Tabular Data Generation
Generation of the tabular data using generative models
Papers
Showing 71–73 of 73 papers
| Title | Status | Hype |
|---|---|---|
| Composable Generative Models | — | 0 |
| Tabular GANs for uneven distribution | Code | 0 |
| Modeling Tabular data using Conditional GAN | Code | 1 |
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Binary Diffusion | DT Accuracy | 85.27 | — | Unverified |
| 2 | GReaT | DT Accuracy | 84.81 | — | Unverified |
| 3 | Distill-GReaT | DT Accuracy | 84.49 | — | Unverified |
| 4 | TVAE | DT Accuracy | 82.8 | — | Unverified |
| 5 | CTGAN | DT Accuracy | 81.32 | — | Unverified |
| 6 | CopulaGAN | DT Accuracy | 76.29 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GReaT | Parameters(M) | 355 | — | Unverified |
| 2 | Distill-GReaT | Parameters(M) | 82 | — | Unverified |
| 3 | Binary Diffusion | Parameters(M) | 1.5 | — | Unverified |
| 4 | CopulaGAN | Parameters(M) | 0.2 | — | Unverified |
| 5 | CTGAN | Parameters(M) | 0.2 | — | Unverified |
| 6 | TVAE | Parameters(M) | 0.05 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Binary Diffusion | DT Accuracy | 0.57 | — | Unverified |
| 2 | GReaT | DT Accuracy | 0.55 | — | Unverified |
| 3 | Distill-GReaT | DT Accuracy | 0.54 | — | Unverified |
| 4 | TVAE | DT Accuracy | 0.53 | — | Unverified |
| 5 | CTGAN | DT Accuracy | 0.5 | — | Unverified |
| 6 | CopulaGAN | DT Accuracy | 0.39 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Distill-GReaT | DT Accuracy | 81.4 | — | Unverified |
| 2 | GReaT | DT Accuracy | 79.1 | — | Unverified |
| 3 | TVAE | DT Accuracy | 76.39 | — | Unverified |
| 4 | Binary Diffusion | DT Accuracy | 70.25 | — | Unverified |
| 5 | CTGAN | DT Accuracy | 61.34 | — | Unverified |
| 6 | CopulaGAN | DT Accuracy | 42.36 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GReaT | DT Accuracy | 97.72 | — | Unverified |
| 2 | Binary Diffusion | DT Accuracy | 97.07 | — | Unverified |
| 3 | Distill-GReaT | DT Accuracy | 95.39 | — | Unverified |
| 4 | TVAE | DT Accuracy | 95.39 | — | Unverified |
| 5 | CopulaGAN | DT Accuracy | 93.77 | — | Unverified |
| 6 | CTGAN | DT Accuracy | 92.05 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Binary Diffusion | DT Accuracy | 88.9 | — | Unverified |
| 2 | GReaT | DT Accuracy | 83.56 | — | Unverified |
| 3 | TVAE | DT Accuracy | 81.68 | — | Unverified |
| 4 | Distill-GReaT | DT Accuracy | 77.38 | — | Unverified |
| 5 | CopulaGAN | DT Accuracy | 73.61 | — | Unverified |
| 6 | CTGAN | DT Accuracy | 73.3 | — | Unverified |