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Benchmarks
Poisoning Attack Mitigation on EMNIST
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98.51
F1 Score
GShield
98.2292
98.3021
98.375
98.4479
Dec 22, 2025
F1 Score
S Recall
Updated 3mo ago
Evaluation Results
Method
Method
Links
F1 Score
S Recall
GShield
SafeRound=5, PMR=5%
2025.12
98.51
99.193
GShield
SafeRound=5, PMR=10%
2025.12
98.42
98.891
FLAME
SafeRound=15, PMR=25%
2025.12
98.4
86.741
GShield
SafeRound=5, PMR=25%
2025.12
98.39
97.949
GShield
SafeRound=5, PMR=15%
2025.12
98.34
99.064
GShield
SafeRound=15, PMR=25%
2025.12
98.3
88.391
GShield
SafeRound=5, PMR=20%
2025.12
98.24
98.343
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