ResearchBenchmarksSynthetic Data Generation on NSL-KDDFollow0.172KS StatisticTabDiffusion0.16880.19040.2120.2336Jun 30, 2026Evaluation ResultsMethodMethodLinksKS StatisticJS DivergenceTVD (Total Variation Distance)Entropy (H)Delta C (ΔC)TabDiffusion2026.060.1720.0790.08920.9620.03VAE-ABMS2026.060.1810.0980.17541.1850.032ABMSHardware=CPUHardware=CPU2026.060.1920.1460.10970.9710.057ABMS-CUDAHardware=GPUHardware=GPU2026.060.2030.1660.13251.3610.084TabGAN2026.060.2120.110.05060.80.041TabVAE2026.060.2520.1620.12461.4280.058