Physionet
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Imputation | PhysioNet Natural (80%) + Additional Missing 2012 | MSE0.049 | 45 | |
| Mortality prediction | PhysioNet 2012 (test) | AUC86.7 | 43 | |
| Irregular Multivariate Time Series Forecasting | PhysioNet (test) | MSE0.298 | 42 | |
| Interpolation | PhysioNet 6 min quantization 2012 (test) | MSE0.49 | 30 | |
| Irregular clinical time-series prediction | PhysioNet 2012 (test) | AUROC84.7 | 29 | |
| Irregularly Sampled Time Series Forecasting | Physionet 12 (test) | MSE0.286 | 28 | |
| Next observation prediction | Physionet | MSE0.233 | 26 | |
| Interpolation | PhysioNet 1 min quantization 2012 (test) | MSE0.47 | 24 | |
| Classification | PhysioNet | AUC Score0.858 | 23 | |
| Irregularly Sampled Time Series Forecasting | PhysioNet | MSE4.98 | 21 | |
| Irregular Time Series Classification | PhysioNet | AUC-ROC0.9 | 20 | |
| Interpolation | PhysioNet (test) | MSE4.018 | 20 | |
| Irregular Time Series Forecasting | PhysioNet 36 → 12 horizon | MSE3.81 | 18 | |
| Irregular Time Series Forecasting | PhysioNet 24 → 24 horizon | MSE4.65 | 18 | |
| Irregular Time Series Forecasting | PhysioNet 12 → 36 horizon | MSE6.08 | 18 | |
| Clinical time-series prediction | PhysioNet 2019 (test) | AUROC0.9174 | 18 | |
| Sepsis Forecasting | PhysioNet 2019 | AUROC0.9174 | 17 | |
| Clinical Outcome Prediction | PhysioNet 2012 | AUROC0.8702 | 17 | |
| Classification | PhysioNet 2012 | ROC AUC0.859 | 16 | |
| Multivariate time series classification | Physionet12 | AUROC86.7 | 15 | |
| Mortality Prediction | PhysioNet 2019 (test) | AUROC90 | 14 | |
| Mortality Prediction | Physionet (test) | AUC0.8424 | 14 | |
| Joint Density Estimation | Physionet | njNLL-0.745 | 12 | |
| Irregular Multivariate Time Series Forecasting | PhysioNet 12 | NJNLL-0.768 | 12 | |
| Sleep Stage Classification | PhysioNet | Balanced Accuracy51.25 | 12 |
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