HA-MSDM private CNN inference framework with ring-authenticated sharing, constant-round multiplication and polynomial protocols, and knowledge-distillation training achieves 2.3-6.8x LAN and 1.3-5.6x WAN speedups with near-plaintext accuracy.
EUROCRYPT (3) 2018: 158-189
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Efficient and High-Accuracy Private CNN Inference with Helper-Assisted Malicious Security
HA-MSDM private CNN inference framework with ring-authenticated sharing, constant-round multiplication and polynomial protocols, and knowledge-distillation training achieves 2.3-6.8x LAN and 1.3-5.6x WAN speedups with near-plaintext accuracy.