Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning. - Kevin Linka; Markus Hillgärtner; Kian P. Abdolazizi; Roland C. Aydin; Mikhail Itskov; Christian J. Cyron (J. Comput. Phys., 2021)

Neural network surgery: Combining training with topology optimization. - Elisabeth J. Schiessler; Roland C. Aydin; Kevin Linka; Christian J. Cyron (Neural Networks, 2021)

Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems. - Kevin Linka; Amelie Schäfer; Xuhui Meng; Zongren Zou; George Em Karniadakis; Ellen Kuhl (CoRR, 2022)

A new family of Constitutive Artificial Neural Networks towards automated model discovery. - Kevin Linka; Ellen Kuhl (CoRR, 2022)

Benchmarks for physics-informed data-driven hyperelasticity. - Vahidullah Tac; Kevin Linka; Francisco Sahli Costabal; Ellen Kuhl; Adrian Buganza Tepole (CoRR, 2023)

On sparse regression, Lp-regularization, and automated model discovery. - Jeremy A. McCulloch; Skyler R. St. Pierre; Kevin Linka; Ellen Kuhl (CoRR, 2023)

A Spectral-based Physics-informed Finite Operator Learning for Prediction of Mechanical Behavior of Microstructures. - Ali Harandi; Hooman Danesh; Kevin Linka; Stefanie Reese; Shahed Rezaei (CoRR, 2024)

Active partitioning: inverting the paradigm of active learning. - Marius Tacke; Matthias Busch; Kevin Linka; Christian J. Cyron; Roland C. Aydin (CoRR, 2024)

Viscoelastic constitutive artificial neural networks (vCANNs) - A framework for data-driven anisotropic nonlinear finite viscoelasticity. - Kian P. Abdolazizi; Kevin Linka; Christian J. Cyron (J. Comput. Phys., 2024)

Atrial Constitutive Neural Networks. - Mathias Peirlinck; Kevin Linka; Ellen Kuhl (FIMH (1), 2025)

Automated model discovery for tensional homeostasis: Constitutive machine learning in growth and remodeling. - Hagen Holthusen; Tim Brepols; Kevin Linka; Ellen Kuhl (Comput. Biol. Medicine, 2025)

A generalized dual potential for inelastic Constitutive Artificial Neural Networks: A JAX implementation at finite strains. - Hagen Holthusen; Kevin Linka; Ellen Kuhl; Tim Brepols (CoRR, 2025)

A Comprehensive Framework for Predictive Computational Modeling of Growth and Remodeling in Tissue-Engineered Cardiovascular Implants. - Mahmoud Sesa; Hagen Holthusen; Christian Böhm 002; Stefan Jockenhövel; Stefanie Reese; Kevin Linka (CoRR, 2025)