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Comparisons on the functionality of benchmarked methods
| Method | Approach | Nonlinear | Scalability | Multiome | Missing modality | Bias correction |
|---|---|---|---|---|---|---|
| Signac | LSI | ✗ | ✗ | ✓ | ✗ | ✗ |
| Schema | QP | ✓ | ✗ | ✓ | ✗ | ✗ |
| SAILER | VAE-Inv | ✓ | ✓ | ✗ | ✗ | ✓ |
| Cobolt | MVAE | ✓ | ✓ | ✓ | ✓ | ✗ |
| SAILERX | VAE-Inv | ✓ | ✓ | ✓ | ✓ | ✓ |
