moons
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Counterfactual Explanations | Moons | Validity100 | 19 | |
| Multimodal Distribution Matching | Moons synthetic landscape | L1 Distance (Last Epoch)0.0002 | 18 | |
| Counterfactual Explanation | Moons 5-fold synthetic (test) | Validity100 | 14 | |
| 2D Generative Modeling | moons 8gaussians | Path Energy22.679 | 13 | |
| 2D Generative Modeling | moons | Path Energy1.066 | 13 | |
| Clustering | Moons 2 (n=400, m=2, k=2) | SSE356.25 | 12 | |
| Clustering | Moons n=300, m=2, k=2 | SSE142.46 | 12 | |
| Binary Classification | moons | Accuracy94 | 10 | |
| Clustering | Moons 2D | ARI100 | 10 | |
| Cluster Validation | Moons | PWRS93.2 | 10 | |
| Classification | Moons (test) | Accuracy90 | 9 | |
| Unconditional Density Estimation | Moons (test) | LogLikelihood-1.57 | 8 | |
| Distribution Fitting | Moons 2D toy synthetic | JS Divergence0.036 | 7 | |
| Conditional Generative Modeling | Moons | W218.49 | 6 | |
| Transport Planning | moons | Avg Trajectory Length1.7102 | 6 | |
| Sampling | moons | Transport Efficiency99.63 | 6 | |
| Generative Modeling | moons | MMD0 | 6 | |
| Sample Generation | moons (test) | Average L1 Distance1.7038 | 6 | |
| Synthetic Data Generation | moons | CSD14.2397 | 6 | |
| Generative Modeling | moons | SW21.527 | 5 | |
| Clustering | Moons | Running Time (ms)5.62 | 5 | |
| Discrete Density Estimation | moons Gray code (test) | MMD-0.088 | 5 | |
| Discrete Density Estimation | moons | NLL19.71 | 5 | |
| Clustering | 3 Moons | Accuracy (3 Moons)97.3 | 4 | |
| Group-wise counterfactual explanation | Moons | Validity100 | 4 |
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