Table 5. Toxicity Prediction with the Tox21 Data Seta.
network | Valid ROC–AUC | Test ROC–AUC |
---|---|---|
PotentialNet | 0.878 | 0.857 (0.006) |
Weave | 0.852 | 0.831 (0.013) |
GraphConv | 0.858 | 0.838 (0.001) |
XGBoost | 0.778 | 0.808 (0.000) |
Error bars are recorded as standard deviation of the test metric over three random initializations of the best model as determined by average validation set score.