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Benchmarks
Intrusion Detection on MQTT-IoT-IDS 2020
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100
Accuracy (A)
A-THENA
88.924
91.7995
94.675
97.5505
Apr 23, 2026
Accuracy (A)
False Alarm Rate (FAR)
False Negative Rate (FNR)
ERDE5
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy (A)
False Alarm Rate (FAR)
False Negative Rate (FNR)
ERDE5
A-THENA
Earliness (E)=1
2026.04
100
0
0
1.4
Time2Vec
Earliness (E)=30
2026.04
97.48
10.13
0
14.9
Chrono
Earliness (E)=30
2026.04
96.82
7.97
0
19.1
eTransformer
Earliness (E)=3
2026.04
95.58
11.13
0
3.3
eAtt
Earliness (E)=1
2026.04
95.23
19.1
0
4.5
FATA
Earliness (E)=5
2026.04
95.01
9.97
0
5.7
eRNN
Earliness (E)=6
2026.04
94.83
18.44
0
5.8
CTLPE
Earliness (E)=2
2026.04
94.3
14.29
0
3.7
PEA
Earliness (E)=30
2026.04
92.89
15.61
0
8.6
GTID
Earliness (E)=30
2026.04
92.84
13.95
1.02
15.2
eGlo
Earliness (E)=1
2026.04
89.35
33.39
0
6.7
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