Packed Shamir secret sharing yields up to 11x lower communication and 2.6x faster online runtime for secure deep learning inference versus prior Shamir-based methods.
Scalable multi-party computation protocols for machine learning in the honest-majority setting
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High-Throughput and Scalable Secure Inference Protocols for Deep Learning with Packed Secret Sharing
Packed Shamir secret sharing yields up to 11x lower communication and 2.6x faster online runtime for secure deep learning inference versus prior Shamir-based methods.