Irregularly Sampled Time Series Forecasting on USHCN (test)
0.272MSEGraFITi
Evaluation Results
| Method | Links | |
|---|---|---|
| GraFITiObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.272 | |
| CRUObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.29 | |
| LinODEnetObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.29 | |
| MTANObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.3 | |
| LinODEnetObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.3 | |
| Informer+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.32 | |
| DLinear+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.347 | |
| HyperIMTS+Under-Cali=true2026.05 | 0.3973 | |
| GRU-ODE-BayesObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.401 | |
| HyperIMTS+Under-Cali=false2026.05 | 0.4077 | |
| Neural FlowObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.414 | |
| iTransformer+Under-Cali=true2026.05 | 0.4164 | |
| Warpformer+Under-Cali=true2026.05 | 0.4295 | |
| GRU-ODE-BayesObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.43 | |
| Hi-Patch+Under-Cali=true2026.05 | 0.433 | |
| Warpformer+Under-Cali=false2026.05 | 0.4338 | |
| Hi-Patch+Under-Cali=false2026.05 | 0.4343 | |
| Reformer+Under-Cali=true2026.05 | 0.4346 | |
| iTransformer+Under-Cali=false2026.05 | 0.4363 | |
| Reformer+Under-Cali=false2026.05 | 0.4382 | |
| FEDformer+Under-Cali=true2026.05 | 0.4391 | |
| BigST+Under-Cali=true2026.05 | 0.4447 | |
| BigST+Under-Cali=false2026.05 | 0.4474 | |
| Ada-MSHyper+Under-Cali=true2026.05 | 0.4476 | |
| NLinear+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 0.452 | |
| tPatchGNN+Under-Cali=true2026.05 | 0.4538 | |
| Informer+Under-Cali=false2026.05 | 0.4584 | |
| tPatchGNN+Under-Cali=false2026.05 | 0.4589 | |
| mTAN+Under-Cali=true2026.05 | 0.4792 | |
| Informer+Under-Cali=true2026.05 | 0.4922 | |
| Ada-MSHyper+Under-Cali=false2026.05 | 0.4953 | |
| FEDformer+Under-Cali=false2026.05 | 0.4965 | |
| GRU-D+Under-Cali=true2026.05 | 0.507 | |
| Crossformer+Under-Cali=true2026.05 | 0.5153 | |
| GRU-D+Under-Cali=false2026.05 | 0.5215 | |
| mTAN+Under-Cali=false2026.05 | 0.5218 | |
| GRU-DObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.53 | |
| NeuralFlows+Under-Cali=true2026.05 | 0.5445 | |
| GraFITi+Under-Cali=true2026.05 | 0.5546 | |
| Crossformer+Under-Cali=false2026.05 | 0.5591 | |
| NeuralFlows+Under-Cali=false2026.05 | 0.5627 | |
| CRU+Under-Cali=true2026.05 | 0.5685 | |
| GNeuralFlow+Under-Cali=true2026.05 | 0.575 | |
| CRU+Under-Cali=false2026.05 | 0.5771 | |
| FreTS+Under-Cali=true2026.05 | 0.5784 | |
| GNeuralFlow+Under-Cali=false2026.05 | 0.586 | |
| GraFITi+Under-Cali=false2026.05 | 0.5893 | |
| T-LSTMObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.59 | |
| FreTS+Under-Cali=false2026.05 | 0.595 | |
| PatchTST+Under-Cali=true2026.05 | 0.6039 | |
| GraFITiObservation-Forecast Split=50%-50%2024.05 | 0.623 | |
| PatchTST+Under-Cali=false2026.05 | 0.6334 | |
| SeFT+Under-Cali=true2026.05 | 0.7113 | |
| mTANObservation-Forecast Split=50%-50%2024.05 | 0.721 | |
| LinODEnetObservation-Forecast Split=50%-50%2024.05 | 0.724 | |
| CRUObservation-Forecast Split=50%-50%2024.05 | 0.729 | |
| GRU-SimpleObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.75 | |
| SeFT+Under-Cali=false2026.05 | 0.7708 | |
| PrimeNet+Under-Cali=true2026.05 | 0.8098 | |
| Sequential VAEObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.83 | |
| FLD-LObservation-Forecast Split=50%-50%2024.05 | 0.874 | |
| FLD-QObservation-Forecast Split=50%-50%2024.05 | 0.888 | |
| PrimeNet+Under-Cali=false2026.05 | 0.9441 | |
| NeuralODE-VAEObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.05 | 0.96 | |
| GRU-ODEObservation-Forecast Split=50%-50%2024.05 | 1.019 | |
| Neural FlowObservation-Forecast Split=50%-50%2024.05 | 1.019 | |
| FLD-SObservation-Forecast Split=50%-50%2024.05 | 1.141 | |
| FedFormer+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.05 | 2.99 |