AIBearisharXiv – CS AI · 10h ago6/10
🧠
GRM: Utility-Aware Jailbreak Attacks on Audio LLMs via Gradient-Ratio Masking
Researchers introduce GRM, a frequency-selective jailbreak framework that exploits vulnerabilities in audio large language models while maintaining utility preservation. By strategically perturbing specific frequency bands rather than entire spectrums, GRM achieves 88.46% jailbreak success rates with better trade-offs between attack effectiveness and transcription quality compared to existing methods.