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Existing, unexposed calibration pixels in commodity camera sensors can double as physical intrusion detectors against electromagnetic adversarial attacks, flagging signal injection with up to 99.6% ROC-AUC without hardware modifications.
UMPeek reveals that even when memory access is restricted, personalized LLM agents can still leak sensitive user information through their decision-making patterns.