Irregular Multivariate Time Series Forecasting on MIMIC-III
-0.158mNLLMargFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MargFlowModeling Approach=Univariate2026.05 | -0.158 | — | |
| CircuITSsetting=36-3*2026.04 | 0.095 | -0.574 | |
| CircuITSModeling Approach=Joint2026.05 | 0.095 | — | |
| Joint-AblModeling Approach=Joint2026.05 | 0.108 | — | |
| MOSESsetting=36-3*2026.04 | 0.163 | -0.305 | |
| MOSESModeling Approach=Joint2026.05 | 0.163 | — | |
| ProFITisetting=36-3*2026.04 | 0.408 | -0.377 | |
| ProFITiModeling Approach=Joint2026.05 | 0.408 | — | |
| GRU-ODEsetting=36-3*2026.04 | 0.839 | 0.961 | |
| GRU-ODEModeling Approach=Univariate2026.05 | 0.839 | — | |
| NeuralFlowssetting=36-3*2026.04 | 0.866 | 0.998 | |
| NeuralFlowsModeling Approach=Univariate2026.05 | 0.866 | — | |
| GMMsetting=36-3*2026.04 | 1.124 | 1.16 | |
| CRUsetting=36-3*2026.04 | 1.209 | 1.234 | |
| CRUModeling Approach=Univariate2026.05 | 1.209 | — | |
| GPRsetting=36-3*2026.04 | 1.341 | 3.146 | |
| GPRModeling Approach=Joint2026.05 | 1.341 | — |