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SOTA Transductive Node Classification benchmarks and papers with code | Wizwand
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Transductive Node Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Pubmed (transductive)
HDGCN
Accuracy
91
95
4d ago
Cora (transductive)
Autoscale
Accuracy
89.77
72
4d ago
Citeseer (transductive)
SOTA
Accuracy
77.99
61
4d ago
Cora 20 labels per class
COLES-S^2GC
Mean Accuracy
81.5
37
4d ago
Citeseer 20 labels per class
COLES-GCN (Stiefel)
Mean Classification Accuracy
71.7
20
4d ago
Citeseer 5 labels per class
COLES-GCN (Stiefel)
Accuracy
67.9
20
4d ago
Cora 5 labels per class
COLES-S^2GC
Mean Accuracy
76.5
20
4d ago
Cora Full 5 labels per class
COLES-S^2GC
Mean Accuracy
0.508
17
4d ago
Pubmed 20 labels per class
COLES-S^2GC
Accuracy
77.4
17
4d ago
Pubmed 5 labels per class
Graph2Gauss
Accuracy
67.6
17
4d ago
Pubmed (100 random dataset splits)
SL-GCN
Accuracy
79.21
12
4d ago
Citeseer 100 random dataset splits
SL-Tran
Accuracy
74.43
12
4d ago
Cora 100 random dataset splits
Baseline-Tran
Accuracy
0.8327
12
4d ago
NELL
AIR-GCN
Accuracy
68.5
9
4d ago
Sailing Natural missing features (test)
DDFI
Accuracy
70.95
8
4d ago
Citeseer Structural missing features (test)
DDFI
Accuracy
60.04
8
4d ago
Cora Structural missing features (test)
DDFI
Accuracy
77.44
8
4d ago
Cora Uniform missing features (test)
DDFI
Accuracy
79.62
8
4d ago
Coauthor CS
GraphEditor
RApre
5.14
8
4d ago
Pubmed
IDEA
RApre
0.0499
8
4d ago
Citeseer
GraphEditor
RApre
4.58
8
4d ago
Cora
GNNDelete
RApre (%)
5.28
8
4d ago
wikiCS
Autoscale
Accuracy
81.87
7
4d ago
US County
FDiff-scale
Accuracy
90.05
7
4d ago
Rice31
FDiff-scale
Accuracy
87.89
7
4d ago
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