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Florida International University
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Certifying action safety in memory-grounded agents can drastically reduce the risk of unsafe commitments, ensuring reliable decision-making in complex environments.
LLMs leak training data membership through subtle, gradient-induced shifts in their internal representations, enabling a surprisingly effective new attack.
