Roland C. Aydin

According to our database, Roland C. Aydin authored at least 22 papers between 2020 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

From Model Training to Model Raising.

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

Commun. ACM, February, 2026

Enhancing the quality of gauge images captured in smoke and haze scenes through deep learning.

Oscar Hernán Ramírez-Agudelo, Akshay N. Shewatkar, Edoardo Milana, Roland C. Aydin, Kai Franke

CoRR, January, 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

The AI Alignment Paradox.

Robert West, Roland C. Aydin

Commun. ACM, March, 2025

Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis.

Kankana Roy, Lars Krämer, Sebastian Domaschke, Malik Haris, Roland C. Aydin, Fabian Isensee, Martin Held

CoRR, January, 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

Fleet of Agents: Coordinated Problem Solving with Large Language Models.

Lars Henning Klein, Nearchos Potamitis, Roland C. Aydin, Robert West, Caglar Gulcehre, Akhil Arora

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

Active partitioning: inverting the paradigm of active learning.

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

CoRR, 2024

There and Back Again: The AI Alignment Paradox.

Robert West, Roland C. Aydin

CoRR, 2024

Fleet of Agents: Coordinated Problem Solving with Large Language Models using Genetic Particle Filtering.

Akhil Arora, Lars Henning Klein, Nearchos Potamitis, Roland C. Aydin, Caglar Gulcehre, Robert West

CoRR, 2024

ECToNAS: Evolutionary Cross-Topology Neural Architecture Search.

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

CoRR, 2024

Emojinize: Enriching Any Text with Emoji Translations.

Lars Henning Klein, Roland C. Aydin, Robert West

CoRR, 2024

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

2020

Broccoli: Sprinkling Lightweight Vocabulary Learning into Everyday Information Diets.

Roland C. Aydin, Lars Henning Klein, Arnaud Miribel, Robert West

Proceedings of the WWW '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020, 2020