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The Hong Kong University of Science and Technology (
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Adversarial attacks on ASR systems can achieve a +26.6 WER improvement by targeting feature representations instead of raw audio, exposing a significant blind spot in current robustness evaluations.
Current MLLMs fail to detect covert advertisements, revealing a critical gap in social media moderation that could mislead consumers and pose ethical risks.