Hans-Hermann Wessels

Active Learning for Efficient Discovery of Optimal Combinatorial Perturbations

Combinatorial CRISPR screening enables large-scale identification of synergistic gene pairs for combination therapies, but exhaustive experimentation is infeasible. We introduce NAIAD, an active learning framework that efficiently discovers optimal gene pairs by leveraging single-gene perturbation e…