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ResearchFormerly WizWand

Federated Learning Poisoning Attack Mitigation on CSE-CIC-IDS2018 (test)

98.39F1 ScoreGShield
92.888494.316795.74597.1733Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GShieldSafeRound=5, PMR=10%2025.1298.3990.128
GShieldSafeRound=10, PMR=20%2025.1298.2984.032
GShieldSafeRound=5, PMR=15%2025.1298.2286.265
GShieldSafeRound=5, PMR=5%2025.1298.2191.094
GShieldSafeRound=15, PMR=15%2025.1298.1786.213
GShieldSafeRound=5, PMR=25%2025.1298.0583.716
GShieldSafeRound=15, PMR=5%2025.129891.276
FLAMESafeRound=15, PMR=5%2025.1297.8986.332
FLAMESafeRound=10, PMR=5%2025.1297.885.648
GShieldSafeRound=10, PMR=10%2025.1297.7389.754
GShieldSafeRound=15, PMR=20%2025.1297.7385.412
GShieldSafeRound=5, PMR=20%2025.1297.6684.267
FLAMESafeRound=5, PMR=5%2025.1297.6585.338
GShieldSafeRound=10, PMR=25%2025.1297.5889.977
KrumSafeRound=5, PMR=25%2025.1297.553.999
GShieldSafeRound=10, PMR=5%2025.1297.4591.919
FLAMESafeRound=5, PMR=25%2025.1297.4254.949
KrumSafeRound=5, PMR=5%2025.1297.486.314
KrumSafeRound=10, PMR=5%2025.1297.486.641
GShieldSafeRound=15, PMR=25%2025.1297.491.213
GShieldSafeRound=10, PMR=15%2025.1297.3987.239
GShieldSafeRound=15, PMR=10%2025.1297.3989.513
TMeanSafeRound=5, PMR=5%2025.1297.2984.237
TMeanSafeRound=10, PMR=5%2025.1297.2884.273
TMeanSafeRound=15, PMR=5%2025.1297.2884.739
FLAMESafeRound=5, PMR=10%2025.1297.14772.567
MedianSafeRound=5, PMR=5%2025.1297.1467.756
MedianSafeRound=15, PMR=5%2025.1297.1371.413
KrumSafeRound=5, PMR=20%2025.1297.163.276
FLAMESafeRound=10, PMR=25%2025.1297.0654.114
MedianSafeRound=10, PMR=5%2025.1297.0269.721
FLAMESafeRound=10, PMR=10%2025.1296.9972.71
TMeanSafeRound=10, PMR=25%2025.1296.9252.155
FLAMESafeRound=15, PMR=10%2025.1296.9177.834
FLAMESafeRound=5, PMR=20%2025.1296.8354.125
FLAMESafeRound=5, PMR=15%2025.1296.8255.171
FLAMESafeRound=15, PMR=25%2025.1296.8158.111
TMeanSafeRound=5, PMR=10%2025.1296.7671.057
TMeanSafeRound=15, PMR=25%2025.1296.7452.405
FLAMESafeRound=10, PMR=15%2025.1296.6355.677
KrumSafeRound=15, PMR=5%2025.1296.686.321
FLAMESafeRound=15, PMR=15%2025.1296.5457.122
KrumSafeRound=5, PMR=15%2025.1296.553.57
TMeanSafeRound=10, PMR=10%2025.1296.4371.819
TMeanSafeRound=5, PMR=15%2025.1296.4253.305
FLAMESafeRound=10, PMR=20%2025.1296.4155.584
KrumSafeRound=10, PMR=15%2025.1296.456.111
TMeanSafeRound=15, PMR=10%2025.1296.3470.516
FLAMESafeRound=15, PMR=20%2025.1296.1754.712
TMeanSafeRound=10, PMR=15%2025.1296.1552.925
TMeanSafeRound=5, PMR=25%2025.1296.0853.02
TMeanSafeRound=5, PMR=20%2025.1296.0151.724
KrumSafeRound=5, PMR=10%2025.129670.163
KrumSafeRound=10, PMR=10%2025.129672.561
KrumSafeRound=15, PMR=10%2025.129671.473
TMeanSafeRound=10, PMR=20%2025.1295.9752.576
TMeanSafeRound=15, PMR=15%2025.1295.9757.298
TMeanSafeRound=15, PMR=20%2025.1295.7753.013
MedianSafeRound=5, PMR=25%2025.1295.6259.868
KrumSafeRound=10, PMR=25%2025.1295.656.626
MedianSafeRound=5, PMR=20%2025.1295.4252.158
MedianSafeRound=10, PMR=20%2025.1295.4256.327
MedianSafeRound=15, PMR=20%2025.1295.3559.302
MedianSafeRound=10, PMR=25%2025.1295.3452.814
MedianSafeRound=5, PMR=10%2025.1295.362.979
MedianSafeRound=15, PMR=25%2025.1295.2950.01
MedianSafeRound=15, PMR=10%2025.1295.1575.897
MedianSafeRound=10, PMR=10%2025.1295.1274.435
KrumSafeRound=15, PMR=15%2025.1294.962.773
KrumSafeRound=15, PMR=25%2025.1294.857.709
MedianSafeRound=10, PMR=15%2025.1294.7937.903
MedianSafeRound=15, PMR=15%2025.1294.7655.617
MedianSafeRound=5, PMR=15%2025.1294.6641.851
KrumSafeRound=15, PMR=20%2025.129456.86
KrumSafeRound=10, PMR=20%2025.1293.154.547