Balancing exploration and exploitation in de novo drug design
Maxime Langevin, Marc Bianciotto, Rodolphe Vuilleumier · Digital Discovery · 2024
Using a mean-variance framework, we present a simple model to bridge the optimization objective of goal-directed generation with the need for diversity. We motivate theoretically that it minimizes risk measures when selecting multiple molecules.