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Benchmarks
Federated Fine-tuning on Federated Fine-tuning Simulation Environment
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1.86
Time per Round (min)
FFA-LoRA
-0.1296
13.3002
26.73
40.1598
Oct 6, 2025
Time per Round (min)
Updated 24d ago
Evaluation Results
Method
Method
Links
Time per Round (min)
FFA-LoRA
Backbone=Llama3.2-3B
2025.10
1.86
FedAvg
Backbone=Llama3.2-3B
2025.10
1.92
Fed-DARE
Backbone=Llama3.2-3B
2025.10
1.92
FedProx
Backbone=Llama3.2-3B
2025.10
2.1
FedSRD-e
Backbone=Llama3.2-3B
2025.10
2.1
FFA-LoRA
Backbone=Qwen2-7B
2025.10
3
FedAvg
Backbone=Qwen2-7B
2025.10
3.06
Fed-DARE
Backbone=Qwen2-7B
2025.10
3.06
FedSRD-e
Backbone=Qwen2-7B
2025.10
3.15
FedProx
Backbone=Qwen2-7B
2025.10
3.18
FlexLoRA
Backbone=Llama3.2-3B
2025.10
7.2
FedSRD
Backbone=Llama3.2-3B
2025.10
7.92
FlexLoRA
Backbone=Qwen2-7B
2025.10
12.6
FedSRD
Backbone=Qwen2-7B
2025.10
13.5
FedICU
Backbone=Llama3.2-3B
2025.10
30.36
FedICU
Backbone=Qwen2-7B
2025.10
51.6
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