Author

Denisa Martonová

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Preprint Aug 2026

Benchmarking data-driven material models on the classic Treloar dataset

The classic experimental data of Treloar is used to benchmark popular frameworks for hyperelasticity: (Generalized-Invariant) Constitutive Artificial Neural Networks, Physics-Augmented Neural Networks, (Adaptive) Material Fingerprinting, and Efficient Unsupervised Constitutive Law Identification&Discovery and highlight...

H. Holthusen, Moritz Flaschel, Denisa Martonová et al. · 0 citations