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ResearchFormerly WizWand

FEMNIST

Benchmarks

TaskDatasetSOTA resultTrendResults

Client Contribution Estimation Correlation

FEMNIST (Natural split)

0.41Average Pearson Correlation

5

Image Classification

FEMNIST (Natural split)

61.17Accuracy

5

Personalized Federated Learning

FEMNIST (test)

76.24Top 10% Most Samples Accuracy

5

Image Classification

FEMNIST (Non-IID 2)

80.32Accuracy

4

Image Classification

FEMNIST (Non-IID 1)

81.12Accuracy

4

Image Classification

FEMNIST IID

80.24Accuracy

4

Malicious Client Detection

FEMNIST

79.37Accuracy

4

Federated Learning Classification

FEMNIST FedAvg 0.8235 (test)

81.45Accuracy

4

Handwriting image classification

FEMNIST LEAF (test)

71.84Personalization Accuracy

3

Federated Image Classification

FEMNIST unseen clients (test)

79.1Test Accuracy

3

Image Classification

FEMNIST LEAF (non-i.i.d.)

—Accuracy

0