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الرئيسية
SOTA
Node Classification
Node Classification On Pubmed 003
Node Classification On Pubmed 003
المقاييس
Accuracy
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy
Paper Title
Repository
VCHN
71.8%
View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
DCNN
60.9%
Diffusion-Convolutional Neural Networks
Truncated Krylov
71.11%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GGNN
55.8%
Gated Graph Sequence Neural Networks
Snowball (tanh)
62.61%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
GAT
50.9%
Graph Attention Networks
ChebyNet
45.3%
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
MT-GCN
65.5%
Mutual Teaching for Graph Convolutional Networks
Snowball (linear + tanh)
61.94%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
Snowball (linear)
68.12%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
AdaLanczosNet
61%
LanczosNet: Multi-Scale Deep Graph Convolutional Networks
GCN-FP
56.2%
Convolutional Networks on Graphs for Learning Molecular Fingerprints
LanczosNet
60.4 ± 8.6
LanczosNet: Multi-Scale Deep Graph Convolutional Networks
GraphSAGE
45.4%
Inductive Representation Learning on Large Graphs
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