Transferable Adversarial Robustness for Speech Foundation Models via Hierarchical Stabilization

Aref Mousavi, Shahab Sherafat, Kiarash Kiani Feriz +4

Frozen speech foundation models (SFMs) make downstream adaptation efficient: the backbone can stay fixed while a task learns layer fusion and a lightweight classifier. Full adversa…