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ResearchFormerly WizWand

Federated Learning Poisoning Attack Mitigation on CIC-Darknet 2020 (test)

88.11F1 ScoreGShield
69.244474.142279.0483.9378Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GShieldSafeRound=10, PMR=10%2025.1288.1187.7
GShieldSafeRound=15, PMR=10%2025.1287.9987.611
GShieldSafeRound=15, PMR=5%2025.1287.8181.409
GShieldSafeRound=5, PMR=10%2025.1287.888.364
GShieldSafeRound=10, PMR=5%2025.1287.6979.728
GShieldSafeRound=5, PMR=25%2025.1287.6176.848
GShieldSafeRound=5, PMR=5%2025.1287.4779.466
GShieldSafeRound=5, PMR=20%2025.1287.3783.247
GShieldSafeRound=10, PMR=25%2025.1287.3575.24
GShieldSafeRound=15, PMR=15%2025.1287.3587.262
GShieldSafeRound=15, PMR=20%2025.1287.1884.595
GShieldSafeRound=10, PMR=20%2025.1286.8883.573
GShieldSafeRound=10, PMR=15%2025.1286.8787.933
GShieldSafeRound=5, PMR=15%2025.1286.6288.94
GShieldSafeRound=15, PMR=25%2025.1286.4262.256
KrumSafeRound=10, PMR=10%2025.1284.5869.443
FLAMESafeRound=5, PMR=10%2025.1284.4874.751
KrumSafeRound=15, PMR=10%2025.1284.4768.65
MedianSafeRound=5, PMR=10%2025.1284.0379.935
KrumSafeRound=5, PMR=10%2025.1283.9960.223
TMeanSafeRound=10, PMR=10%2025.1283.9975.737
FLAMESafeRound=10, PMR=10%2025.1283.9274.229
FLAMESafeRound=15, PMR=10%2025.1283.9174.092
KrumSafeRound=15, PMR=5%2025.1283.7763.753
TMeanSafeRound=5, PMR=10%2025.1283.7376.016
KrumSafeRound=10, PMR=5%2025.1283.7363.559
MedianSafeRound=10, PMR=10%2025.1283.7279.636
MedianSafeRound=15, PMR=10%2025.1283.6975.21
FLAMESafeRound=5, PMR=5%2025.1283.6636.213
MedianSafeRound=15, PMR=15%2025.1282.7153.99
MedianSafeRound=10, PMR=15%2025.1282.5952.264
TMeanSafeRound=5, PMR=15%2025.1282.4427.157
FLAMESafeRound=15, PMR=15%2025.1282.3748.013
FLAMESafeRound=10, PMR=15%2025.1282.245.472
KrumSafeRound=5, PMR=15%2025.1281.9130.076
TMeanSafeRound=15, PMR=10%2025.1281.6440.176
TMeanSafeRound=15, PMR=15%2025.1281.1338.155
KrumSafeRound=15, PMR=15%2025.1280.9435.156
KrumSafeRound=10, PMR=15%2025.1280.7832.988
FLAMESafeRound=5, PMR=15%2025.1280.3144.598
TMeanSafeRound=10, PMR=15%2025.1279.9731.724
FLAMESafeRound=15, PMR=5%2025.1279.5639.895
FLAMESafeRound=10, PMR=5%2025.1279.1537.891
KrumSafeRound=5, PMR=5%2025.1278.936.054
MedianSafeRound=5, PMR=15%2025.1278.8453.184
TMeanSafeRound=15, PMR=5%2025.1275.9269.41
TMeanSafeRound=10, PMR=5%2025.1274.2818.518
KrumSafeRound=15, PMR=20%2025.1273.834.866
KrumSafeRound=10, PMR=20%2025.1273.642.96
FLAMESafeRound=5, PMR=20%2025.1273.281.166
FLAMESafeRound=15, PMR=20%2025.1273.274.157
MedianSafeRound=5, PMR=5%2025.1273.1335.313
FLAMESafeRound=10, PMR=20%2025.1272.912.542
KrumSafeRound=15, PMR=25%2025.1272.612.381
KrumSafeRound=5, PMR=20%2025.1272.531.223
MedianSafeRound=15, PMR=20%2025.1272.415.445
TMeanSafeRound=15, PMR=20%2025.1272.373.687
KrumSafeRound=10, PMR=25%2025.1272.230.879
FLAMESafeRound=5, PMR=25%2025.1272.070.216
TMeanSafeRound=10, PMR=20%2025.1272.011.937
MedianSafeRound=5, PMR=20%2025.1271.911.36
MedianSafeRound=10, PMR=20%2025.1271.712.379
TMeanSafeRound=5, PMR=20%2025.1271.621.094
MedianSafeRound=15, PMR=5%2025.1271.5424.117
MedianSafeRound=10, PMR=5%2025.1271.5260.094
TMeanSafeRound=5, PMR=5%2025.1271.4414.582
FLAMESafeRound=15, PMR=25%2025.1271.191.792
TMeanSafeRound=15, PMR=25%2025.1271.151.595
KrumSafeRound=5, PMR=25%2025.1271.080.224
FLAMESafeRound=10, PMR=25%2025.1270.850.72
MedianSafeRound=5, PMR=25%2025.1270.760
TMeanSafeRound=10, PMR=25%2025.1270.750.394
MedianSafeRound=10, PMR=25%2025.1270.130.24
TMeanSafeRound=5, PMR=25%2025.1270.120.201
MedianSafeRound=15, PMR=25%2025.1269.970.492