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. 2023 Nov 25;24(23):16761. doi: 10.3390/ijms242316761

Table 4.

Sampling of 10,000 molecules with different metrics for unconditional molecule generation based on a model trained on the Moses dataset.

Valid ↑ Unique ↑ Novelty ↑ IntDiv1 ↓ IntDiv2 ↓
charRNN 0.975 0.999 0.842 0.856 0.850
VAE 0.977 0.998 0.695 0.856 0.850
AAE 0.937 0.997 0.793 0.856 0.850
LatentGAN 0.897 0.997 0.949 0.857 0.850
JT-VAE 1 0.999 0.914 0.855 0.849
MolGPT 0.994 1 0.797 0.857 0.851
ours 0.995 0.999 0.787 0.851 0.845