3DShapes
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Disentanglement | 3DShapes | DCI Score1 | 22 | |
| Disentanglement Analysis | 3DShapes (test) | DCI (Average)94.45 | 8 | |
| Disentanglement Analysis | 3DShapes (full) | Disentanglement Score99.87 | 8 | |
| Disentangled Representation Learning | 3DShapes | Reconstruction Error15.67 | 7 | |
| Circuit Modularity | 3DShapes | Circuit Modularity0.802 | 6 | |
| Correlation Analysis of Leakage Metrics against Intervention Performance (Sint) | 3dshapes gamma=5 | CTL Pearson r0.79 | 1 | |
| Correlation Analysis of Leakage Metrics against Intervention Performance (Sint) | 3dshapes gamma=0 | CTL Pearson r0.84 | 1 |
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