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الرئيسية
SOTA
تصنيف العقد
Node Classification On Pubmed 01
Node Classification On Pubmed 01
المقاييس
Accuracy
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy
Paper Title
Repository
Truncated Krylov
77.21%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
DCNN
73.1%
Diffusion-Convolutional Neural Networks
GAT
59.6%
Graph Attention Networks
GCN-FP
70.3%
Convolutional Networks on Graphs for Learning Molecular Fingerprints
GGNN
70.4%
Gated Graph Sequence Neural Networks
ChebyNet
55.2%
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
LanczosNet
73.4 ± 5.1
LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Snowball (linear + tanh)
75.30%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
VCHN
76.8%
View-Consistent Heterogeneous Network on Graphs With Few Labeled Nodes
-
GraphSAGE
65.4%
Inductive Representation Learning on Large Graphs
AdaLanczosNet
72.8 ± 4.6
LanczosNet: Multi-Scale Deep Graph Convolutional Networks
Snowball (tanh)
74.40%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
MT-GCN
73.1%
Mutual Teaching for Graph Convolutional Networks
Snowball (linear)
73.83%
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
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