Yuhao Yan

Swapping network traffic features in the frequency domain preserves critical structural signatures while generating diverse, out-of-distribution variations that standard time-domain augmentations fail to synthesize.

Visual perturbations can significantly alter predictions in world models, but ACPC offers a quantifiable way to diagnose and mitigate these effects.