System architecture optimization strategies: dealing with expensive hierarchical problems - Jasper H. Bussemaker; Paul Saves; Nathalie Bartoli; Thierry Lefebvre; Rémi Lafage (J. Glob. Optim., 2025)

System Architecture Optimization Strategies: Dealing with Expensive Hierarchical Problems - Jasper H. Bussemaker; Paul Saves; Nathalie Bartoli; Thierry Lefebvre; Rémi Lafage (CoRR, 2025)

High-Dimensional Bayesian Optimization Using Both Random and Supervised Embeddings - Rémy Priem; Youssef Diouane; Nathalie Bartoli; Sylvain Dubreuil; Paul Saves (CoRR, 2025)

Bayesian Optimization of a Lightweight and Accurate Neural Network for Aerodynamic Performance Prediction - James M. Shihua; Paul Saves; Rhea Patricia Liem; Joseph Morlier (CoRR, 2025)

SMT-EX: An Explainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration - Muhammad Daffa Robani; Paul Saves; Pramudita Satria Palar; Lavi Rizki Zuhal; Joseph Morlier (CoRR, 2025)

Regularized infill criteria for multi-objective Bayesian optimization with application to aircraft design - Robin Grapin; Youssef Diouane; Joseph Morlier; Nathalie Bartoli; Thierry Lefebvre; Paul Saves; Jasper H. Bussemaker (CoRR, 2025)

Bayesian optimization for mixed variables using an adaptive dimension reduction process: applications to aircraft design - Paul Saves; Nathalie Bartoli; Youssef Diouane; Thierry Lefebvre; Joseph Morlier; Christophe David; Eric Nguyen Van; Sébastien Defoort (CoRR, 2025)

Surrogate-based optimization of system architectures subject to hidden constraints - Jasper H. Bussemaker; Paul Saves; Nathalie Bartoli; Thierry Lefebvre; Björn Nagel (CoRR, 2025)

Multi-objective Bayesian Optimization With Mixed-categorical Design Variables for Expensive-to-evaluate Aeronautical Applications - Nathalie Bartoli; Thierry Lefebvre; Rémi Lafage; Paul Saves; Youssef Diouane; Joseph Morlier; Jasper H. Bussemaker; Giuseppa Donelli; Joao Marcos Gomes de Mello; Massimo Mandorino; Pierluigi Della Vecchia (CoRR, 2025)

Modèles de Substitution pour les Modèles à base d'Agents : Enjeux, Méthodes et Applications - Paul Saves; Nicolas Verstaevel; Benoit Gaudou (CoRR, 2025)

Hierarchical Modeling and Architecture Optimization: Review and Unified Framework - Paul Saves; Edward Hallé-Hannan; Jasper H. Bussemaker; Youssef Diouane; Nathalie Bartoli (CoRR, 2025)

SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes - Paul Saves; Rémi Lafage; Nathalie Bartoli; Youssef Diouane; Jasper H. Bussemaker; Thierry Lefebvre; John T. Hwang; Joseph Morlier; Joaquim R. R. A. Martins (Adv. Eng. Softw., 2024)

A graph-structured distance for heterogeneous datasets with meta variables - Edward Hallé-Hannan; Charles Audet; Youssef Diouane; Sébastien Le Digabel; Paul Saves (CoRR, 2024)

A mixed-categorical correlation kernel for Gaussian process - Paul Saves; Youssef Diouane; Nathalie Bartoli; Thierry Lefebvre; Joseph Morlier (Neurocomputing, 2023)

SMT 2.0: A Surrogate Modeling Toolbox with a focus on Hierarchical and Mixed Variables Gaussian Processes - Paul Saves; Rémi Lafage; Nathalie Bartoli; Youssef Diouane; Jasper H. Bussemaker; Thierry Lefebvre; John T. Hwang; Joseph Morlier; Joaquim R. R. A. Martins (CoRR, 2023)

High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft - Paul Saves; Youssef Diouane; Nathalie Bartoli; Thierry Lefebvre; Joseph Morlier (CoRR, 2023)

A mixed-categorical correlation kernel for Gaussian process - Paul Saves; Youssef Diouane; Nathalie Bartoli; Thierry Lefebvre; Joseph Morlier (CoRR, 2022)