Andrés Arcones, Daniel;Weiser, Martin;Koutsourelakis, Phaedon-Stelios;Unger, Jörg F.
Embedded model form uncertainty quantification with measurement noise for Bayesian model calibration
Data-Centric Engineering
2026
7

Zang, Yaohua;Koutsourelakis, Phaedon-Stelios
Design-GenNO: A physics-informed generative model with neural operators for inverse microstructure design
Computer Methods in Applied Mechanics and Engineering
2026
450
118597

Chatzopoulos, Matthaios;Koutsourelakis, Phaedon-Stelios
GenPANIS: A latent-variable generative framework for forward and inverse PDE problems in multiphase media
Journal of Computational Physics
2026
564
115140

Stupp, Maximilian;Koutsourelakis, P. S.
Energy-Based Coarse-Graining in Molecular Dynamics: A Flow-Based Framework without Data
Journal of Chemical Theory and Computation
2025

Nitzler, Jonas;Temür, Buğrahan Z.;Koutsourelakis, Phaedon-S.;Wall, Wolfgang A.
Efficient Bayesian multi-fidelity inverse analysis for expensive and non-differentiable physics-based simulations in high stochastic dimensions
Computer Methods in Applied Mechanics and Engineering
2026
448
118442

Stupp, Maximilian;Koutsourelakis, P. S.
Energy-Based Coarse-Graining in Molecular Dynamics: A Flow-Based Framework without Data
Journal of Chemical Theory and Computation
2025

Agrawal, Atul;Ravi, Kislaya;Koutsourelakis, Phaedon-Stelios;Bungartz, Hans-Joachim
Stochastic Black-Box Optimization using Multi-Fidelity Score Function Estimator
Machine Learning: Science and Technology
2024

Scholz, Vincent C.;Zang, Yaohua;Koutsourelakis, Phaedon-Stelios
Weak neural variational inference for solving Bayesian inverse problems without forward models: Applications in elastography
Computer Methods in Applied Mechanics and Engineering
2025
433
117493

Chatzopoulos, Matthaios;Koutsourelakis, Phaedon-Stelios
Physics-Aware Neural Implicit Solvers for multiscale, parametric PDEs with applications in heterogeneous media
Computer Methods in Applied Mechanics and Engineering
2024
432
117342

Agrawal, Atul;Ravi, Kislaya;Koutsourelakis, Phaedon-Stelios;Bungartz, Hans-Joachim
Stochastic Black-Box Optimization using Multi-Fidelity Score Function Estimator
Machine Learning: Science and Technology
2024