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MUTAGENICITY

Benchmarks

Task NameDataset NameSOTA ResultTrend
Graph ClassificationMutagenicity M3→M2
Accuracy81.6
60
Graph ClassificationMutagenicity M3→M1
Accuracy82.4
60
Graph ClassificationMutagenicity M3→M0
Accuracy74.5
60
Graph ClassificationMutagenicity M2→M3
Accuracy72.5
60
Graph ClassificationMutagenicity (M2→M1)
Accuracy87.2
60
Graph ClassificationMutagenicity M2→M0
Accuracy78.3
60
Graph ClassificationMutagenicity M1→M3
Accuracy70.8
60
Graph ClassificationMutagenicity M1→M2
Accuracy79.9
60
Graph ClassificationMutagenicity M1→M0
Accuracy78.1
60
Graph ClassificationMutagenicity M0→M3
Accuracy66.2
60
Graph ClassificationMutagenicity M0→M1
Accuracy77.1
60
Graph ClassificationMutagenicity Edge Shift M0→M2
Accuracy79.1
43
Graph ClassificationMUTAGENICITY TUDataset
Accuracy98.7
31
Graph ClassificationMutagenicity
Accuracy82.45
30
ClassificationMutagenicity M0→M2
Accuracy72
30
Graph ClassificationMutagenicity Edge Shift M0→M3
Accuracy64.2
28
Graph ClassificationMutagenicity Edge Shift M0→M1
Accuracy76.5
28
Graph ClassificationMutagenicity Node Shift M0→M2
Accuracy72
28
Interpretable Graph ClassificationMUTAGENICITY
AUC99.22
24
Graph ClassificationMutagenicity (density-based split (M0, M1, M2, M3))
Average Transition Accuracy75.1
24
Graph ClassificationMutagenicity Edge structural domain shift (target)
Performance (M0→M1)75.8
15
Graph ClassificationMutagenicity Node structural domain shift (target)
Performance (M0→M1)77.1
15
Backdoor AttackMutagenicity
ASR58
15
Graph ClassificationMutagenicity (test)
Accuracy84.8
14
Functional Group DetectionMutagenicity
Fidelity-0.8
14
Showing 25 of 43 rows