Disentangled Representation Learning on synthetic ellipses dataset
3.7Reconstruction L2 NormMLP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MLPFramework=DIP-VAE, λd = λod={0, 10, 50}2026.06 | 3.7 | 40.1 | 27.6 | |
| KANFramework=DIP-VAE, λd = λod={0, 10, 50}2026.06 | 5.8 | 49.4 | 10.1 | |
| MKANFramework=DIP-VAE, λd = λod={0, 10, 50}2026.06 | 12.1 | 83 | 72.6 | |
| SMMFramework=DIP-VAE, λd = λod={0, 10, 50}2026.06 | 37 | 80.1 | 68 | |
| LinearFramework=DIP-VAE, λd = λod={0, 10, 50}2026.06 | 74.9 | 28 | 19.1 |