
|
|
|
LinkDistMLP
|
Distilling Self-Knowledge From Contrastive Links …
|
|
2021-06-16
|
|
|
GCN-LPA
|
Unifying Graph Convolutional Neural Networks and …
|
|
2020-02-17
|
|
|
CGT
|
Mitigating Degree Biases in Message Passing Mecha…
|
|
2023-12-28
|
|
|
GRACE
|
Deep Graph Contrastive Representation Learning
|
|
2020-06-07
|
|
|
GNN RH-U
|
Certifiable Robustness and Robust Training for Gr…
|
|
2019-06-28
|
|
|
DFNet-ATT
|
DFNets: Spectral CNNs for Graphs with Feedback-Lo…
|
|
2019-10-24
|
|
|
GResNet(LoopyNet)
|
GResNet: Graph Residual Network for Reviving Deep…
|
|
2019-09-12
|
|
|
PA-GNN
|
Transferring Robustness for Graph Neural Network …
|
|
2019-08-20
|
|
|
GResNet(GAT)
|
GResNet: Graph Residual Network for Reviving Deep…
|
|
2019-09-12
|
|
|
TGCL+ResNet
|
Deeper-GXX: Deepening Arbitrary GNNs
|
|
2021-10-26
|
|
|
GResNet(GCN)
|
GResNet: Graph Residual Network for Reviving Deep…
|
|
2019-09-12
|
|
|
LoopyNet
|
GResNet: Graph Residual Network for Reviving Deep…
|
|
2019-09-12
|
|
|
MixHop
|
MixHop: Higher-Order Graph Convolutional Architec…
|
|
2019-04-30
|
|
|
MTGAE
|
Multi-Task Graph Autoencoders
|
|
2018-11-07
|
|
|
HGCN
|
Hyperbolic Graph Convolutional Neural Networks
|
|
2019-10-28
|
|
|
SPF-GCN
|
Structure fusion based on graph convolutional net…
|
|
2019-07-02
|
|
|
JK (Heat Diffusion)
|
Diffusion Improves Graph Learning
|
|
2019-10-28
|
|
|
AdaGCN
|
AdaGCN: Adaboosting Graph Convolutional Networks …
|
|
2019-08-14
|
|
|
APPNP
|
Predict then Propagate: Graph Neural Networks mee…
|
|
2018-10-14
|
|
|
GOCN
|
Robust Graph Data Learning via Latent Graph Convo…
|
|
2019-04-26
|
|
|
AGNN-w/o share
|
Auto-GNN: Neural Architecture Search of Graph Neu…
|
|
2019-09-07
|
|
|
GraphNAS
|
GraphNAS: Graph Neural Architecture Search with R…
|
|
2019-04-22
|
|
|
Graph U-Nets
|
Graph U-Nets
|
|
2019-05-11
|
|
|
LGCN sub
|
Large-Scale Learnable Graph Convolutional Networks
|
|
2018-08-12
|
|
|
N-GCN
|
N-GCN: Multi-scale Graph Convolution for Semi-sup…
|
|
2018-02-24
|
|
|
DifNet
|
Get Rid of Suspended Animation Problem: Deep Diff…
|
|
2020-01-22
|
|
|
alpha-LoNGAE
|
Learning to Make Predictions on Graphs with Autoe…
|
|
2018-02-23
|
|
|
APPNP
|
Fast Graph Representation Learning with PyTorch G…
|
|
2019-03-06
|
|
|
Graphite
|
Graphite: Iterative Generative Modeling of Graphs
|
|
2018-03-28
|
|
|
SF-GCN
|
Structure fusion based on graph convolutional net…
|
|
2019-07-02
|
|
|
Graph-Bert
|
Graph-Bert: Only Attention is Needed for Learning…
|
|
2020-01-15
|
|
|
GWNN
|
Graph Wavelet Neural Network
|
|
2019-04-12
|
|
|
SDRF
|
Understanding over-squashing and bottlenecks on g…
|
|
2021-11-29
|
|
|
Caps2NE
|
A Capsule Network-based Model for Learning Node E…
|
|
2019-11-12
|
|
|
G3NN
|
A Flexible Generative Framework for Graph-based S…
|
|
2019-05-26
|
|
|
GCN + AdaGraph (AG)
|
Measuring and Relieving the Over-smoothing Proble…
|
|
2019-09-07
|
|
|
Graph InfoClust (GIC)
|
Graph InfoClust: Leveraging cluster-level node in…
|
|
2020-09-15
|
|
|
GraphStar
|
Graph Star Net for Generalized Multi-Task Learning
|
|
2019-06-21
|
|
|
Planetoid*
|
Revisiting Semi-Supervised Learning with Graph Em…
|
|
2016-03-29
|
|
|
DGI
|
Deep Graph Infomax
|
|
2018-09-27
|
|
|
GLNN
|
Graph-less Neural Networks: Teaching Old MLPs New…
|
|
2021-10-17
|
|
|
ChebNet
|
Convolutional Neural Networks on Graphs with Fast…
|
|
2016-06-30
|
|