LOAN
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Two-sample testing | loan | Power99.8 | 36 | |
| Structured text synthesis | Loan | RoBERTa ROC-AUC58.51 | 24 | |
| Classification | loan (val) | AUROC (%)97.1 | 12 | |
| Counterfactual Generation | Loan | Unique Valid Counterfactuals306.3 | 10 | |
| Classification | Loan (test) | AUC92.1 | 9 | |
| Correlation Estimation | Loan | Error Rate (%)6.62 | 8 | |
| Column-wise density estimation | Loan | Error Rate1.21 | 8 | |
| Tabular Data Generation | Loan | Training Time (min)17.45 | 7 | |
| Tabular Data Generation | Loan | Alpha Precision99 | 7 | |
| Detectability | Loan | C2ST Score0.925 | 7 | |
| Distribution Alignment | Loan | MMD0.0763 | 7 | |
| Classification | Loan | AUROC75.3 | 7 | |
| Privacy Evaluation | Loan | NRS1 | 5 | |
| Classification | LOAN | Accuracy99.51 | 2 |
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