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VLMs exhibit distinct failure modes under physical visual stress, revealing that traditional accuracy metrics can mask critical vulnerabilities in embodied AI systems.
Forget syntax fuzzing – semantic inconsistencies in pre-authentication 5G signaling are a goldmine of exploitable vulnerabilities, with this work uncovering 7 new CVEs in commercial smartphones.
AgentSentry stops indirect prompt injection attacks in LLM agents by pinpointing when the attack takes hold using causality, then surgically removing the malicious influence.
