Credit Default
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | Credit Default 60% MCAR | Time (s)0.249 | 23 | |
| Classification | Credit Default 40% MCAR | Inference Time (s)0.481 | 23 | |
| Classification | Credit Default 20% MCAR | Execution Time (s)0.624 | 23 | |
| Logistic Regression Classification | Credit Default MAR 60% Missing | Inference Time (s)4.4 | 14 | |
| Logistic Regression Classification | Credit Default 40% Missing (MAR) | Inference Time (s)4.9 | 14 | |
| Logistic Regression Classification | Credit Default MAR 20% Missing | Inference Time (s)5.15 | 14 | |
| Classification | Credit Default MAR (test) | Accuracy81.17 | 9 | |
| Classification | Credit Default MNAR | Accuracy81.02 | 8 | |
| Credit Default Prediction | Credit Default MNAR 20% (test) | Accuracy (%)81.15 | 7 | |
| Classification | Credit Default MCAR injected (test) | Ground Truth Accuracy80.75 | 6 | |
| Credit Default Prediction | Credit Default MNAR 60% (test) | Accuracy (%)81.04 | 6 | |
| Credit Default Prediction | Credit Default MNAR 40% (test) | Inference Time (s)2.2 | 5 | |
| Classification Model Monitoring | Credit default | RE vs. Random1.02 | 3 | |
| Binary Classification | Credit Default (CR) | Latency (0ms)13.44 | 2 |
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