All Stories

  1. Corrigendum to “Global Sensitivity Analysis for Engineering Design Based on Individual Conditional Expectations” [Aerospace Science and Technology, Volume 176 Part A, (2026), 122091]

    Article • Aerospace Science and Technology, November 2026, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  2. Interpretable and Explainable Surrogate Modeling for Simulations: A State-of-the-Art Survey and Perspectives on Explainable AI for Decision-Making

    Article • Archives of Computational Methods in Engineering, May 2026, Springer Science + Business Media

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  3. Global Sensitivity Analysis for Engineering Design Based on Individual Conditional Expectations

    Article • Aerospace Science and Technology, March 2026, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  4. Modeling hierarchical spaces: a review and unified framework for surrogate-based architecture design

    Article • Structural and Multidisciplinary Optimization, February 2026, Springer Science + Business Media

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  5. Analyzing Shapley Additive Explanations to Understand Anomaly Detection Algorithm Behaviors and Their Complementarity

    Article • January 2026, Springer Science + Business Media

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  6. Energy-aware frugal Bayesian optimization

    Article • MATEC Web of Conferences, January 2026, EDP Sciences

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  7. A distance for mixed-variable and hierarchical domains with meta variables

    Article • Neurocomputing, November 2025, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  8. SMT-EX: An Explainable Surrogate Modeling Toolbox for Mixed-Variables Design Exploration

    Article • January 2025, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES, Lavi Zuhal

  9. High-Dimensional Bayesian Optimization Using Both Random and Supervised Embeddings

    Article • AIAA Journal, December 2024, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  10. System architecture optimization strategies: dealing with expensive hierarchical problems

    Article • Journal of Global Optimization, November 2024, Springer Science + Business Media

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  11. Explainability and Interpretability of an Ensemble Multi-agent System for Supervised Learning

    Article • November 2024, Springer Science + Business Media

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  12. Surrogate-Based Optimization of System Architectures Subject to Hidden Constraints

    Article • July 2024, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  13. High-dimensional mixed-categorical Gaussian processes with application to multidisciplinary design optimization for a green aircraft

    Article • Structural and Multidisciplinary Optimization, May 2024, Springer Science + Business Media

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  14. High-dimensional multidisciplinary design optimization for aircraft eco-design

    Article • February 2024, Center for Open Science

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  15. SMT 2.0: A Surrogate Modeling Toolbox with a focus on hierarchical and mixed variables Gaussian processes

    Article • Advances in Engineering Software, February 2024, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  16. A Graph-Structured Distance for Mixed-Variable Domains with Meta Variables

    Article • January 2024, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  17. A mixed-categorical correlation kernel for Gaussian process

    Article • Neurocomputing, September 2023, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  18. High-dimensional efficient global optimization using both random and supervised embeddings

    Article • June 2023, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  19. Infill criterion for constrained, multi-objective black-box functions with Bayesian optimization

    Article • June 2022, American Institute of Aeronautics and Astronautics (AIAA)

    Robin Grapin, Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  20. A general square exponential kernel to handle mixed-categorical variables for Gaussian process

    Article • June 2022, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  21. Multidisciplinary design optimization with mixed categorical variables for aircraft design

    Article • January 2022, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  22. Correction: Multidisciplinary design optimization with mixed categorical variables for aircraft design

    Article • January 2022, American Institute of Aeronautics and Astronautics (AIAA)

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  23. A Mixed-Categorical Correlation Kernel for Gaussian Process

    Article • January 2022, Elsevier

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  24. High dimensional multidisciplinary design optimization for eco-design aircraft

    Article • Agence Bibliographique de l'Enseignement Supérieur

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES

  25. Adaptive Agents in Spatial Double-Auction Markets: Modeling the Emergence of Industrial Symbiosis

    Article • International Foundation for Autonomous Agents and Multiagent Systems

    Tenured Researcher (CR IRD), Dr., PhD, MEng,MSc Paul Maxime Valentin SAVES