Physionet
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Imputation | PhysioNet Natural (80%) + Additional Missing 2012 | MSE0.049 | 45 | |
| Interpolation | PhysioNet 6 min quantization 2012 (test) | MSE0.49 | 30 | |
| Mortality prediction | PhysioNet 2012 (test) | AUC86.3 | 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 | |
| Mortality Prediction | PhysioNet 2019 (test) | AUROC90 | 14 | |
| Mortality Prediction | Physionet (test) | AUC0.8424 | 14 | |
| Reconstruction | Physionet | MSE0.0042 | 10 | |
| Classification | PhysioNet 2012 | ROC AUC0.848 | 10 | |
| Irregularly Sampled Time Series Forecasting | Physionet 75%-3 task 12 (test) | MSE0.286 | 9 | |
| Irregularly Sampled Time Series Forecasting | Physionet-12 50%-50% task (test) | Inference Time (s)0.237 | 9 | |
| Survival Prediction | PhysioNet 2012 (test) | C-Index0.789 | 8 | |
| Survival Prediction | PhysioNet | IBS Score0.081 | 8 | |
| Imputation | PhysioNet | MSE0.72 | 8 | |
| Time Series Imputation | PhysioNet MNAR averaged across missing ratios (test) | MSE0.72 | 8 | |
| Missingness Bias Reduction | PhysioNet | KL Divergence1.17 | 7 | |
| Sequential Data Imputation | Physionet 2012 (test) | AUROC0.743 | 7 | |
| Time Series Reconstruction | Physionet (test) | MSE0.0021 | 7 | |
| 2-class Motor Imagery Classification | PhysioNet (10-fold cross-validation) | Accuracy81 | 6 | |
| Sepsis Prediction | PhysioNet Sepsis Challenge (test) | AUC0.895 | 6 |
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