Posterior Collapse Prevention on CIFAR-10
0.18KL DivergenceVanilla VAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Vanilla VAE2026.03 | 0.18 | 2.3 | |
| β-VAEbeta=22026.03 | 0.25 | 3.1 | |
| KL Annealing2026.03 | 0.31 | 4.2 | |
| Historical Consensus Trainingrefinement stage=post-refinement2026.03 | 3.55 | 3 | |
| Historical Consensus Trainingrefinement stage=pre-refinement2026.03 | 3.66 | 3 | |
| Historical Consensus Trainingrefinement stage=final single-cluster2026.03 | 3.7 | 3 |