Conformal Molecular Denovo Design
Keywords: conformal prediction, molecular optimization, denovo design
Abstract: Deep learning methods have shown great promising to molecular de novo design. However, one of key limitations is low sample efficiency. Our project aims to integrate recent progress of conformal prediction in risk control\cite{bates2021} with molecular de novo design for improved sample efficiency compared with other deep learning methods.
Submission Number: 4
Loading