Scale-Aware Adversarial Analysis: A Diagnostic for Generative AI in Multiscale Complex Systems

Mengke Zhao, Guang-Xing Li, Duo Xu +1

Complex physical systems, from supersonic turbulence to the macroscopic structure of the universe, are governed by continuous multiscale dynamics. While modern machine learning arc…