USHCN
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Irregularly Sampled Time Series Forecasting | USHCN (test) | MSE0.272 | 68 | |
| Irregularly Sampled Time Series Forecasting | USHCN | MSE5.03 | 21 | |
| Irregular Time Series Forecasting | USHCN (m) 24 → 12 horizon | MSE4.81 | 18 | |
| Irregular Time Series Forecasting | USHCN m 24 → 6 horizon | MSE4.81 | 18 | |
| Irregular Time Series Forecasting | USHCN m 24 → 3 horizon | MSE4.84 | 18 | |
| Irregular Multivariate Time Series Forecasting | USHCN | mNLL-3.948 | 17 | |
| Time Series Forecasting | USHCN (test) | MSE0.29 | 17 | |
| Forecasting | USHCN | MSE0.1608 | 13 | |
| Next observation prediction | USHCN | MSE0.005 | 13 | |
| Joint Density Estimation | USHCN | njNLL-4.254 | 12 | |
| Irregularly Sampled Time Series Forecasting | USHCN 75%-3 task (test) | MSE0.258 | 9 | |
| Irregularly Sampled Time Series Forecasting | USHCN 50%-50% task (test) | Inference Time (s)0.018 | 9 | |
| Irregular Multivariate Time Series Forecasting | USHCN 36-3* (test) | MSE0.29 | 8 | |
| Probabilistic forecasting of irregular multivariate time series | USHCN (test) | Energy Score (Multivariate)0.452 | 7 | |
| Probabilistic forecasting | USHCN | CRPS0.182 | 5 | |
| Irregular Multivariate Time Series Forecasting | USHCN 12-36 | Energy10.79 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 24-24 | Energy5.33 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 36-12 | Energy3.252 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 36-3* | Energy0.452 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 12-36 horizon | NJNLL-3.4 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 24-24 horizon | njNLL-3.585 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 36-12 horizon | NJNLL-3.755 | 4 | |
| Irregular Multivariate Time Series Forecasting | USHCN 36-3* horizon | NJNLL-3.789 | 4 |
Showing 23 of 23 rows