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Inaudible low-frequency signals can cripple LALM performance by up to 67%, revealing a hidden vulnerability in audio processing systems.
Achieve robust LVLM defense against adversarial attacks with minimal image modification and computational cost by exploiting structural priors.
Resource consumption vulnerabilities in LLMs can lead to degraded service availability and economic sustainability, demanding a systematic understanding and mitigation approach.
