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ResearchFormerly WizWand

Poisoning Attack Mitigation on FashionMNIST

87.8F1 ScoreGShield
82.91284.18185.4586.719Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GShieldSafeRound=5, PMR=5%2025.1287.895.922
GShieldSafeRound=15, PMR=5%2025.1287.897.27
GShieldSafeRound=10, PMR=5%2025.1287.795.9
GShieldSafeRound=5, PMR=10%2025.1287.693.614
GShieldSafeRound=10, PMR=10%2025.1287.493.71
GShieldSafeRound=10, PMR=15%2025.1287.393.56
GShieldSafeRound=5, PMR=15%2025.1287.293.226
GShieldSafeRound=15, PMR=15%2025.1287.295.19
GShieldSafeRound=15, PMR=20%2025.1287.294.53
GShieldSafeRound=10, PMR=20%2025.1287.192.6
GShieldSafeRound=15, PMR=10%2025.1287.194.64
FLAMESafeRound=5, PMR=5%2025.128795.554
GShieldSafeRound=5, PMR=20%2025.1286.893.326
GShieldSafeRound=15, PMR=25%2025.1286.693.98
MedianSafeRound=5, PMR=5%2025.1286.594.958
GShieldSafeRound=5, PMR=25%2025.1286.392.28
GShieldSafeRound=10, PMR=25%2025.1285.890.17
KrumSafeRound=5, PMR=5%2025.1285.494.456
TMeanSafeRound=5, PMR=5%2025.1283.193.306