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الرئيسية
SOTA
Node Classification
Node Classification On Cora 05
Node Classification On Cora 05
المقاييس
Accuracy
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy
Paper Title
Repository
GraphSAGE
37.5%
Inductive Representation Learning on Large Graphs
Snowball (linear + tanh)
67.76%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
CPF-ind_APPNP
77.3%
Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework
GAT
41.4%
Graph Attention Networks
Snowball (tanh)
71.36%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
ChebyNet
33.9%
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
GCN-FP
50.5%
Convolutional Networks on Graphs for Learning Molecular Fingerprints
MT-GCN
66.9%
Mutual Teaching for Graph Convolutional Networks
Snowball (linear)
69.99%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GGNN
48.2%
Gated Graph Sequence Neural Networks
DCNN
59.0%
Diffusion-Convolutional Neural Networks
LanczosNet
58.1 ± 8.2
LanczosNet: Multi-Scale Deep Graph Convolutional Networks
AdaLanczosNet
60.8 ± 9.0
LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Truncated Krylov
74.89%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
VCHN
74.9%
View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
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