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Benchmarks
Federated Learning System Efficiency Analysis on LTE Environment (per round)
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128
Payload (MB)
FedBAT
92.16
334.08
576
817.92
Apr 28, 2026
Payload (MB)
Communication Time (s)
Computation Time (s)
Total Time (s)
Energy Consumption (J)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Payload (MB)
Communication Time (s)
Computation Time (s)
Total Time (s)
Energy Consumption (J)
FedBAT
2026.04
128
51.2
7.5
58.7
106.8
Fed-FSTQ
2026.04
153.6
55.2
5.85
61.05
98.5
QSGD
quantization=4-bit
2026.04
256
102.4
5.5
107.9
175.6
Fed-ToMe
2026.04
512
204.8
6.5
211.3
333.2
FedPAQ
2026.04
819.2
327.68
5.25
332.93
512.52
FedAvg
2026.04
1,024
409.6
5
414.6
634.4
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