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Preprint Aug 2026

BOCoDe: Engineering-Centered Benchmarking for Bayesian Optimization

BOCoDe is introduced, an open-source, PyTorch-native benchmark comprising 307 BBO problems, including 159 engineering design tasks and widely used synthetic and HPO benchmarks that establish a reproducible and extensible foundation for developing and evaluating BO methods that better reflect the demands of engineering design.

Rosen Yu, Christophe Hatterer, A. Narayanan et al. · 0 citations