Population Synthesis on Synthetic Swedish population dataset
0.0097SRMSE-MSemaPop-VAE+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SemaPop-VAE+2026.07 | 0.0097 | 0.0507 | 73.41 | 95.55 | 83.03 | |
| SemaPop-GANGenerative Backbone=GAN2026.02 | 0.0104 | 0.0554 | 73.95 | 93.39 | 82.54 | |
| WGAN-GP-ZCRRegularization=ZCR2026.02 | 0.0109 | 0.0593 | 51.88 | 93.33 | 66.69 | |
| WGAN-GP2026.02 | 0.0111 | 0.0607 | 52.01 | 93.08 | 66.74 | |
| SemaPop-VAEGenerative Backbone=VAE2026.02 | 0.0114 | 0.0628 | 15.2 | 86.1 | 25.84 | |
| SemaPop-VAE2026.07 | 0.0114 | 0.0628 | 15.2 | 86.1 | 25.84 | |
| TabDDPM2026.02 | 0.0118 | 0.0679 | 18.71 | 91.54 | 31.07 | |
| CTGAN2026.02 | 0.0119 | 0.0678 | 3.83 | 70.56 | 7.26 | |
| TVAE2026.02 | 0.0119 | 0.0672 | 6.74 | 79.32 | 12.43 | |
| BN2026.02 | 0.0119 | 0.0679 | 4.57 | 79.6 | 8.64 | |
| BN-Copula2026.02 | 0.0119 | 0.0679 | 4.66 | 79.26 | 8.81 | |
| BN2026.07 | 0.0119 | 0.0679 | 4.57 | 79.6 | 8.64 | |
| BN-Copula2026.07 | 0.0119 | 0.0679 | 4.66 | 79.26 | 8.81 | |
| TVAE2026.07 | 0.0119 | 0.0672 | 6.74 | 79.32 | 12.43 |