Unsupervised discovery of interpretable hyperelastic constitutive laws. - Moritz Flaschel; Siddhant Kumar; Laura De Lorenzis (CoRR, 2020)

Discovering plasticity models without stress data. - Moritz Flaschel; Siddhant Kumar; Laura De Lorenzis (CoRR, 2022)

Bayesian-EUCLID: discovering hyperelastic material laws with uncertainties. - Akshay Joshi; Prakash Thakolkaran; Yiwen Zheng; Maxime Escande; Moritz Flaschel; Laura De Lorenzis; Siddhant Kumar (CoRR, 2022)

NN-EUCLID: deep-learning hyperelasticity without stress data. - Prakash Thakolkaran; Akshay Joshi; Yiwen Zheng; Moritz Flaschel; Laura De Lorenzis; Siddhant Kumar (CoRR, 2022)

Automated discovery of generalized standard material models with EUCLID. - Moritz Flaschel; Siddhant Kumar; Laura De Lorenzis (CoRR, 2022)

Automated discovery of interpretable hyperelastic material models for human brain tissue with EUCLID. - Moritz Flaschel; Huitian Yu; Nina Reiter; Jan Hinrichsen; Silvia Budday; Paul Steinmann; Siddhant Kumar; Laura De Lorenzis (CoRR, 2023)

Reduced and All-at-Once Approaches for Model Calibration and Discovery in Computational Solid Mechanics. - Ulrich Römer; Stefan Hartmann; Jendrik-Alexander Tröger; David Anton; Henning Wessels; Moritz Flaschel; Laura De Lorenzis (CoRR, 2024)

A review on data-driven constitutive laws for solids. - Jan Niklas Fuhg; Govinda Anantha Padmanabha; Nikolaos Bouklas; Bahador Bahmani; WaiChing Sun; Nikolaos N. Vlassis; Moritz Flaschel; Pietro Carrara; Laura De Lorenzis (CoRR, 2024)

A topology optimisation framework to design test specimens for one-shot identification or discovery of material models. - Saeid Ghouli; Moritz Flaschel; Siddhant Kumar; Laura De Lorenzis (CoRR, 2025)

Non-smooth optimization meets automated material model discovery. - Moritz Flaschel; Trevor Hastie; Ellen Kuhl (CoRR, 2025)

Material Fingerprinting: A shortcut to material model discovery without solving optimization problems. - Moritz Flaschel; Denisa Martonova; Carina Veil; Ellen Kuhl (CoRR, 2025)

Discovering non-associated pressure-sensitive plasticity models with EUCLID. - Haotian Xu; Moritz Flaschel; Laura De Lorenzis (Adv. Model. Simul. Eng. Sci., 2025)