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Benchmarks
Income Prediction on Adult (IID)
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85.27
Accuracy
FedAvg
70.0444
73.9972
77.95
81.9028
Mar 20, 2025
Accuracy
Fairness Score
Privacy Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Fairness Score
Privacy Score
FedAvg
2025.03
85.27
0.3185
0.3721
RESFL
mode=labeled-S
2025.03
84.81
0.2317
0.2389
FairFed
2025.03
84.49
0.2564
0.3965
AF-UFM-Proxy
variant=Proxy
2025.03
84.3
0.2475
0.2411
AF-UFM-Cluster
variant=Cluster
2025.03
84.25
0.2485
0.2427
AF-UFM-Slices
variant=Slices
2025.03
84.12
0.251
0.244
PUFFLE
2025.03
82.94
0.2951
0.2853
FedAvg-DP
2025.03
70.63
0.3018
0.2217
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