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Intrusion Detection on UNSW-NB15 (test)

95.29F1 Score

Imp.1: XGBoost-BalSamp

Updated 18d ago

Evaluation Results

Method
Imp.1: XGBoost-BalSamp 2026.05	95.29	95.45	95.26	95.33	-	-	-
Brier 2026.05	95.1	-	-	95.7	4.3	-	-
Externality 2026.05	95.1	-	-	95.7	4.3	-	-
Conf-Weighted 2026.05	95.1	-	-	95.7	4.3	-	-
Log-Odds 2026.05	95.1	-	-	95.8	4.3	-	-
Stacking-LR 2026.05	95.1	-	-	95.1	4.9	-	-
Stacking-MLP 2026.05	95.1	-	-	94.5	5.5	-	-
Majority Vote 2026.05	95	-	-	95.4	4.6	-	-
VCG (Ours) 2026.05	94.8	-	-	95.9	4.1	-	-
ZTA-FL 2025.12	94.6	95.2	-	-	-	-	-
Best Individual 2026.05	94.2	-	-	96.3	3.7	-	-
FLAME 2025.12	93.3	93.9	-	-	-	-	-
FLTrust 2025.12	92.9	93.5	-	-	-	-	-
FedProx 2025.12	91.7	92.3	-	-	-	-	-
Imp.2+3+4: PseudoFilter + MixupAug + LiteAE 2026.05	91.45	90.88	94.42	88.67	-	-	-
Imp.2+3: PseudoFilter + MixupAug 2026.05	91.2	90.6	-	-	-	-	-
Imp.2: PseudoFilter only 2026.05	90.96	90.44	94.92	87.31	-	-	-
FedAvg 2025.12	90.8	91.4	-	-	-	-	-
Imp.2+4: PseudoFilter + LiteAE 2026.05	90.7	90.2	-	-	-	-	-
Imp.3: MixupAug only 2026.05	90.5	89.8	-	-	-	-	-
AOC-IDS Published [8] 2026.05	90.14	89.19	90.65	89.7	-	-	-
AOC-IDS Our Replication 2026.05	90.12	89.39	90.48	89.85	-	-	-
Krum 2025.12	90.1	90.7	-	-	-	-	-
Imp.4: LiteAE only 2026.05	89.8	88.5	-	-	-	-	-
XGBoost (Online) 2026.05	89.26	86.97	82.85	98.29	-	-	-
FedEP 2026.02	88.97	83.31	82.17	97	3	-	-
RF (Online) 2026.05	88.55	85.93	80.25	98.75	-	-	-
DTC (Online) 2026.05	88.15	85.95	82.32	94.86	-	-	-
FedPG 2026.02	87.2	80.93	81.58	93.66	6.34	-	-
CIDS 2026.05	86.03	82.61	78.91	96.28	-	-	-
FeCo 2026.05	68.93	72.5	91.18	55.41	-	-	-
Khan et al. 2026.02	59.73	65.38	69.69	54.34	-	-	-
Mohamed et al. 2026.02	56.57	66.07	76.01	46.34	-	-	-
Variance Threshold 2026.06	-	-	-	-	-	34.36	-
Pearson Correlation 2026.06	-	-	-	-	-	32.46	-
Mutual Information 2026.06	-	-	-	-	-	36.7	-
Fisher Score 2026.06	-	-	-	-	-	36.52	-
CMD 2026.06	-	-	-	-	-	36.46	-
nCMD 2026.06	-	-	-	-	-	37.4	-
QCL-IDS 2026.07	-	-	-	-	-	-	94.1
RES-DARE 2026.07	-	-	-	-	-	-	98.04