Research map / Probabilistic and scientific modeling / Molecules and proteins
Latent Space Explanation by Intervention
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Flip the discrete latent representation | Latent Space Explanation by Intervention · CelebA Smiling | prediction change (%): 98.86 | Helped |
| Flip the discrete latent representation | Latent Space Explanation by Intervention · CelebA Attractive | prediction change (%): 97.08 | Helped |
| Flip the discrete latent representation | Latent Space Explanation by Intervention · CelebA Big lips | prediction change (%): 92.13 | Helped |
| Add shared-information regularization (ablation) | Explanatory generator · CelebA Smiling | cosine similarity: 0.43 -> 0.84 | Helped |
| Add shared-information regularization (ablation) | Explanatory generator · CelebA Attractive | cosine similarity: 0.37 -> 0.80 | Helped |
| Add shared-information regularization (ablation) | Explanatory generator · CelebA Big lips | cosine similarity: 0.51 -> 0.85 | Helped |
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