Concept Learning on quad dependent 1.0 (test)
37.5Concept ScoreAda-GVAE
Evaluation Results
| Method | Links | |
|---|---|---|
| Ada-GVAEBase Model=lightweight VAE, Category=baselines2025.07 | 37.5 | |
| TVAEBase Model=lightweight VAE, Category=baselines2025.07 | 37 | |
| BetaTCVAEBase Model=lightweight VAE, Category=baselines2025.07 | 36.6 | |
| baseBase Model=lightweight VAE, Category=ablations, Training Strategy=observational2025.07 | 17 | |
| base pooledBase Model=lightweight VAE, Category=ablations, Training Strategy=pooled2025.07 | 16.7 | |
| CM pooledBase Model=lightweight VAE, Category=ablations, Training Strategy=pooled2025.07 | 16.6 | |
| CM (frozen)Base Model=lightweight VAE, Category=ours, Training Strategy=frozen2025.07 | 12.1 | |
| CM (end-to-end)Base Model=lightweight VAE, Category=ours, Training Strategy=end-to-end2025.07 | 11.6 | |
| CM (fine-tune)Base Model=lightweight VAE, Category=ours, Training Strategy=fine-tune2025.07 | 11.2 |