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Benchmarks
Federated Image Classification on CIFAR-10 Dir-0.1 (test)
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40
Training Rounds
FedEMA-Distill
39.2
44.6
50
55.4
Feb 15, 2026
Training Rounds
Total Upload Size (MB) per Client
Updated 1mo ago
Evaluation Results
Method
Method
Links
Training Rounds
Total Upload Size (MB) per Client
FedEMA-Distill
Target Accuracy=70%
2026.02
40
3.6
FedDF
Target Accuracy=70%
2026.02
42
3.78
FedAvgM
Target Accuracy=70%
2026.02
48
182.4
SCAFFOLD
Target Accuracy=70%
2026.02
51
193.8
FedProx
Target Accuracy=70%
2026.02
55
209
FedAvg
Target Accuracy=70%
2026.02
60
228
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