Saurav Maji and colleagues at the Massachusetts Institute of Technology (MIT) have designed an integrated circuit chip that can thwart power side-channel attacks with less energy expenditure than common security methods.
The chip is based on threshold computing, which splits data into random components for individual processing by the neural network before assembling the final result.
Maji said information leakage from the device is always random, and can never expose any side-channel data.
An optimization function reduces computing power by cutting the amount of multiplication needed to process data, and shields the network by encrypting the model's parameters.
From MIT News
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