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Intrusion Detection on UNSW-NB15

99.27F1 Score

MDE-IDS (LGB)

Updated 25d ago

Evaluation Results

Method	Links
MDE-IDS (LGB) 2026.06		99.27	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Ensemble of Deep Learning 2026.03		98.86	-	-	-	-	-	-	99.77	98.6	98.6	-	-	-	-	-
Transformer 2026.06		98.12	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Random Forest 2026.03		96	-	-	-	-	-	-	99.5	98	97	-	-	-	-	-
Q-AGNN 2026.03		94.85	-	-	-	-	-	-	97.87	98.81	91.67	0	16.67	100	-	-
GCN 2026.03		94.85	-	-	-	-	-	-	97.87	98.81	91.67	0	16.67	100	-	-
GAT 2026.03		94.85	-	-	-	-	-	-	97.87	98.81	91.67	0	16.67	100	-	-
GraphSAGE 2026.03		94.85	-	-	-	-	-	-	97.87	98.81	91.61	0	16.67	100	-	-
ClusterGCN 2026.03		94.85	-	-	-	-	-	-	97.87	98.81	91.61	0	16.67	100	-	-
SuperGAT 2026.03		94.85	-	-	-	-	-	-	97.87	98.81	91.61	0	16.67	100	-	-
KAN-LSTM 2026.03		94.01	-	-	-	-	-	-	95.89	94.5	93.2	-	-	-	-	-
TransformerConv 2026.03		90.45	-	-	-	-	-	-	95.74	90.45	90.45	2.44	16.67	97.56	-	-
RPM-Net 2026.04		79.5	86.75	-	-	-	-	-	-	80.22	80.53	-	-	-	85.11	85.55
OCN 2026.04		76.05	78.15	-	-	-	-	-	-	78.26	77.73	-	-	-	75.15	78.14
ODIN 2026.04		73.02	81.72	-	-	-	-	-	-	85.33	65.98	-	-	-	77.48	82.77
KANs 2026.03		72.56	-	-	-	-	-	-	94.45	72.42	72.76	-	-	-	-	-
ConvKAN 2026.03		70.41	-	-	-	-	-	-	94.31	70.95	71.91	-	-	-	-	-
KANs 2026.03		69.56	-	-	-	-	-	-	93.91	69.55	69.58	-	-	-	-	-
LSTM 2026.03		69.55	-	-	-	-	-	-	93.97	68.83	70.28	-	-	-	-	-
CNN 2026.03		65.43	-	-	-	-	-	-	93.1	64.7	66.1	-	-	-	-	-
MLP 2026.03		62.82	-	-	-	-	-	-	92.57	62.67	62.88	-	-	-	-	-
EVM 2026.04		62.59	83	-	-	-	-	-	-	84.85	51.55	-	-	-	83.7	83.22
Baseline 2026.04		54.73	78.67	-	-	-	-	-	-	66.26	59.12	-	-	-	79.28	78.67
GINConv 2026.03		46.59	-	-	-	-	-	-	87.23	43.62	50	0	100	100	-	-
HQC 2025.12		-	-	-	-	0.0566	1.1881	-	-	-	-	-	-	-	-	-
Wrap-NN 2026.06		-	-	-	-	-	-	-	97.5	-	-	-	-	-	-	-