Xiaosen Wang
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2026
Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization
The paper introduces Token-Aware Gradient Optimization (TAGO), demonstrating that sparse optimization focusing only on high-gradient audio tokens is sufficient for effective jailbreaking of audio language models, making dense updates redundant.
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cs.CRcs.AIcs.CLRecentMay 6, 2026
Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization
Zheng Fang, Xiaosen Wang, Shenyi Zhang, Shaokang Wang +1 more
The paper introduces Token-Aware Gradient Optimization (TAGO), demonstrating that sparse optimization focusing only on high-gradient audio tokens is sufficient for effective jailbreaking of audio lang…
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