Publication
IEEE Security and Privacy
Paper

Complex Encoded Tile Tensors: Accelerating Encrypted Analytics

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Abstract

Homomorphic encryption enables private AI computations to be run on the cloud. Recent work used tile tensors to speed up the evaluation of neural network inference without client assistance. We introduce an extension to tile tensors for the complex plane, resulting in a ~1.68x amortized speedup over previous results.

Date

23 Jun 2022

Publication

IEEE Security and Privacy

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