Concept Learning on MNIST 1.0 (test)
50ConceptAda-GVAE
Evaluation Results
| Method | Links | |
|---|---|---|
| Ada-GVAEBase Model=NVAE, Category=baselines2025.07 | 50 | |
| TVAEBase Model=NVAE, Category=baselines2025.07 | 48.6 | |
| BetaTCVAEBase Model=NVAE, Category=baselines2025.07 | 48.4 | |
| base pooledBase Model=NVAE, Category=ablations, Training Strategy=pooled2025.07 | 10.5 | |
| baseBase Model=NVAE, Category=ablations, Training Strategy=observational2025.07 | 10.2 | |
| CM pooledBase Model=NVAE, Category=ablations, Training Strategy=pooled2025.07 | 9.9 | |
| CM (frozen)Base Model=NVAE, Category=ours, Training Strategy=frozen2025.07 | 5.2 | |
| CM (fine-tune)Base Model=NVAE, Category=ours, Training Strategy=fine-tune2025.07 | 3.7 | |
| CM (end-to-end)Base Model=NVAE, Category=ours, Training Strategy=end-to-end2025.07 | 3.5 |