pvCNN

pvCNN: Privacy-Preserving and Verifiable Convolutional Neural Network Testing

Date
2023-03-01
Proof system
Homomorphic encryption + collaborative inference + zk-SNARK (Quadratic Matrix Programs)
Hardware
Quad-core i5-7500, 48 GB RAM
Numbers from
survey
Paper
https://arxiv.org/abs/2201.09186

Reported benchmarks

modeldatasetproving time sproof size mbverification time s
LeNet-5MNIST1448.8335154

proving_time_note: ReLU matrix

Notes

Splits the model into private and public components; encrypted partial execution.

Our reading

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