HELOC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Global Counterfactual Explanations | HELOC | Effectiveness100 | 36 | |
| Classification | HELOC (test) | Accuracy83.19 | 21 | |
| Classification | HELOC | Mean Accuracy73 | 20 | |
| Tabular Classification | HELOC (test) | Accuracy100 | 19 | |
| Model Reconstruction | HELOC | Average Fidelity95 | 9 | |
| Synthetic Data Generation | HELOC (test) | Discriminator Accuracy100 | 7 | |
| Classification | HELOC | F1 Score71.92 | 7 | |
| Counterfactual Explanations | Heloc | Coverage100 | 6 | |
| Tabular Data Generation | HELOC | Lsyn-62.584 | 6 | |
| Distributional Counterfactual Explanations | HELOC Diff. tabular | OT Cost (x)0.0005 | 5 | |
| Data Synthesis | HELOC | Repetition Rate0 | 5 | |
| Distributional Counterfactual Explanations | HELOC tabular (Non-diff.) | OT(x) Distance0.0008 | 4 | |
| Classification | Heloc | Accuracy71.17 | 4 | |
| Harmful shift detection | HELOC (test) | Generated Shifts Count3,385 | 2 |
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