Perceptual-based deep-learning denoiser as a defense against adversarial attacks on ASR systems. - Anirudh Sreeram; Nicholas Mehlman; Raghuveer Peri; Dillon Knox; Shrikanth Narayanan (CoRR, 2021)

Mel Frequency Spectral Domain Defenses against Adversarial Attacks on Speech Recognition Systems. - Nicholas Mehlman; Anirudh Sreeram; Raghuveer Peri; Shrikanth Narayanan (CoRR, 2022)

A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness. - Tiantian Feng; Rajat Hebbar; Nicholas Mehlman; Xuan Shi; Aditya Kommineni; Shrikanth Narayanan (CoRR, 2022)

Scaling and Distilling Transformer Models for sEMG. - Nicholas Mehlman; Jean-Christophe Gagnon-Audet; Michael Shvartsman; Kelvin Niu; Alexander H. Miller; Shagun Sodhani (Trans. Mach. Learn. Res., 2025)