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Graph Classification research benchmarks – Page 29 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

76.6Accuracy

3

Feb 26, 2026

73.6Accuracy

3

Feb 26, 2026

41.32Accuracy

3

Feb 26, 2026

ogbg-ppa (random species split)

68.9Accuracy

2

Jun 2, 2026

Tox21 MMP (test)

62.14F1 Macro

2

May 12, 2026

Tox21 ARE (test)

59.11F1 Macro

2

May 12, 2026

Tox21 ARE (eval)

52.69F1 Macro

2

May 12, 2026

53.28F1 macro

2

May 12, 2026

78.6F1 macro

2

May 12, 2026

62F1 macro

2

May 12, 2026

70.81F1 macro

2

May 12, 2026

OGBG-MolHIV GIN (test)

77.55ROC-AUC

2

Apr 13, 2026

ogbn-arxiv v1 (target)

62.8Accuracy

2

Mar 11, 2026

Wiki-CS v1 (target)

66.4Accuracy

2

Mar 11, 2026

ogbn-Tech v1 (target)

87.8Accuracy

2

Mar 11, 2026

Experiments I Location 4 (test)

97Accuracy

2

Feb 26, 2026

Experiments Location 3 I (test)

0.97Accuracy

2

Feb 26, 2026

Experiments I Location 2 (test)

97Accuracy

2

Feb 26, 2026

Experiments Location 1 I (test)

96Accuracy

2

Feb 26, 2026

CIFAR10 superpixel (test)

63.6Certified Accuracy (p=0)

2

Feb 26, 2026

92.5Accuracy

2

Feb 26, 2026

95.7Accuracy

2

Feb 26, 2026

98Accuracy

2

Feb 26, 2026

CORA 100% full graph

84.81Accuracy

2

Feb 26, 2026

CORA (75% edges retained)

83.61Accuracy

2

Feb 26, 2026

Page 29 of 30

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