SMT 2.0: A Surrogate Modeling Toolbox with a focus on Hierarchical and
Mixed Variables Gaussian Processes

SMT 2.0: A Surrogate Modeling Toolbox with a focus on Hierarchical and Mixed Variables Gaussian Processes

23 May 2023

Papers citing "SMT 2.0: A Surrogate Modeling Toolbox with a focus on Hierarchical and Mixed Variables Gaussian Processes"

16 / 16 papers shown

Title
Modèles de Substitution pour les Modèles à base dÁgents : Enjeux, Méthodes et Applications Paul Saves Nicolas Verstaevel Benoît Gaudou AI4CE 4 0 0 17 May 2025
ONERA's CRM WBPN database for machine learning activities, related regression challenge and first results Jacques Peter Quentin Bennehard Sébastien Heib Jean-Luc Hantrais-Gervois Frédéric Moëns AI4CE 41 0 0 05 May 2025
Geometry aware inference of steady state PDEs using Equivariant Neural Fields representations Giovanni Catalani Michaël Bauerheim Frédéric Tost Xavier Bertrand Joseph Morlier AI4CE 52 0 0 24 Apr 2025
Multi-objective Bayesian Optimization With Mixed-categorical Design Variables for Expensive-to-evaluate Aeronautical Applications N. Bartoli T. Lefebvre R. Lafage P. Saves Y. Diouane ... J. Bussemaker Giuseppa Donelli Joao Marcos Gomes de Mello Massimo Mandorino Pierluigi Della Vecchia 32 0 0 14 Apr 2025
Surrogate-based optimization of system architectures subject to hidden constraints J. Bussemaker P. Saves N. Bartoli T. Lefebvre Björn Nagel AI4CE 154 2 0 11 Apr 2025
Bayesian Optimization of a Lightweight and Accurate Neural Network for Aerodynamic Performance Prediction James M. Shihua P. Saves Rhea P. Liem J. Morlier 36 0 0 25 Mar 2025
SMT-EX: An Explainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration M. R Paul Saves P. Palar L. Zuhal oseph Morlier MoE LRM 59 1 0 25 Mar 2025
A RankNet-Inspired Surrogate-Assisted Hybrid Metaheuristic for Expensive Coverage Optimization Tongyu Wu Changhao Miao Yuntian Zhang Chen Chen Chen Chen 38 0 0 13 Jan 2025
Open-Source High-Speed Flight Surrogate Modeling Framework Tyler E. Korenyi-Both Nathan J. Falkiewicz Matthew C. Jones AI4CE 34 0 0 06 Nov 2024
Aero-Nef: Neural Fields for Rapid Aircraft Aerodynamics Simulations Giovanni Catalani Siddhant Agarwal Xavier Bertrand Frédéric Tost Michaël Bauerheim Joseph Morlier AI4CE 49 4 0 29 Jul 2024
Jacobian-Enhanced Neural Networks Steven H. Berguin DRL 26 0 0 13 Jun 2024
Optimal Gait Design for a Soft Quadruped Robot via Multi-fidelity Bayesian Optimization Kaige Tan Xuezhi Niu Qinglei Ji Lei Feng Martin Törngren 41 1 0 11 Jun 2024
High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft P. Saves Y. Diouane N. Bartoli T. Lefebvre J. Morlier 27 5 0 10 Nov 2023
A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics Jason A. Platt S. Penny T. A. Smith Tse-Chun Chen H. Abarbanel AI4TS 38 32 0 21 Jan 2022
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Marius Lindauer Katharina Eggensperger Matthias Feurer André Biedenkapp Difan Deng C. Benjamins Tim Ruhopf René Sass Frank Hutter 85 328 0 20 Sep 2021
Bayesian optimization of variable-size design space problems J. Pelamatti Loïc Brevault M. Balesdent El-Ghazali Talbi Yannick Guerin 43 29 0 06 Mar 2020