HI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | HI | Accuracy0.821 | 59 | |
| Classification | HI 50% corrupted features | Accuracy82.1 | 21 | |
| Feature Selection | HI | Precision0.861 | 17 | |
| Feature Selection | HI with random extraneous features | ROC AUC92.2 | 17 | |
| Money Laundering Risk Ranking | HI Medium | AUC0.7699 | 16 | |
| Money Laundering Risk Ranking | HI Small | AUC78.79 | 16 | |
| Classification | HI | Accuracy81.9 | 14 | |
| Classification | HI corrupted features | Accuracy81.9 | 14 | |
| Classification | HI 75% corrupted features (75% noise) | Accuracy (75% Noise)81.3 | 10 | |
| Federated Learning Training | HI-Large | Average Runtime (s)86.68 | 8 | |
| Federated Learning Training | HI Medium | Average Runtime (s)21.12 | 8 | |
| Federated Learning Training | HI-Small | Average Runtime (s)18.79 | 8 | |
| Spell Correction | HI Hindi | Det Rate89.2 | 6 | |
| Group recovery | HI Medium | Precision35.1 | 5 | |
| Group recovery | HI Small | Precision30.3 | 5 | |
| Classification | HI | AUC0.887 | 2 | |
| Synthetic Tabular Data Generation | HI | DCR48.3 | 2 |
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