2 papers
cs.LG2026
A Human-in-the-Loop Bayesian Optimization Framework for Constraint-Aware Bioprocess Development
Samuel Stricker, Claus Wirnsperger, Alessandro Butté +7
This work presents an extension to Pareto Front Guided Sampling (PFGS), a Human-in-the-Loop (HitL) Bayesian Optimization (BO) framework in which Gaussian process (GP) surrogate-der…
q-bio.QM2025
Holistic Bioprocess Development Across Scales Using Multi-Fidelity Batch Bayesian Optimization
Adrian Martens, Mathias Neufang, Alessandro Butté +3
Bioprocesses are central to modern biotechnology, enabling sustainable production in pharmaceuticals, specialty chemicals, cosmetics, and food. However, developing high-performing…