Dimensionality-Aware Anomaly Detection in Learned Representations of Self-Supervised Speech Models

Sandra Arcos-Holzinger, Sarah M. Erfani, James Bailey +1

Self-supervised speech models (S3Ms) achieve strong downstream performance, yet their learned representations remain poorly understood under natural and adversarial perturbations.…