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Benchmarks
Targeted Attack Detection on CIC-IDS 2018 (non-IID, 40% Adversaries)
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92
Detection Performance
FedCC
48.32
59.66
71
82.34
Feb 20, 2026
Detection Performance
Updated 1mo ago
Evaluation Results
Method
Method
Links
Detection Performance
FedCC
Attack=GAN-Con
2026.02
92
PenTiDef
Attack=GAN-Con
2026.02
92
PenTiDef
Attack=BD
2026.02
92
FedCC
Attack=GAN-ML
2026.02
91
No-Def
Attack=GAN-Con
2026.02
91
Flare
Attack=GAN-Con
2026.02
91
Flare
Attack=BD
2026.02
90
FedCC
Attack=BD
2026.02
90
PenTiDef
Attack=GAN-SL
2026.02
89
Flare
Attack=GAN-ML
2026.02
89
PenTiDef
Attack=GAN-ML
2026.02
89
Flare
Attack=GAN-SL
2026.02
88
FedCC
Attack=GAN-SL
2026.02
88
No-Def
Attack=GAN-SL
2026.02
52
No-Def
Attack=BD
2026.02
51
No-Def
Attack=GAN-ML
2026.02
50
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