SOTA Transductive Node Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Pubmed (transductive)	HDGCN	Accuracy91	95	4mo ago
Cora (transductive)	Autoscale	Accuracy89.77	72	4mo ago
Citeseer (transductive)		Accuracy77.99	61	4mo ago
Cora 20 labels per class	COLES-S^2GC	Mean Accuracy81.5	37	4mo ago
Citeseer 20 labels per class	COLES-GCN (Stiefel)	Mean Classification Accuracy71.7	20	4mo ago
Citeseer 5 labels per class	COLES-GCN (Stiefel)	Accuracy67.9	20	4mo ago
Cora 5 labels per class	COLES-S^2GC	Mean Accuracy76.5	20	4mo ago
Cora Full 5 labels per class	COLES-S^2GC	Mean Accuracy0.508	17	4mo ago
Pubmed 20 labels per class	COLES-S^2GC	Accuracy77.4	17	4mo ago
Pubmed 5 labels per class	Graph2Gauss	Accuracy67.6	17	4mo ago
minesweeper	MAVN	AUC-ROC98.82	15	1mo ago
tolokers	MAVN	AUC-ROC86.73	14	1mo ago
Pubmed (100 random dataset splits)	SL-GCN	Accuracy79.21	12	4mo ago
Citeseer 100 random dataset splits	SL-Tran	Accuracy74.43	12	4mo ago
Cora 100 random dataset splits	Baseline-Tran	Accuracy0.8327	12	4mo ago
NELL	AIR-GCN	Accuracy68.5	9	4mo ago
Sailing Natural missing features (test)	DDFI	Accuracy70.95	8	4mo ago
Citeseer Structural missing features (test)	DDFI	Accuracy60.04	8	4mo ago
Cora Structural missing features (test)	DDFI	Accuracy77.44	8	4mo ago
Cora Uniform missing features (test)	DDFI	Accuracy79.62	8	4mo ago
Coauthor CS		RApre5.14	8	4mo ago
Pubmed	IDEA	RApre0.0499	8	4mo ago
Citeseer		RApre4.58	8	4mo ago
Cora	GNNDelete	RApre (%)5.28	8	4mo ago
wikiCS	Autoscale	Accuracy81.87	7	4mo ago

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