Synthetic Data Utility on NSL-KDD benchmark leaderboard · SOTA2 Research

Synthetic Data Utility on NSL-KDD

99.99AccuracySMOTE

Evaluation Results

Method	Links
SMOTE2024.10		99.99	—	—	0	0	99.98
SMOTE2024.10		99.99	—	—	—	—	99.98
ROS2024.10		99.98	—	—	0	0	99.98
ADASYN2024.10		99.98	—	—	3.8	0.14	99.98
ROS2024.10		99.98	—	—	—	—	99.98
ADASYN2024.10		99.98	—	—	—	—	99.98
Cluster Centroids (CC)2024.10		99.95	—	—	0	0	99.98
TRTR Baseline2024.10		99.95	—	—	—	—	99.94
CC2024.10		99.95	—	—	—	—	99.98
TVAE2024.10		98.07	—	—	23.1	26.7	98.13
TVAE2024.10		98.07	—	—	—	—	98.13
CopulaGAN2024.10		97.61	—	—	7.7	5.4	97.7
CopulaGAN2024.10		97.61	—	—	—	—	97.7
CTGAN2024.10		96.67	—	—	7.7	6.7	96.85
CTGAN2024.10		96.67	—	—	—	—	96.85
Bayesian Network (BN)2024.10		95.87	—	—	0	17.2	95.82
BN2024.10		95.87	—	—	—	—	95.82
CasTGAN2024.10		95.82	—	—	27	11.1	95.88
CasTGAN2024.10		95.82	—	—	—	—	95.88
GANBLR++2024.10		59.16	—	—	99	8.8	63.27
GANBLR++2024.10		59.16	—	—	—	—	63.27
GMM2024.10		53.14	—	—	99.1	99.9	37.18
GMM2024.10		53.14	—	—	—	—	37.18
TABDDPM2024.10		51	—	—	98.3	34.2	—
TABDDPM2024.10		51	—	—	—	—	—