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Benchmarks
Text Classification on AG News (Communication Efficiency)
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3.22
Total Communication Time (10^3 s)
ELSA
2.9284
4.8967
6.865
8.8333
Jan 20, 2026
Total Communication Time (10^3 s)
Reduction vs Baseline
Updated 4d ago
Evaluation Results
Method
Method
Links
Total Communication Time (10^3 s)
Reduction vs Baseline
ELSA
2026.01
3.22
-14
RoFed
2026.01
3.36
-
RaSA
2026.01
3.43
-
FedCAda
2026.01
3.43
-
FedAMS
2026.01
3.57
-
FedProx
2026.01
3.65
-
FedAvg
2026.01
3.79
-
FedAvg (Random)
2026.01
3.93
-
Vanilla Model
2026.01
10.51
-
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