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.
Astra: High throughput 3pc over rings with application to secure prediction
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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.