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Benchmarks
Training Efficiency on ResNet architecture
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22.06
Latency (s)
FedAvg
20.5172
30.9311
41.345
51.7589
Sep 27, 2024
Latency (s)
Relative Cost Ratio
Updated 1mo ago
Evaluation Results
Method
Method
Links
Latency (s)
Relative Cost Ratio
FedAvg
Backbone=ResNet, Itera...
2024.09
22.06
1
FedDyn
Backbone=ResNet, Itera...
2024.09
34.03
1.54
SCAFFOLD
Backbone=ResNet, Itera...
2024.09
36.01
1.63
A-FedPD
Backbone=ResNet, Itera...
2024.09
37.61
1.7
FedSAM
Backbone=ResNet, Itera...
2024.09
39.21
1.77
FedSpeed
Backbone=ResNet, Itera...
2024.09
56.1
2.54
A-FedPDSAM
Backbone=ResNet, Itera...
2024.09
60.63
2.74
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