Posterior Collapse Prevention on Synthetic
0.22KL Divergenceβ-VAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| β-VAEbeta=42026.03 | 0.22 | 3.4 | |
| Vanilla VAE2026.03 | 0.32 | 5.1 | |
| β-VAEbeta=22026.03 | 0.41 | 6.2 | |
| KL Annealing2026.03 | 0.45 | 6.8 | |
| EM-type VAE2026.03 | 0.51 | 7.2 | |
| Historical Consensus Trainingrefinement stage=post-refinement2026.03 | 2.59 | 4 | |
| Historical Consensus Trainingrefinement stage=final single-cluster2026.03 | 2.64 | 4 | |
| Historical Consensus Trainingrefinement stage=pre-refinement2026.03 | 2.67 | 5 |