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2026
Protecting On-Device AI Inference: A Systematic Review of Attacks and Defence Mechanisms
This paper provides the first comprehensive review of threats and defenses specifically targeting on-device AI inference, revealing a significant imbalance where certain attack types, like adversarial attacks, lack corresponding defense mechanisms.
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