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HIV

Benchmarks

Task NameDataset NameSOTA ResultTrend
Graph ClassificationHIV
ROC-AUC0.832
104
Molecular ClassificationHIV
ROC-AUC85.6
35
Graph classificationHIV OGB (test)
ROC AUC80.67
33
Graph ClassificationHIV MoleculeNet (test)
AUPRC35.47
27
Graph ClassificationHIV GraphOOD (test)
ROC-AUC73.31
26
Molecular property classificationHIV (scaffold)
ROC AUC0.789
25
Molecule Property PredictionHIV MoleculeNet (test)
AUROC84.81
24
Molecular predictionHIV (test)
ROC AUC79.2
18
Molecular property predictionHIV (scaffold split)
ROC-AUC79.5
17
Graph-level molecular classificationHIV
MCC0.533
16
Molecular property predictionHIV 50-shot (test)
ROC-AUC68.05
15
Molecular predictionHIV 100-shot (test)
ROC AUC0.6979
15
Graph ClassificationHIV Molecule OGB (standard)
ROC AUC0.7784
14
Graph ClassificationHIV (test)
Accuracy73.54
10
Molecule ClassificationHIV scaffold (test)
ROC AUC0.788
10
Multi-label Binary ClassificationHIV MoleculeNet (test)
AUC0.796
10
Graph ClassificationHIV MoleculeNet (random train val test)
ROC-AUC0.832
9
ClassificationUCI HIV (80%:20%)
Classification Error5.9
9
Molecular property predictionHIV
ROC AUC78.5
8
Molecular Property PredictionHIV scaffold-split MoleculeNet (test)
ROC AUC68.9
7
Graph property predictionHIV
ROC-AUC78.28
7
HIVHIV (5-fold cross-val)
Representation Construction Time (s)17.16
7
Molecular DesignHIV
Property Score0.588
5
Targeted virus identificationHIV (independent)
Accuracy91.93
3
Conformal PredictionHIV (Y=1) (Scaffold Splitting)
Coverage90
3
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