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20212025
most citedDenoising diffusion algorithm for inverse design of microstructures with fine-tuned nonlinear material properties

90 citations · 305 across the 20 of their papers we have counts for

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math.NA2025

Mixing Data-Driven and Physics-Based Constitutive Models using Uncertainty-Driven Phase Fields

J. Storm, W. Sun, I. B. C. M. Rocha +1

There is a high interest in accelerating multiscale models using data-driven surrogate modeling techniques. Creating a large training dataset encompassing all relevant load scenari…

cond-mat.soft2025

Towards scientific machine learning for granular material simulations -- challenges and opportunities

Marc Fransen, Andreas Fürst, Deepak Tunuguntla +21

Micro-scale mechanisms, such as inter-particle and particle-fluid interactions, govern the behaviour of granular systems. While particle-scale simulations provide detailed insights…