Loan default prediction on Lending Club
90AUCGWE + BlendNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GWE + BlendNetStudy=This study2026.03 | 90 | 81 | 75 | |
| STRIKECategory=Proposed Framework2026.04 | 75.03 | — | — | |
| LR, SVM, DTree, RFStudy=Zhu et al. [79]2026.03 | 74 | 74 | — | |
| SR-1D-CNNCategory=Deep Learning / Neural Networks2026.04 | 72.71 | — | — | |
| SVM, MLP, DTree, RF, XGBoost, AdaBoostStudy=Akinjole et al. [80]2026.03 | 72.56 | 66 | — | |
| GBDTCategory=Tree-Based Ensembles2026.04 | 72.17 | — | — | |
| LightGBMCategory=Tree-Based Ensembles2026.04 | 72.17 | — | — | |
| TabNetCategory=Deep Learning / Neural Networks2026.04 | 72.17 | — | — | |
| XGBoostCategory=Tree-Based Ensembles2026.04 | 72.14 | — | — | |
| 1D CNNCategory=Deep Learning / Neural Networks2026.04 | 72.09 | — | — | |
| AdaBoostCategory=Tree-Based Ensembles2026.04 | 71.99 | — | — | |
| CatBoostCategory=Tree-Based Ensembles2026.04 | 71.9 | — | — | |
| DCN-V2Category=Deep Learning / Neural Networks2026.04 | 71.8 | — | — | |
| DeepFMCategory=Deep Learning / Neural Networks2026.04 | 71.77 | — | — | |
| LRCategory=Traditional Baselines2026.04 | 71.44 | — | — | |
| MLPCategory=Deep Learning / Neural Networks2026.04 | 70.08 | — | — | |
| RFCategory=Tree-Based Ensembles2026.04 | 70 | — | — | |
| LR, SVM, LNN, DNNStudy=Turiel and Aste [78]2026.03 | 64 | 62 | — | |
| DTCategory=Traditional Baselines2026.04 | 62.57 | — | — | |
| RF, SVM, NN, GBoostStudy=Singh [77]2026.03 | 59 | 56 | 56 |