most citedCan KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)

38 citations · 41 across the 4 of their papers we have counts for

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cs.CE2026

CANN-EUCLID: unsupervised constitutive artificial neural network model discovery from full-field data

Benjamin Alheit, Siddhant Kumar, Mathias Peirlinck

Constitutive artificial neural networks (CANNs) provide interpretable material model discovery, but have so far been used in stress-supervised settings based on apparent stress-str…

cs.CE2025★ 3 cited

COMMET: orders-of-magnitude speed-up in finite element method via batch-vectorized neural constitutive updates

Benjamin Alheit, Mathias Peirlinck, Siddhant Kumar

Constitutive evaluations often dominate the computational cost of finite element (FE) simulations whenever material models are complex. Neural constitutive models (NCMs) offer a hi…