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ResearchFormerly WizWand

MUTAG

Benchmarks

TaskDatasetSOTA resultTrendResults

Execution Time Analysis

Mutag

2.49Execution Time (s)

8

Molecular property prediction

MUTAG

83.52Accuracy

8

Counterfactual Explanation

MUTAG (test)

67.55Validity

7

Counterfactual Explanation

MUTAG

67.55Validity

7

Graph Classification

MUTAG biology chemistry (85-15 stratified train test)

87.58Accuracy

7

Node classification

MUTAG

85.3Accuracy

7

Graph Isomorphism Classification

MUTAG

88.59AUC

6

Controlled Graph Generation

MUTAG

0.1Structural Deviation (SD)

6

Attribute-conditioned Graph Generation

MUTAG

1Mean Absolute Difference (MAD)

6

Faithfulness Evaluation

MUTAG

13Fid-

6

GNN Explanation

MUTAG

61.71H-Fidelity

6

Graph Classification

MUTAG

0Classification Error Rate

5

Explanation Accuracy

MUTAG (test)

80Explanation Accuracy (A1)

5

Robustness Verification

MUTAG All instances

188Solved Count

5

Robustness Verification

MUTAG global budget Delta=2, local budget delta=2

188Solved Count (All Instances)

5

Minimum Vertex Cover

MUTAG (test)

7.74Avg Vertex Cover Size

5

Graph Explanation

MUTAG expert-labeled (test)

1Edge AUC

5

Node Classification

MUTAG (Ristoski & Paulheim split)

85.3Accuracy

5

Instance-level Explanation

MUTAG

80A1 Score

4

Graph Generation

MUTAG

1Memorization

4

Structural Explanation

Mutag

66.18Precision

4

Graph Anomaly Detection

MUTAG G->N

88.53AUROC

4

Graph Anomaly Detection

MUTAG N->G

72.79AUROC

4

Graph-to-Node Transfer

MUTAG

77.47F1 Macro

4

Node-to-Graph Transfer

MUTAG

45.58F1 Macro

4