Nov 1, 2022 · This work introduces a threshold implementation (TI) masking-based NN accelerator that secures model parameters and inputs against power and ...

This work introduces a threshold implementation (TI) masking-based NN accelerator that secures model parameters and inputs against power and electromagnetic (EM) ...

The design demonstrates security surpassing 2 million traces [249] , and analyzed sidechannel vulnerabilities, with different methods like test Vector Leakage ...

NASA/ADS · A Threshold Implementation-Based Neural Network Accelerator With Power and Electromagnetic Side-Channel Countermeasures.

A threshold implementation-based neural network accelerator with power and electromagnetic side-channel countermeasures. S Maji, U Banerjee, SH Fuller, AP ...

Sep 9, 2022 · A Threshold Implementation-Based Neural Network Accelerator With Power and Electromagnetic Side-Channel Countermeasures ; Graph Encryption for ...

Banerjee, S. H. Fuller, A. P. Chandrakasan, “A Threshold Implementation-Based Neural Network Accelerator with Power and Electromagnetic Side-Channel ...

A Threshold Implementation-Based Neural Network Accelerator With Power and Electromagnetic Side-Channel Countermeasures. IEEE J. Solid State Circuits 58(1) ...

A novel defense methodology to safeguard FPGA-based AI accelerators and mitigate model extraction threats via power-based SCAs.

Jun 29, 2023 · Recently, side-channel analysis of neural networks allows parameter extraction even for networks with several multiple deep layers with high ...