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Papers Benchmarks Datasets Tasks

MUTAG dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

MUTAG

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Graph Interpretation

MUTAG (test)

0.996ROC AUC

4

Graph Explanation Generation

MUTAG

0.01Explanation Time (ms)

4

Graph Classification

MUTAG (transductive)

95.36Accuracy

4

Graph Generation

MUTAG

0Memorization Rate

3

General Robustness Verification

MUTAG

188Solved Count (All Instances)

3

General Robustness Verification

MUTAG Robust instances

224Number Solved

3

Subgraph Attribution

MUTAG

4.23Computation Time (ms)

2

Graph Generation

MUTAG

0Head Miss

2

Weak Robustness Verification

MUTAG (Robust instances)

58Solved Count

2

Out-of-Distribution Generalization

Real-world MUTAG Property: NumRB (76to100)

0.01EGS

1

Out-of-Distribution Generalization

Real-world MUTAG Property NumRB (51to75)

3.72EGS

1

Out-of-Distribution Generalization

Real-world MUTAG Property: MolWt (76to100)

7.22EGS

1

Out-of-Distribution Generalization

Real-world MUTAG Property: MolWt (26to50)

5.95EGS

1

Graph Classification

MUTAG TU (test)

—Primary metric

0

Graph Generation

MUTAG

—Primary metric

0

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Popular tasks

Graph Classification Graph generation Graph Anomaly Detection Out-of-Distribution Generalization Node Classification

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