dSprites
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Disentangled Representation Learning | dSprites | MIG34.5 | 15 | |
| Sender and receiver self-play game | DSPRITES | Accuracy93 | 11 | |
| Representation Learning | dSprites | k-NN Accuracy73.9 | 10 | |
| Regression | dSprites | MSE0.028 | 10 | |
| Domain Adaptation Regression | dSprites | Transfer Accuracy (C to N)1 | 9 | |
| Circuit Modularity | dSprites | Circuit Modularity13.2 | 6 | |
| Image Classification | dsprites vtab label y position | Accuracy13 | 6 | |
| Image Classification | vtab dsprites label_x_position | Accuracy6 | 6 | |
| Image Classification | vtab dSprites label orientation | Accuracy6 | 6 | |
| Property Prediction | dSprites | Size Prediction Error0.0006 | 6 | |
| Video Prediction | Coloured dSprites (test) | MSE4.5 | 5 | |
| Disentanglement | dSprites | FVAE0.952 | 4 | |
| Image Generation | dSprites | Neg LogProb0.22 | 4 | |
| Disentangled Representation Learning | Coloured dSprites (test) | Shape Accuracy96.2 | 4 | |
| Regression | dSprites (test) | MSE0.047 | 3 | |
| Disentanglement | dSprites Laplace (test) | BetaVAE100 | 3 | |
| Disentanglement | dSprites Uniform (test) | BetaVAE88 | 3 | |
| Correlation Analysis of Leakage Metrics against Intervention Performance (Sint) | dSprites gamma=4 | CTL Pearson r0.67 | 1 | |
| Correlation Analysis of Leakage Metrics against Intervention Performance (Sint) | dSprites gamma=0 | CTL Pearson r0.83 | 1 |
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