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Papers Benchmarks Datasets Tasks

Graph Classification research benchmarks – Page 19 · SOTA2 Research

Graph Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SPMotif-Struc Bias=0.60

88.7Accuracy

11

Feb 26, 2026

REDDIT BINARY (10-fold cross-validation)

92.6Accuracy

11

Feb 26, 2026

REDDIT-12K (test)

48.7Accuracy

11

Feb 26, 2026

PTC-MR discrete attributes (full)

65.31Accuracy

11

Feb 26, 2026

NCI1 discrete attributes (full)

0.864Accuracy

11

Feb 26, 2026

MUTAG discrete attributes (full)

88.42Accuracy

11

Feb 26, 2026

SPMotif binary (b=0.90)

72.14Accuracy

10

Jul 7, 2026

SPMotif-binary b=0.60

76.04Accuracy

10

Jul 7, 2026

SPMotif-binary (b=0.40)

0.833Accuracy

10

Jul 7, 2026

DHFR Graph Density Shift

78F1 Score

10

Jun 30, 2026

PROTEINS Graph Density Shift

58.3F1 Score

10

Jun 30, 2026

ENZYMES Graph Density Shift

40.7F1 Score

10

Jun 30, 2026

53.9F1 Score

10

Jun 30, 2026

75.18F1 Score

10

Jun 30, 2026

IMDB semi-supervised (test)

62.23F1 Score

10

Jun 30, 2026

REDDIT semi-supervised (test)

86.7F1 Score

10

Jun 30, 2026

PROTEINS semi-supervised (test)

65.99F1 Score

10

Jun 30, 2026

MUTAG semi-supervised (test)

67.43F1 Score

10

Jun 30, 2026

Feature Graphs 3-shot (test)

74.71Accuracy (MUTAG)

10

Jun 30, 2026

53.09Macro F1

10

Jun 30, 2026

81.36ROC-AUC

10

May 22, 2026

ENZYMES Robust instances

0.03Time (s)

10

May 14, 2026

ENZYMES (All instances)

36.33Time (s)

10

May 14, 2026

MUTAG (Robust instances)

0Time (s)

10

May 14, 2026

obgn-Home (test)

74.7Accuracy

10

Mar 11, 2026

Page 19 of 30

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