Irregular Multivariate Time Series Forecasting on USHCN
-3.948mNLLMargFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MargFlowModeling Approach=Univariate2026.05 | -3.948 | — | |
| CircuITSsetting=36-3*2026.04 | -3.717 | -3.789 | |
| CircuITSModeling Approach=Joint2026.05 | -3.717 | — | |
| Joint-AblModeling Approach=Joint2026.05 | -3.663 | — | |
| MOSESsetting=36-3*2026.04 | -3.355 | -3.357 | |
| MOSESModeling Approach=Joint2026.05 | -3.355 | — | |
| ProFITisetting=36-3*2026.04 | -3.324 | -3.226 | |
| ProFITiModeling Approach=Joint2026.05 | -3.324 | — | |
| CRUsetting=36-3*2026.04 | 0.762 | 0.761 | |
| CRUModeling Approach=Univariate2026.05 | 0.762 | — | |
| NeuralFlowssetting=36-3*2026.04 | 0.775 | 0.775 | |
| NeuralFlowsModeling Approach=Univariate2026.05 | 0.775 | — | |
| GRU-ODEsetting=36-3*2026.04 | 0.776 | 0.766 | |
| GRU-ODEModeling Approach=Univariate2026.05 | 0.776 | — | |
| GMMsetting=36-3*2026.04 | 1.042 | 1.05 | |
| GPRsetting=36-3*2026.04 | 1.235 | 2.011 | |
| GPRModeling Approach=Joint2026.05 | 1.235 | — |