151 citations · 437 across the 32 of their papers we have counts for
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cs.CR2020★ 4 cited
GuardNN: Secure Accelerator Architecture for Privacy-Preserving Deep Learning
Weizhe Hua, Muhammad Umar, Zhiru Zhang +1
This paper proposes GuardNN, a secure DNN accelerator that provides hardware-based protection for user data and model parameters even in an untrusted environment. GuardNN shows tha…
cs.CR2020★ 2 cited
MGX: Near-Zero Overhead Memory Protection for Data-Intensive Accelerators
Weizhe Hua, Muhammad Umar, Zhiru Zhang +1
This paper introduces MGX, a near-zero overhead memory protection scheme for hardware accelerators. MGX minimizes the performance overhead of off-chip memory encryption and integri…