WAVES
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Generative Modeling | Waves 20% missing-entry rate | Mean Absolute Entry Difference0.47 | 10 | |
| Matrix Generation | Waves 40% missing | Avg. Singular-Value Discrepancy5.71 | 5 | |
| Matrix Generation | Waves 20% missing | Average Singular-Value Discrepancy5.25 | 5 | |
| Matrix Generation | Waves 0% missing | Average Singular-Value Discrepancy3.47 | 5 | |
| Generative Modeling | Waves pmiss 40% | FrobMeanDiff3.53 | 5 | |
| Generative Modeling | Waves pmiss 0% | Frob Mean Diff0.55 | 5 | |
| Matrix Generation | Waves pmiss=40% (simulation) | MMD0.101 | 5 | |
| Matrix Generation | Waves pmiss=20% (simulation) | MMD0.158 | 5 | |
| Matrix Generation | Waves pmiss=0% (simulation) | MMD0.084 | 5 | |
| Generative Modeling | Waves 40% missing-entry rate | Mean Absolute Entry Difference0.0159 | 5 | |
| Generative Modeling | Waves 0% missing-entry rate | Mean Abs Entry Diff (x10^-2)0.0097 | 5 | |
| Watermark Removal Attack Robustness | WAVES | Average90.87 | 5 |
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