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Benchmarks
Runtime Efficiency (Time-to-Threshold) on MNIST (Image Classification)
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89
Max Accuracy
FAR-SIGN
5.072
26.861
48.65
70.439
May 10, 2026
Max Accuracy
Time to 80% Acc (s)
Time to 85% Acc (s)
Updated 22d ago
Evaluation Results
Method
Method
Links
Max Accuracy
Time to 80% Acc (s)
Time to 85% Acc (s)
FAR-SIGN
Model=MLP, Byzantine w...
2026.05
89
24
51
Multi-Krum
Model=MLP, Byzantine w...
2026.05
87.2
249
480
Krum
Model=MLP, Byzantine w...
2026.05
85.5
331
-
RFA
Model=MLP, Byzantine w...
2026.05
85.4
312
839
Bulyan
Model=MLP, Byzantine w...
2026.05
85.1
420
885
Median
Model=MLP, Byzantine w...
2026.05
83.8
350
-
Trimmed Mean
Model=MLP, Byzantine w...
2026.05
8.3
-
-
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