Penetralium: Privacy-preserving and memory-efficient neural network inference at the edge

Published: 01 Jan 2024, Last Modified: 05 Mar 2025Future Gener. Comput. Syst. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A system-algorithm jointly optimized model inference system at the edge.•Building computational pipeline that can be adapted to underlying trusted components.•Lightweight perturbation policy to protect against advanced privacy attacks.•The system provides strong security guarantees with reasonable performance.
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