Table 1.
Dataset | Metric | GraphVAE [28] | MolGAN [29] | Proposed | ||
---|---|---|---|---|---|---|
A1 | A2 | Full | ||||
QM9 | Validity | 0.610 | 0.981 | 0.550 | 0.965 | 0.945 |
Uniqueness | 0.409 | 0.104 | 0.293 | 0.275 | 0.343 | |
Novelty | 0.850 | 0.942 | 0.612 | 0.737 | 0.806 | |
G-mean | 0.596 | 0.458 | 0.462 | 0.581 | 0.639 | |
ZINC | Validity | 0.140 | 0.017 | 0.008 | 0.926 | 0.919 |
Uniqueness | 0.316 | 0.201 | 0.949 | 0.614 | 0.762 | |
Novelty | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | |
G-mean | 0.354 | 0.151 | 0.197 | 0.828 | 0.888 |
Best score for each metric is given in italic