AI RESEARCH
Scale-Aware Adversarial Analysis: A Diagnostic for Generative AI in Multiscale Complex Systems
arXiv CS.LG
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ArXi:2605.00510v1 Announce Type: new Complex physical systems, from supersonic turbulence to the macroscopic structure of the universe, are governed by continuous multiscale dynamics. While modern machine learning architectures excel at mapping the high-dimensional observables of these systems, it remains unclear whether they internalize the governing physical laws or merely interpolate discrete statistical correlations.