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Multiclass Classification on Poisoned NSL-KDD (train)
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0.537
Accuracy
Proposed IDS Framework
0.30092
0.36221
0.4235
0.48479
Dec 11, 2025
Accuracy
Log-Loss
F1-score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Log-Loss
F1-score
Proposed IDS Framework
2025.12
0.537
2.017
0.597
Multi-Layer Perceptron
2025.12
0.447
2.759
0.492
Random Forest
2025.12
0.416
2.08
0.434
Gradient Boosting Machine (GBM)
2025.12
0.374
3.994
0.418
K Nearest Neighbor (KNN)
2025.12
0.31
2.855
0.367
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