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Benchmarks
Runtime Efficiency (Time to Accuracy) on MNIST (Image Classification)
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11
Time to 80% Acc (s)
FAR-SIGN
-3.52
94.49
192.5
290.51
May 10, 2026
Time to 80% Acc (s)
Time to 85% Acc (s)
Max Acc
Updated 22d ago
Evaluation Results
Method
Method
Links
Time to 80% Acc (s)
Time to 85% Acc (s)
Max Acc
FAR-SIGN
Model=MLP, Byzantine w...
2026.05
11
24
89.6
RFA
Model=MLP, Byzantine w...
2026.05
223
417
87.5
Median
Model=MLP, Byzantine w...
2026.05
247
467
87.6
Trimmed Mean
Model=MLP, Byzantine w...
2026.05
260
511
87.5
Multi-Krum
Model=MLP, Byzantine w...
2026.05
288
594
86.9
Krum
Model=MLP, Byzantine w...
2026.05
314
803
85.8
Bulyan
Model=MLP, Byzantine w...
2026.05
374
772
85.8
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