Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization
Jailbreak attacks on audio language models (ALMs) optimize audio perturbations to elicit unsafe generations, and they typically update the entire waveform densely throughout optimization. In this work, we investigate the necessity of such dense optimization by analyzing the structure of token-aligne…