Our new X account is live! Follow @wizwand_team for updates
WorkDL logo mark

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

88.11F1 Score

GShield

69.244474.142279.0483.9378Dec 22, 2025
Updated 4d ago

Evaluation Results

MethodLinks
2025.12
88.1187.7
2025.12
87.9987.611
2025.12
87.8181.409
2025.12
87.888.364
2025.12
87.6979.728
2025.12
87.6176.848
2025.12
87.4779.466
2025.12
87.3783.247
2025.12
87.3575.24
2025.12
87.3587.262
2025.12
87.1884.595
2025.12
86.8883.573
2025.12
86.8787.933
2025.12
86.6288.94
2025.12
86.4262.256
2025.12
84.5869.443
2025.12
84.4874.751
2025.12
84.4768.65
2025.12
84.0379.935
2025.12
83.9960.223
2025.12
83.9975.737
2025.12
83.9274.229
2025.12
83.9174.092
2025.12
83.7763.753
2025.12
83.7376.016
2025.12
83.7363.559
2025.12
83.7279.636
2025.12
83.6975.21
2025.12
83.6636.213
2025.12
82.7153.99
2025.12
82.5952.264
2025.12
82.4427.157
2025.12
82.3748.013
2025.12
82.245.472
2025.12
81.9130.076
2025.12
81.6440.176
2025.12
81.1338.155
2025.12
80.9435.156
2025.12
80.7832.988
2025.12
80.3144.598
2025.12
79.9731.724
2025.12
79.5639.895
2025.12
79.1537.891
2025.12
78.936.054
2025.12
78.8453.184
2025.12
75.9269.41
2025.12
74.2818.518
2025.12
73.834.866
2025.12
73.642.96
2025.12
73.281.166
2025.12
73.274.157
2025.12
73.1335.313
2025.12
72.912.542
2025.12
72.612.381
2025.12
72.531.223
2025.12
72.415.445
2025.12
72.373.687
2025.12
72.230.879
2025.12
72.070.216
2025.12
72.011.937
2025.12
71.911.36
2025.12
71.712.379
2025.12
71.621.094
2025.12
71.5424.117
2025.12
71.5260.094
2025.12
71.4414.582
2025.12
71.191.792
2025.12
71.151.595
2025.12
71.080.224
2025.12
70.850.72
2025.12
70.760
2025.12
70.750.394
2025.12
70.130.24
2025.12
70.120.201
2025.12
69.970.492