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Active GIA Detection research benchmarks · SOTA2 Research

Active GIA Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Tiny-ImageNet Cross-Device, 100 clients

lightweight client-side detection techniques

1Average TPR

3

May 26, 2026

CIFAR-10 Cross-Device, 100 clients

lightweight client-side detection techniques

100Average TPR

3

May 26, 2026

Tiny-ImageNet Cross-Silo 10 clients

lightweight client-side detection techniques

100Average TPR

3

May 26, 2026

CIFAR-10 Cross-Silo, 10 clients

lightweight client-side detection techniques

100Average True Positive Rate

3

May 26, 2026

CIFAR-100 Cross-Device 100 clients

lightweight client-side detection techniques

1Average TPR

2

May 26, 2026

FMNIST Cross-Device, 100 clients

lightweight client-side detection techniques

100Average TPR

2

May 26, 2026

CIFAR-100 Cross-Silo 10 clients

lightweight client-side detection techniques

100Average TPR

2

May 26, 2026

FMNIST Cross-Silo, 10 clients

lightweight client-side detection techniques

100Average TPR

2

May 26, 2026

MNIST Cross-Device 100 clients

lightweight client-side detection techniques

1Average TPR

1

May 26, 2026

MNIST Cross-Silo, 10 clients

lightweight client-side detection techniques

100Average TPR

1

May 26, 2026

Popular datasets

CIFAR MNIST fMNIST ImageNet Tiny-ImageNet

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