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

98.39F1 Score

GShield

92.888494.316795.74597.1733Dec 22, 2025
Updated 4d ago

Evaluation Results

MethodLinks
2025.12
98.3990.128
2025.12
98.2984.032
2025.12
98.2286.265
2025.12
98.2191.094
2025.12
98.1786.213
2025.12
98.0583.716
2025.12
9891.276
2025.12
97.8986.332
2025.12
97.885.648
2025.12
97.7389.754
2025.12
97.7385.412
2025.12
97.6684.267
2025.12
97.6585.338
2025.12
97.5889.977
2025.12
97.553.999
2025.12
97.4591.919
2025.12
97.4254.949
2025.12
97.486.314
2025.12
97.486.641
2025.12
97.491.213
2025.12
97.3987.239
2025.12
97.3989.513
2025.12
97.2984.237
2025.12
97.2884.273
2025.12
97.2884.739
2025.12
97.14772.567
2025.12
97.1467.756
2025.12
97.1371.413
2025.12
97.163.276
2025.12
97.0654.114
2025.12
97.0269.721
2025.12
96.9972.71
2025.12
96.9252.155
2025.12
96.9177.834
2025.12
96.8354.125
2025.12
96.8255.171
2025.12
96.8158.111
2025.12
96.7671.057
2025.12
96.7452.405
2025.12
96.6355.677
2025.12
96.686.321
2025.12
96.5457.122
2025.12
96.553.57
2025.12
96.4371.819
2025.12
96.4253.305
2025.12
96.4155.584
2025.12
96.456.111
2025.12
96.3470.516
2025.12
96.1754.712
2025.12
96.1552.925
2025.12
96.0853.02
2025.12
96.0151.724
2025.12
9670.163
2025.12
9672.561
2025.12
9671.473
2025.12
95.9752.576
2025.12
95.9757.298
2025.12
95.7753.013
2025.12
95.6259.868
2025.12
95.656.626
2025.12
95.4252.158
2025.12
95.4256.327
2025.12
95.3559.302
2025.12
95.3452.814
2025.12
95.362.979
2025.12
95.2950.01
2025.12
95.1575.897
2025.12
95.1274.435
2025.12
94.962.773
2025.12
94.857.709
2025.12
94.7937.903
2025.12
94.7655.617
2025.12
94.6641.851
2025.12
9456.86
2025.12
93.154.547