arxivmath.NAcs.NE2026-07-24
Closed-Loop Generative Selection: Convergence, Memory, and Noisy Oracles
Konstantin Fackeldey, Christof Schütte
Closed-loop generative selection has become a workhorse of computational drug discovery: a learned generative model proposes candidate molecules, a fitness oracle scores them, the best are kept, and the model is retrained on this elite set before the next round. Despite its wide…