OptiPrime: Optimizing Private Inference through Protocol-Hardware Co-design
OptiPrime is introduced, a protocol-hardware co-optimization framework for efficient private DNN inference that features a novel HE protocol for convolutions that substantially reduces the number of transmitted output ciphertexts and mitigates the network communication bottleneck.
Jiang-Rui Yu, Ye Yu, Si Chen et al.
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