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Titel:

A Masked Hardware Accelerator for Feed-Forward Neural Networks With Fixed-Point Arithmetic

Dokumenttyp:
Zeitschriftenaufsatz
Autor(en):
Brosch, Manuel and Probst, Matthias and Glaser, Matthias and Sigl, Georg
Abstract:
Neural network (NN) execution on resource-constrained edge devices is increasing. Commonly, hardware accelerators are introduced in small devices to support the execution of NNs. However, an attacker can often gain physical access to edge devices. Therefore, side-channel attacks are a potential threat to obtain valuable information about the NN. In order to keep the network secret and protect it from extraction, countermeasures are required. In this article, we propose a masked hardware acceler...     »
Stichworte:
Countermeasure, hardware, masking, neural network (NN) accelerator, side-channel analysis (SCA)
Dewey Dezimalklassifikation:
620 Ingenieurwissenschaften
Zeitschriftentitel:
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Jahr:
2023
Seitenangaben Beitrag:
1-14
Reviewed:
ja
Sprache:
en
Volltext / DOI:
doi:10.1109/TVLSI.2023.3340553
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