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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 8 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MIT AICURES (test)

0.673AUPRC

27

Feb 26, 2026

MUV MoleculeNet (test)

33.52AUPRC

27

Feb 26, 2026

HIV MoleculeNet (test)

35.47AUPRC

27

Feb 26, 2026

84Accuracy

26

Jul 9, 2026

68Accuracy

26

Feb 26, 2026

HIV GraphOOD (test)

73.31ROC-AUC

26

Feb 26, 2026

COLLAB (10-fold cross val)

85.5Accuracy

26

Feb 27, 2026

NCI1 TUDataset (10-fold cross-validation)

86Accuracy

26

Feb 26, 2026

73.63Accuracy

26

Feb 26, 2026

68.9Accuracy

26

Feb 26, 2026

59.5Accuracy

26

Feb 26, 2026

87.6Accuracy

25

Mar 4, 2026

IMDB-MULTI (IMDB-M) 1.0 (test)

80AUC

25

Feb 26, 2026

IMDB-BINARY 1.0 (test)

0.85AUC

25

Feb 26, 2026

ENZYMES 1.0 (test)

80AUC

25

Feb 26, 2026

Motif correlation shift (test)

82.51Accuracy

25

Feb 26, 2026

ogbg-molhiv (val)

86.58AUC

25

Feb 26, 2026

76.33Accuracy

25

Feb 26, 2026

86.38Accuracy

24

Jun 30, 2026

DrugOOD IC50 (test)

73.26ROC AUC

24

Feb 26, 2026

Mutagenicity (density-based split (M0, M1, M2, M3))

75.1Average Transition Accuracy

24

Feb 26, 2026

25.58Micro F1

24

Feb 26, 2026

imdb-binary (test)

76.7Micro F1

24

Feb 26, 2026

0.574Accuracy

24

May 13, 2026

OGB-Tox21 (test)

HyperDrop + GMT

0.776ROC-AUC

24

Feb 26, 2026

Page 8 of 30

Popular datasets

DD IMDB PROTEINS FRANKENSTEIN NCI1

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