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Intrusion Detection on TON_IoT

99.95Accuracy

Fed. TAE + PPO + DT

Updated 1mo ago

Evaluation Results

Method	Links
Fed. TAE + PPO + DT 2026.06		99.95	99.95	-	-	-	-	99.95
Teacher 2025.12		99.89	99.55	-	-	-	-	-
Student 2025.12		99.69	98.67	1.45	2.25	0.89	0.99	-
Student 2025.12		99.68	98.63	1.29	1.62	1	1	-
Fed. TGCN + A2C + DT 2026.06		99.61	99.12	-	-	-	-	99.61
Fed. + Q-learning 2026.06		99.4	99.4	-	-	-	-	98.99
Fed. + Q-learning 2026.06		99.4	99.4	-	-	-	-	98.99
Federated CNN 2026.06		99.2	-	-	-	-	-	97.47
Federated CNN 2026.06		99.2	-	-	-	-	-	97.47
Federated TL 2026.06		99.13	-	-	-	-	-	96.85
Federated TL 2026.06		99.13	-	-	-	-	-	96.85
Federated anomaly 2026.06		99.09	-	-	-	-	-	96.34
Federated anomaly 2026.06		99.09	-	-	-	-	-	96.34
Federated RF 2026.06		98.17	-	-	-	-	-	96.45
Federated RF 2026.06		98.17	-	-	-	-	-	96.45
Federated MLP 2026.06		94.15	-	-	-	-	-	-
Federated MLP 2026.06		94.15	-	-	-	-	-	-
Centralised DNN 2026.06		86.86	-	-	-	-	-	-
Centralised DNN 2026.06		86.86	-	-	-	-	-	-
Federated GAN 2026.06		74.19	-	-	-	-	-	-
Federated GAN 2026.06		74.19	-	-	-	-	-	-