Transductive Node Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Pubmed (transductive)	HDGCN	Accuracy91	95	1mo ago
Cora (transductive)	Autoscale	Accuracy89.77	72	1mo ago
Citeseer (transductive)		Accuracy77.99	61	1mo ago
Cora 20 labels per class	COLES-S^2GC	Mean Accuracy81.5	37	1mo ago
Citeseer 20 labels per class	COLES-GCN (Stiefel)	Mean Classification Accuracy71.7	20	1mo ago
Citeseer 5 labels per class	COLES-GCN (Stiefel)	Accuracy67.9	20	1mo ago
Cora 5 labels per class	COLES-S^2GC	Mean Accuracy76.5	20	1mo ago
Cora Full 5 labels per class	COLES-S^2GC	Mean Accuracy0.508	17	1mo ago
Pubmed 20 labels per class	COLES-S^2GC	Accuracy77.4	17	1mo ago
Pubmed 5 labels per class	Graph2Gauss	Accuracy67.6	17	1mo ago
Pubmed (100 random dataset splits)	SL-GCN	Accuracy79.21	12	1mo ago
Citeseer 100 random dataset splits	SL-Tran	Accuracy74.43	12	1mo ago
Cora 100 random dataset splits	Baseline-Tran	Accuracy0.8327	12	1mo ago
NELL	AIR-GCN	Accuracy68.5	9	1mo ago
Sailing Natural missing features (test)	DDFI	Accuracy70.95	8	1mo ago
Citeseer Structural missing features (test)	DDFI	Accuracy60.04	8	1mo ago
Cora Structural missing features (test)	DDFI	Accuracy77.44	8	1mo ago
Cora Uniform missing features (test)	DDFI	Accuracy79.62	8	1mo ago
Coauthor CS		RApre5.14	8	1mo ago
Pubmed	IDEA	RApre0.0499	8	1mo ago
Citeseer		RApre4.58	8	1mo ago
Cora	GNNDelete	RApre (%)5.28	8	1mo ago
wikiCS	Autoscale	Accuracy81.87	7	1mo ago
US County	FDiff-scale	Accuracy90.05	7	1mo ago
Rice31	FDiff-scale	Accuracy87.89	7	1mo ago

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