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ResearchFormerly WizWand

ResNet

Benchmarks

TaskDatasetSOTA resultTrendResults

Privacy-preserving neural network inference

ResNet (inference)

1Inference Time (s)

21

Watermark similarity restoration

ResNet-18 watermarked

1Clean Similarity

9

Training Efficiency

ResNet architecture

22.06Latency (s)

7

Device Placement

ResNet

0.008Latency per GPU

7

Predicting image classifier test accuracy

Small ResNet CIFAR-10 trained (test)

0.976R^2

4

Private Inference

ResNet50

25.55Latency (LAN, s)

3

Private Inference

ResNet18

7.9LAN Latency (s)

3

Privacy-Preserving Neural Network Inference (Online Phase)

ResNet WAN1

1Latency (s)

3

Privacy-Preserving Neural Network Inference (Online Phase)

ResNet LAN

11.3Communication Overhead (MiB)

3

Secure Neural Network Inference

ResNet WAN1

426Latency (second)

3

Graph partitioning

ResNet computation graph

4Edge Cut

2

FHE Resource Consumption Analysis

ResNet20

—Primary metric

0