Blobs
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Counterfactual Explanation Generation | Blobs | Validity100 | 17 | |
| Clustering | blobs | ARI92.15 | 7 | |
| Matrix Generation | Blobs 40% missing | Average Singular-Value Discrepancy1.28 | 5 | |
| Matrix Generation | Blobs 20% missing | Average SVD Discrepancy0.63 | 5 | |
| Matrix Generation | Blobs 0% missing | Average Singular-Value Discrepancy0.43 | 5 | |
| Distribution Matching | Blobs pmiss=40% | Frob Mean Diff0.44 | 5 | |
| Distribution Matching | Blobs pmiss=20% | Frobenius Mean Difference0.19 | 5 | |
| Distribution Matching | Blobs pmiss=0% | Frobenius Norm Difference (Mean)0.09 | 5 | |
| Low-dimensional generative modeling | Blobs pmiss 40% | Mean Absolute Entry Difference1.01 | 5 | |
| Low-dimensional generative modeling | Blobs pmiss 20% | Mean Absolute Entry Difference0.99 | 5 | |
| Low-dimensional generative modeling | Blobs pmiss 0% | Mean Absolute Entry Difference0.98 | 5 | |
| Matrix Generation | Blobs pmiss=40% (simulation) | MMD0.017 | 5 | |
| Matrix Generation | Blobs pmiss=20% simulation | MMD0.01 | 5 | |
| Matrix Generation | Blobs pmiss=0% simulation | MMD0.004 | 5 | |
| Clustering | Blobs | Running Time (ms)7.72 | 5 | |
| Clustering | Blobs | ARI89 | 4 | |
| Classification | Blobs 1.7 (test) | Expected Calibration Error0.016 | 3 | |
| Classification | Blobs 1.3 (test) | Expected Calibration Error (ECE)1.7 | 3 |
Showing 18 of 18 rows