Christian J. Cyron

According to our database, Christian J. Cyron authored at least 21 papers between 2013 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

LLM-driven design of physics-constrained constitutive models: two agents are better than one.

Marius Tacke, Matthias Busch, Kian P. Abdolazizi, Jonas F. Eichinger, Kevin Linka, Roland C. Aydin, Christian J. Cyron

CoRR, May, 2026

In-Context Molecular Property Prediction with LLMs: A Blinding Study on Memorization and Knowledge Conflicts.

Matthias Busch, Marius Tacke, Sviatlana V. Lamaka, Mikhail L. Zheludkevich, Christian J. Cyron, Christian Feiler, Roland C. Aydin

CoRR, March, 2026

Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models.

Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen, Christian J. Cyron, Kevin Linka

CoRR, February, 2026

From Model Training to Model Raising.

Roland C. Aydin, Christian J. Cyron, Steve Bachelor, Ashton Anderson, Robert West

Commun. ACM, February, 2026

2025

Automating modeling in mechanics: LLMs as designers of physics-constrained neural networks for constitutive modeling of materials.

Marius Tacke, Matthias Busch, Kian P. Abdolazizi, Jonas F. Eichinger, Kevin Linka, Christian J. Cyron, Roland C. Aydin

CoRR, December, 2025

From Model Training to Model Raising - A call to reform AI model training paradigms from post-hoc alignment to intrinsic, identity-based development.

Roland C. Aydin, Christian J. Cyron, Steve Bachelor, Ashton Anderson, Robert West

CoRR, November, 2025

Electromechanical computational model of the human stomach.

Maire S. Henke, Sebastian Brandstaeter, Sebastian L. Fuchs, Roland C. Aydin, Alessio Gizzi, Christian J. Cyron

CoRR, September, 2025

Generative adversarial networks for creating realistic training data for machine learning-based segmentation of FIB tomography data.

Trushal Sardhara, Christian J. Cyron, Martin Ritter, Roland C. Aydin

Mach. Learn. Sci. Technol., 2025

Functional partitioning through competitive learning.

Marius Tacke, Matthias Busch, Kevin Linka, Christian J. Cyron, Roland C. Aydin

Frontiers Artif. Intell., 2025

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., February, 2024

Active partitioning: inverting the paradigm of active learning.

Marius Tacke, Matthias Busch, Kevin Linka, Christian J. Cyron, Roland C. Aydin

CoRR, 2024

ECToNAS: Evolutionary Cross-Topology Neural Architecture Search.

Elisabeth J. Schiessler, Roland C. Aydin, Christian J. Cyron

CoRR, 2024

2022

Ultrasound Shear Wave Elasticity Imaging With Spatio-Temporal Deep Learning.

Maximilian Neidhardt, Marcel Bengs, Sarah Latus, Stefan Gerlach, Christian J. Cyron, Johanna Sprenger, Alexander Schlaefer

IEEE Trans. Biomed. Eng., 2022

A versatile SPH modeling framework for coupled microfluid-powder dynamics in additive manufacturing: binder jetting, material jetting, directed energy deposition and powder bed fusion.

Sebastian L. Fuchs, Patrick M. Praegla, Christian J. Cyron, Wolfgang A. Wall, Christoph Meier

Eng. Comput., 2022

2021

Neural network surgery: Combining training with topology optimization.

Elisabeth J. Schiessler, Roland C. Aydin, Kevin Linka, Christian J. Cyron

Neural Networks, 2021

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

What do cells regulate in soft tissues on short time scales?

Jonas F. Eichinger, Daniel Paukner, Roland C. Aydin, Wolfgang A. Wall, Jay D. Humphrey, Christian J. Cyron

CoRR, 2021

A computational framework for modeling cell-matrix interactions in soft biological tissues.

Jonas F. Eichinger, Maximilian J. Grill, Iman Davoodi Kermani, Roland C. Aydin, Wolfgang A. Wall, Jay D. Humphrey, Christian J. Cyron

CoRR, 2021

An SPH framework for fluid-solid and contact interaction problems including thermo-mechanical coupling and reversible phase transitions.

Sebastian L. Fuchs, Christoph Meier, Wolfgang A. Wall, Christian J. Cyron

Adv. Model. Simul. Eng. Sci., 2021

2020

A novel smoothed particle hydrodynamics and finite element coupling scheme for fluid-structure interaction: the sliding boundary particle approach.

Sebastian L. Fuchs, Christoph Meier, Wolfgang A. Wall, Christian J. Cyron

CoRR, 2020

2013

Micromechanical simulations of biopolymer networks with finite elements.

Christian J. Cyron, Kei W. Müller, Andreas R. Bausch, Wolfgang A. Wall

J. Comput. Phys., 2013