SoundBreak: A Systematic Study of Audio-Only Adversarial Attacks on Trimodal Models

Aafiya Hussain, Gaurav Srivastava, Alvi Ishmam +2

Multimodal foundation models that integrate audio, vision, and language achieve strong performance on reasoning and generation tasks, yet their robustness to adversarial manipulati…