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Side-Channel Analysis of Integrate-and-Fire Neurons Within Spiking Neural Networks
Matthias Probst
, Manuel Brosch
,
Georg Sigl
Chair of Security in Information Technology
Technical University of Munich
Fraunhofer AISEC
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Keyphrases
Spiking Neural Networks
100%
Side-channel Analysis
100%
Integrate-and-fire Neuron
100%
Edge Devices
50%
Event-based
25%
Resource Utilization
25%
Real-world Measurements
25%
Network Gains
25%
Physical Access
25%
Low Power Operation
25%
Attack Strategy
25%
Neural Network Implementation
25%
Correlation Power Analysis
25%
FPGA Design
25%
Novel Attacks
25%
Electromagnetic Emanation
25%
Horizontal Correlation
25%
Robust Attack
25%
Access Opening
25%
Computer Science
Neural Network
100%
side-channel
100%
Physical Access
25%
Attack Strategy
25%
Power Analysis
25%
Field Programmable Gate Arrays
25%