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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 13 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DD D1→D2 node density shift (test)

80.1Accuracy

15

Feb 26, 2026

DD node density shift D1→D0 (test)

82.1Accuracy

15

Feb 26, 2026

DD D0→D3 node density shift (test)

72.8Accuracy

15

Feb 26, 2026

DD D0→D2 node density shift (test)

67.7Accuracy

15

Feb 26, 2026

ogbg-molhiv node density shift (test)

0.646Performance (H0 -> H1)

15

Feb 26, 2026

0.803ROC-AUC

15

Feb 26, 2026

98.08Accuracy

15

May 7, 2026

Graph-SST2 Degree distribution shift

91.4Accuracy

15

Feb 26, 2026

CMNIST-sp Superpixel distribution shift

68.94Accuracy

15

Feb 26, 2026

DrugOOD Ki-Size (Size-based OOD shift)

92.5ROC-AUC

15

Feb 26, 2026

DrugOOD Ki-Assay (Assay-based OOD shift)

91.08ROC-AUC

15

Feb 26, 2026

DrugOOD EC50 (Size-based OOD shift)

84.53ROC AUC

15

Feb 26, 2026

DrugOOD EC50 Assay-based OOD shift Realistic

84.77ROC-AUC

15

Feb 26, 2026

ogbg-molpcba (val)

GraphGPT-B (24 layers)

32.54AP

15

Feb 26, 2026

BACE Target set

66.1F1 Score

14

Jun 30, 2026

BBBP Target set

0.884F1 Score

14

Jun 30, 2026

DHFR Target set

79.1F1 Score

14

Jun 30, 2026

PROTEINS Target set

56.4F1 Score

14

Jun 30, 2026

ENZYMES Target set

49.1F1 Score

14

Jun 30, 2026

Synth (basis+std, r = 1) OOD

61Accuracy

14

Apr 10, 2026

Synth basis+std r = 1 ID

62.5Accuracy

14

Apr 10, 2026

90.3Accuracy

14

Apr 10, 2026

AMotif basis ID

90.5Accuracy

14

Apr 10, 2026

Motif (size) OOD

55.3Accuracy

14

Apr 10, 2026

Motif basis OOD

73.6Accuracy

14

Apr 10, 2026

Page 13 of 30

Popular datasets

DD IMDB PROTEINS FRANKENSTEIN NCI1

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