Forecasting on MIMIC-III (test)
0.396MSEGraFITi
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraFITiObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.396 | — | |
| GraFITiObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.438 | — | |
| LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.446 | — | |
| LinODEnetObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.45 | — | |
| CircuITS2026.05 | 0.475 | — | |
| GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.476 | — | |
| Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.477 | — | |
| LinODEnetObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.477 | — | |
| GRU-ODE2026.05 | 0.479 | — | |
| NeuralFlows2026.05 | 0.479 | — | |
| GRU-ODE-BAYES2019.05 | 0.48 | 0.83 | |
| GRU-ODE-BayesObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.48 | — | |
| MargFlow2026.05 | 0.48 | — | |
| Neural FlowObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.49 | — | |
| GraFITiObservation-Forecast Split=50%-50%2024.05 | 0.491 | — | |
| Informer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.512 | — | |
| MOSES2026.05 | 0.517 | — | |
| LinODEnetObservation-Forecast Split=50%-50%2024.05 | 0.531 | — | |
| FLD-SObservation-Forecast Split=50%-50%2024.05 | 0.536 | — | |
| MTANObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.54 | — | |
| FLD-LObservation-Forecast Split=50%-50%2024.05 | 0.545 | — | |
| ProFITi2026.05 | 0.548 | — | |
| FLD-QObservation-Forecast Split=50%-50%2024.05 | 0.551 | — | |
| FLD-LObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.552 | — | |
| FLD-SObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.558 | — | |
| FLD-QObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.559 | — | |
| CRUObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.575 | — | |
| Neural FlowObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.588 | — | |
| GRU-ODEObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.591 | — | |
| CRUObservation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.592 | — | |
| CRUObservation-Forecast Split=50%-50%2024.05 | 0.619 | — | |
| T-LSTM2019.05 | 0.62 | 1.02 | |
| T-LSTMObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.62 | — | |
| Neural FlowObservation-Forecast Split=50%-50%2024.05 | 0.651 | — | |
| GRU-ODEObservation-Forecast Split=50%-50%2024.05 | 0.653 | — | |
| DLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.691 | — | |
| CRU2026.05 | 0.725 | — | |
| NLinear+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.726 | — | |
| GRU-D2019.05 | 0.79 | 1.16 | |
| GRU-DObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.79 | — | |
| GRU-SIMPLE2019.05 | 0.82 | 1.21 | |
| GRU-SimpleObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.82 | — | |
| GPR2026.05 | 0.862 | — | |
| NEURALODE-VAE2019.05 | 0.89 | 1.35 | |
| NEURALODE-VAE-MASK2019.05 | 0.89 | 1.36 | |
| NeuralODE-VAEObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.89 | — | |
| SEQUENTIAL VAE2019.05 | 0.92 | 1.39 | |
| Sequential VAEObservation window=36 hours, Forecasting horizon=3 steps, Source=Published2023.05 | 0.92 | — | |
| mTANObservation time ratio=75%, Forecasting horizon ratio=25%2024.05 | 0.985 | — | |
| mTANObservation-Forecast Split=50%-50%2024.05 | 1.016 | — | |
| FedFormer+Observation window=36 hours, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 1.1 | — |