Concept Learning on quad independent 1.0 (test)
33.5Concept ScoreAda-GVAE
Evaluation Results
| Method | Links | |
|---|---|---|
| Ada-GVAEBase Model=lightweight VAE, Category=baselines2025.07 | 33.5 | |
| TVAEBase Model=lightweight VAE, Category=baselines2025.07 | 33.4 | |
| BetaTCVAEBase Model=lightweight VAE, Category=baselines2025.07 | 33 | |
| CM pooledBase Model=lightweight VAE, Category=ablations, Training Strategy=pooled2025.07 | 20.2 | |
| baseBase Model=lightweight VAE, Category=ablations, Training Strategy=observational2025.07 | 17.5 | |
| base pooledBase Model=lightweight VAE, Category=ablations, Training Strategy=pooled2025.07 | 16.6 | |
| CM (frozen)Base Model=lightweight VAE, Category=ours, Training Strategy=frozen2025.07 | 8.6 | |
| CM (end-to-end)Base Model=lightweight VAE, Category=ours, Training Strategy=end-to-end2025.07 | 6.3 | |
| CM (fine-tune)Base Model=lightweight VAE, Category=ours, Training Strategy=fine-tune2025.07 | 5.9 |