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constitutive modeling 1hyperelastic materials 1inverse problems 1neural operators 1physics-informed machine learning 1

From the 1 of 13 linked papers with an AI index.

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20242026
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cs.AI2026

Benchmarking data-driven material models on the classic Treloar dataset

Hagen Holthusen, Moritz Flaschel, Denisa Martonová +1

Machine learning is rapidly reshaping constitutive modeling, offers new ways to learn material behavior directly from experimental data, and challenges long-established modeling pa…