Papers by Alvi Md Ishmam

1 papers
SoundBreak: A Systematic Study of Audio-Only Adversarial Attacks on Trimodal Models (2026.acl-long)

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Challenge: Recent advances in multimodal large language models have increased their vulnerability to adversarial manipulation.
Approach: They propose to target audio-only adversarial attacks on multimodal audio–video–language models . they show that attacks can be successful at low perceptual distortions .
Outcome: The proposed models achieve up to 96% success rate under realistic conditions . the proposed models are more robust to noise than to noise and distortion than to speech recognition systems .

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