2026
Are Deep Speech Denoising Models Robust to Adversarial Noise?
ICLR 2026poster
Deep noise suppression (DNS) models enjoy widespread use throughout a variety of high-stakes speech applications. However, we show that four recent DNS models can each be reduced to outputting unintelligible gibberish through the addition of psychoacoustically hidden adversarial noise, even in low-…