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Benchmarks
Image Classification on MNIST (Convergence Time Metrics)
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19
Time to 80% Acc (s)
FAR-SIGN
-5.96
162.52
331
499.48
May 10, 2026
Time to 80% Acc (s)
Time to 85% Acc (s)
Max Accuracy
Updated 22d ago
Evaluation Results
Method
Method
Links
Time to 80% Acc (s)
Time to 85% Acc (s)
Max Accuracy
FAR-SIGN
Model=MLP, Byzantine w...
2026.05
19
70
86.2
Trimmed Mean
Model=MLP, Byzantine w...
2026.05
266
604
86.2
Multi-Krum
Model=MLP, Byzantine w...
2026.05
268
634
83.8
Median
Model=MLP, Byzantine w...
2026.05
280
608
86.6
RFA
Model=MLP, Byzantine w...
2026.05
285
604
86
Bulyan
Model=MLP, Byzantine w...
2026.05
408
-
81.9
Krum
Model=MLP, Byzantine w...
2026.05
643
-
80
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