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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 23 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

62.25Accuracy

8

Jun 4, 2026

IMDB-Multi Fair setup

ShareGNN (Random)

51.6Accuracy

8

May 26, 2026

IMDB-Binary Fair setup

76.1Accuracy

8

May 26, 2026

NCI1 Fair setup

85.4Accuracy

8

May 26, 2026

100Accuracy

8

Apr 23, 2026

99.27Accuracy

8

Apr 23, 2026

100Model Accuracy

8

Apr 23, 2026

100Accuracy

8

Apr 23, 2026

89.67ASR

8

Mar 6, 2026

69Accuracy

8

Feb 26, 2026

DrugOOD Ki-Size (test)

0.768ROC-AUC

8

Feb 26, 2026

DrugOOD Ki-Assay (test)

0.784ROC-AUC

8

Feb 26, 2026

96.3Accuracy

8

Feb 26, 2026

100Accuracy

8

Feb 26, 2026

MoleculeNet hiv

72.9AUC ROC

8

Feb 26, 2026

MoleculeNet tox21

0.754AUC-ROC

8

Feb 26, 2026

100Accuracy

8

Feb 26, 2026

100Accuracy

8

Feb 26, 2026

Graph classification benchmark suite (DD, NCI1, PROTEINS, ENZYMES, IMDB-B, IMDB-M, REDDIT-B, REDDIT-5K, COLLAB)

2.6Average Rank

8

Feb 26, 2026

80Accuracy (Max)

8

Jun 4, 2026

SPURIOUS-MOTIF b=0.9 (test)

61.49Accuracy

8

Feb 26, 2026

SPURIOUS-MOTIF b=0.7 (test)

67.31Accuracy

8

Feb 26, 2026

SPURIOUS-MOTIF b=0.5 (test)

69.72Accuracy

8

Feb 26, 2026

GRAPH-SST2 (test)

82.99Accuracy

8

Feb 26, 2026

OGBG-PPA 1.0 (test)

79.76Accuracy

8

Feb 26, 2026

Page 23 of 30

Popular datasets

DD IMDB PROTEINS FRANKENSTEIN NCI1

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