2 papers
cs.LG2026
Maximizing Reliability with Bayesian Optimization
Jack M. Buckingham, Ivo Couckuyt, Juergen Branke
Bayesian optimization (BO) is a popular, sample-efficient technique for expensive, black-box optimization. One such problem arising in manufacturing is that of maximizing the relia…
stat.ML2025
Bayesian Optimization for Non-Convex Two-Stage Stochastic Optimization Problems
Jack M. Buckingham, Ivo Couckuyt, Juergen Branke
Bayesian optimization is a sample-efficient method for solving expensive, black-box optimization problems. Stochastic programming concerns optimization under uncertainty where, typ…