Christian J. Cyron

24 papers Journal 24
YearRankTypeTitle / Venue / Authors
2026 J jnl
From Model Training to Model Raising.
Commun. ACM
Roland C. Aydin, Christian J. Cyron, Steve Bachelor, Ashton Anderson, Robert West
2026 J jnl
In-Context Molecular Property Prediction with LLMs: A Blinding Study on Memorization and Knowledge Conflicts.
CoRR
Matthias Busch, Marius Tacke, Sviatlana V. Lamaka, Mikhail L. Zheludkevich, Christian J. Cyron, Christian Feiler, Roland C. Aydin
2026 J jnl
Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models.
CoRR
Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen, Christian J. Cyron, Kevin Linka
2025 J jnl
Automating modeling in mechanics: LLMs as designers of physics-constrained neural networks for constitutive modeling of materials.
CoRR
Marius Tacke, Matthias Busch, Kian P. Abdolazizi, Jonas F. Eichinger, Kevin Linka, Christian J. Cyron, Roland C. Aydin
2025 J jnl
Electromechanical computational model of the human stomach.
CoRR
Maire S. Henke, Sebastian Brandstaeter, Sebastian L. Fuchs, Roland C. Aydin, Alessio Gizzi, Christian J. Cyron
2025 J jnl
From Model Training to Model Raising - A call to reform AI model training paradigms from post-hoc alignment to intrinsic, identity-based development.
CoRR
Roland C. Aydin, Christian J. Cyron, Steve Bachelor, Ashton Anderson, Robert West
2025 J jnl
Functional partitioning through competitive learning.
Frontiers Artif. Intell.
Marius Tacke, Matthias Busch, Kevin Linka, Christian J. Cyron, Roland C. Aydin
2025 J jnl
Generative adversarial networks for creating realistic training data for machine learning-based segmentation of FIB tomography data.
Mach. Learn. Sci. Technol.
Trushal Sardhara, Christian J. Cyron, Martin Ritter, Roland C. Aydin
2024 J jnl
Active partitioning: inverting the paradigm of active learning.
CoRR
Marius Tacke, Matthias Busch, Kevin Linka, Christian J. Cyron, Roland C. Aydin
2024 J jnl
ECToNAS: Evolutionary Cross-Topology Neural Architecture Search.
CoRR
Elisabeth J. Schiessler, Roland C. Aydin, Christian J. Cyron
2024 J jnl
Viscoelastic constitutive artificial neural networks (vCANNs) - A framework for data-driven anisotropic nonlinear finite viscoelasticity.
J. Comput. Phys.
Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
2023 J jnl
Viscoelastic Constitutive Artificial Neural Networks (vCANNs) - a framework for data-driven anisotropic nonlinear finite viscoelasticity.
CoRR
Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
2022 J jnl
A Versatile SPH Modeling Framework for Coupled Microfluid-Powder Dynamics in Additive Manufacturing: Binder Jetting, Material Jetting, Directed Energy Deposition and Powder Bed Fusion.
CoRR
Sebastian L. Fuchs, Patrick M. Praegla, Christian J. Cyron, Wolfgang A. Wall, Christoph Meier
2022 J jnl
A versatile SPH modeling framework for coupled microfluid-powder dynamics in additive manufacturing: binder jetting, material jetting, directed energy deposition and powder bed fusion.
Eng. Comput.
Sebastian L. Fuchs, Patrick M. Praegla, Christian J. Cyron, Wolfgang A. Wall, Christoph Meier
2022 J jnl
Ultrasound Shear Wave Elasticity Imaging With Spatio-Temporal Deep Learning.
IEEE Trans. Biomed. Eng.
Maximilian Neidhardt, Marcel Bengs, Sarah Latus, Stefan Gerlach, Christian J. Cyron, Johanna Sprenger, Alexander Schlaefer
2022 J jnl
Ultrasound Shear Wave Elasticity Imaging with Spatio-Temporal Deep Learning.
CoRR
Maximilian Neidhardt, Marcel Bengs, Sarah Latus, Stefan Gerlach, Christian J. Cyron, Johanna Sprenger, Alexander Schlaefer
2021 J jnl
A computational framework for modeling cell-matrix interactions in soft biological tissues.
CoRR
Jonas F. Eichinger, Maximilian J. Grill, Iman Davoodi Kermani, Roland C. Aydin, Wolfgang A. Wall, Jay D. Humphrey, Christian J. Cyron
2021 J jnl
An SPH framework for fluid-solid and contact interaction problems including thermo-mechanical coupling and reversible phase transitions.
Adv. Model. Simul. Eng. Sci.
Sebastian L. Fuchs, Christoph Meier, Wolfgang A. Wall, Christian J. Cyron
2021 J jnl
An SPH framework for fluid-solid and contact interaction problems including thermo-mechanical coupling and reversible phase transitions.
CoRR
Sebastian L. Fuchs, Christoph Meier, Wolfgang A. Wall, Christian J. Cyron
2021 J jnl
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning.
J. Comput. Phys.
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland C. Aydin, Mikhail Itskov, Christian J. Cyron
2021 J jnl
Neural network surgery: Combining training with topology optimization.
Neural Networks
Elisabeth J. Schiessler, Roland C. Aydin, Kevin Linka, Christian J. Cyron
2021 J jnl
What do cells regulate in soft tissues on short time scales?
CoRR
Jonas F. Eichinger, Daniel Paukner, Roland C. Aydin, Wolfgang A. Wall, Jay D. Humphrey, Christian J. Cyron
2020 J jnl
A novel smoothed particle hydrodynamics and finite element coupling scheme for fluid-structure interaction: the sliding boundary particle approach.
CoRR
Sebastian L. Fuchs, Christoph Meier, Wolfgang A. Wall, Christian J. Cyron
2013 J jnl
Micromechanical simulations of biopolymer networks with finite elements.
J. Comput. Phys.
Christian J. Cyron, Kei W. Müller, Andreas R. Bausch, Wolfgang A. Wall