Optimized batched homomorphic encryption with a new pipeline architecture delivers 1.78x faster amortized inference and 3.74x lower memory than prior work for ResNet-20 on 512 encrypted CIFAR-10 images.
Falcon: Fast spectral inference on encrypted data.Advances in Neural Information Processing Systems, 33:2364–2374
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Towards Deep Encrypted Training: Low-Latency, Memory-Efficient, and High-Throughput Inference for Privacy-Preserving Neural Networks
Optimized batched homomorphic encryption with a new pipeline architecture delivers 1.78x faster amortized inference and 3.74x lower memory than prior work for ResNet-20 on 512 encrypted CIFAR-10 images.