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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 21 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BA-HouseAndGrid MultipleMotif (test)

97.9AUC-ROC

9

Jun 5, 2026

SPMotif SingleMotif (test)

74.8AUC-ROC

9

Jun 5, 2026

BA-HouseGrid SingleMotif (test)

0.965AUC-ROC

9

Jun 5, 2026

BA-2motifs SingleMotif (test)

0.971AUC-ROC

9

Jun 5, 2026

79.46Macro F1

9

Apr 20, 2026

53.43Accuracy

9

Apr 14, 2026

54.04Accuracy

9

Apr 14, 2026

68.9Accuracy

9

Apr 14, 2026

73.77Accuracy

9

Apr 14, 2026

58.87Accuracy

9

Apr 14, 2026

61.84Accuracy

9

Apr 14, 2026

68.5Accuracy

9

Apr 14, 2026

57.3Accuracy

9

Apr 14, 2026

67.82Accuracy

9

Apr 14, 2026

70.8Accuracy

9

Apr 14, 2026

69.63Accuracy

9

Apr 14, 2026

74.53Accuracy

9

Apr 14, 2026

73.29Accuracy

9

Apr 14, 2026

76.31Accuracy

9

Apr 14, 2026

69.28Accuracy

9

Apr 14, 2026

70.17Accuracy

9

Apr 14, 2026

56.73Accuracy

9

Feb 26, 2026

PROTEINS source→target

74Score (P0 -> P1)

9

Feb 26, 2026

FRANKENSTEIN source-to-target (density-based splits (F0, F1, F2, F3))

59.7Performance (F0->F1)

9

Feb 26, 2026

REDDIT-12K (10-fold cross validation)

49.03Accuracy

9

Feb 26, 2026

Page 21 of 30

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DD IMDB PROTEINS FRANKENSTEIN NCI1

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