This SoK paper introduces the first systematic framework covering security pillars, attack landscape, and defense landscape for mobile on-device AI systems while identifying research gaps.
Sok: towards security and safety of edge ai.arXiv preprint arXiv:2410.05349, 2024
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SoK: Attack and Defense Landscape of Mobile On-device AI Systems
This SoK paper introduces the first systematic framework covering security pillars, attack landscape, and defense landscape for mobile on-device AI systems while identifying research gaps.