most citedPSP-GEN: Stochastic inversion of the Process-Structure-Property chain in materials design through deep, generative probabilistic modeling

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math-ph2025

Design-GenNO: A Physics-Informed Generative Model with Neural Operators for Inverse Microstructure Design

Yaohua Zang, Phaedon-Stelios Koutsourelakis

Inverse microstructure design plays a central role in materials discovery, yet remains challenging due to the complexity of structure-property linkages and the scarcity of labeled…