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Persona skills expose significant privacy risks, with existing defenses failing to adequately protect against attribute disclosure and impersonation across diverse agent architectures.
TC-UAP is the first method to effectively safeguard videos from both reference- and tuning-based customization, achieving unprecedented identity protection.
Multimodal models are surprisingly vulnerable to subtle text-based backdoor attacks using common words, making them far more practical and stealthy than previous visual trigger methods.