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Benchmarks
Federated Learning on MNIST (test)
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5.16
Local Training Time (h)
ESB-FL
4.586
8.4605
12.335
16.2095
Feb 18, 2026
Local Training Time (h)
Aggregation Time (h)
Communication Time (h)
Total Time (h)
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Local Training Time (h)
Aggregation Time (h)
Communication Time (h)
Total Time (h)
Accuracy
ESB-FL
Framework=ESB-FL
2026.02
5.16
31.43
0.09
36.68
98.68
ShieldFL
Framework=ShieldFL
2026.02
14.23
51.97
1.51
67.71
97.42
SRFed
Framework=SRFed
2026.02
19.51
9.09
0.09
28.69
98.9
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