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Threat Detection on CICIDS stream 2017 (test)
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15
TP (True Positives)
MALCDF
9.8
11.15
12.5
13.85
Dec 16, 2025
TP (True Positives)
FN (False Negatives)
FP (False Positives)
TN (True Negatives)
Accuracy
Precision
Recall
F1 Score
FPR (False Positive Rate)
Avg Confidence Score
Latency (s)
Updated 4d ago
Evaluation Results
Method
Method
Links
TP (True Positives)
FN (False Negatives)
FP (False Positives)
TN (True Negatives)
Accuracy
Precision
Recall
F1 Score
FPR (False Positive Rate)
Avg Confidence Score
Latency (s)
MALCDF
Description=Proposed F...
2025.12
15
2
3
30
90
83.33
88.24
85.7
9.1
0.7
6.8
ML-IDS
Description=Baseline
2025.12
12
5
6
28
80
70.6
70.6
70.6
15.2
0.64
3.1
Single LLM Defense
2025.12
10
7
4
29
78
71.4
58.8
64.4
10.8
0.66
5.7
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