However, CVAE-based sequence models suffer from training instability issues-posterior collapse, degraded reconstruction, and hyperparameter sensitivity-especially under long-horizon prediction and ...

The high-dimensional chemical space was mapped by the cVAE into a low-dimensional latent space that encoded the relationships between SMILES and selected molecular properties for use in the generative ...