NSL-KDD
Benchmarks
TaskDatasetSOTA resultTrendResults
NSL-KDD
83.13Accuracy
36
NSL-KDD (test)
99.2Recall
35
NSL-KDD
85.4Binary Accuracy
30
NSL-KDD
99.99Accuracy
25
NSL-KDD
99.5G-measure
15
NSL-KDD
99.1Accuracy
14
NSL-KDD (test)
85.9Accuracy (Multi-class)
12
NSL-KDD (test)
83.3Accuracy (Binary)
12
NSL-KDD
97.2Accuracy
11
NSL-KDD 2009 (test)
0.001P-Value
8
NSL-KDD d = 4, seed 0
94.8Accuracy
7
NSL-KDD
0.172KS Statistic
6
NSL-KDD
22.4Training Time (s)
6
NSL-KDD
251.97Inference Latency (µs/sample)
6
NSL-KDD
98.1Accuracy
5
NSL-KDD
87.56Accuracy
5
NSL-KDD Augmented with CTGAN data
0.999Accuracy
5
Poisoned NSL-KDD (train)
0.537Accuracy
5
NSL-KDD zero-day attack (test)
0.827Accuracy
5
NSL-KDD Original
0.999Accuracy
5
NSL-KDD
95.8Accuracy
5
NSL-KDD (test)
98.24Accuracy
4
NSL-KDD (test)
95.43Detectability
3
NSL-KDD (LOAO)
94.86AUROC
3
NSL-KDD (test)
96.11AUROC
3