Bands
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Matrix Generation | Bands 40% missing | Average Singular-Value Discrepancy9.09 | 5 | |
| Matrix Generation | Bands 20% missing | Average Singular-Value Discrepancy8.87 | 5 | |
| Matrix Generation | Bands 0% missing | Average Singular-Value Discrepancy4.45 | 5 | |
| Distribution Matching | Bands pmiss=40% | Frob Mean Diff0.98 | 5 | |
| Distribution Matching | Bands pmiss=20% | Frob Mean Diff0.85 | 5 | |
| Distribution Matching | Bands pmiss=0% | Frob Mean Diff0.08 | 5 | |
| Low-dimensional generative modeling | Bands pmiss 40% | Mean Absolute Entry Difference0.52 | 5 | |
| Low-dimensional generative modeling | Bands pmiss 20% | Absolute Entry Mean Difference0.45 | 5 | |
| Low-dimensional generative modeling | Bands pmiss 0% | Mean Absolute Entry Difference0.29 | 5 | |
| Matrix Generation | Bands pmiss=40% (simulation) | MMD0.212 | 5 | |
| Matrix Generation | Bands pmiss=20% (simulation) | MMD0.117 | 5 | |
| Matrix Generation | Bands pmiss=0% (simulation) | MMD0.006 | 5 |
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