arxivcs.LGcs.CV2026-07-22
Detecting Neural Network Failures through Spectral Analysis of Internal Activations
Neural network misclassifications exhibit characteristic spectral instability in internal activations that is invisible at the output layer. This phenomenon is identified and formalized as Spectral Drift -- the frequency-domain distance between consecutive layer activations -- wi…