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ResearchFormerly WizWand

Irregularly Sampled Time Series Forecasting on USHCN (test)

0.272MSEGraFITi
0.163280.897141.6312.36486May 22, 2023Nov 21, 2023May 23, 2024Nov 22, 2024May 25, 2025Nov 24, 2025May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GraFITiObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.272
CRUObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.29
LinODEnetObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.29
MTANObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.3
LinODEnetObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.3
Informer+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.32
DLinear+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.347
HyperIMTS+Under-Cali=true2026.050.3973
GRU-ODE-BayesObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.401
HyperIMTS+Under-Cali=false2026.050.4077
Neural FlowObservation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.414
iTransformer+Under-Cali=true2026.050.4164
Warpformer+Under-Cali=true2026.050.4295
GRU-ODE-BayesObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.43
Hi-Patch+Under-Cali=true2026.050.433
Warpformer+Under-Cali=false2026.050.4338
Hi-Patch+Under-Cali=false2026.050.4343
Reformer+Under-Cali=true2026.050.4346
iTransformer+Under-Cali=false2026.050.4363
Reformer+Under-Cali=false2026.050.4382
FEDformer+Under-Cali=true2026.050.4391
BigST+Under-Cali=true2026.050.4447
BigST+Under-Cali=false2026.050.4474
Ada-MSHyper+Under-Cali=true2026.050.4476
NLinear+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.050.452
tPatchGNN+Under-Cali=true2026.050.4538
Informer+Under-Cali=false2026.050.4584
tPatchGNN+Under-Cali=false2026.050.4589
mTAN+Under-Cali=true2026.050.4792
Informer+Under-Cali=true2026.050.4922
Ada-MSHyper+Under-Cali=false2026.050.4953
FEDformer+Under-Cali=false2026.050.4965
GRU-D+Under-Cali=true2026.050.507
Crossformer+Under-Cali=true2026.050.5153
GRU-D+Under-Cali=false2026.050.5215
mTAN+Under-Cali=false2026.050.5218
GRU-DObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.53
NeuralFlows+Under-Cali=true2026.050.5445
GraFITi+Under-Cali=true2026.050.5546
Crossformer+Under-Cali=false2026.050.5591
NeuralFlows+Under-Cali=false2026.050.5627
CRU+Under-Cali=true2026.050.5685
GNeuralFlow+Under-Cali=true2026.050.575
CRU+Under-Cali=false2026.050.5771
FreTS+Under-Cali=true2026.050.5784
GNeuralFlow+Under-Cali=false2026.050.586
GraFITi+Under-Cali=false2026.050.5893
T-LSTMObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.59
FreTS+Under-Cali=false2026.050.595
PatchTST+Under-Cali=true2026.050.6039
GraFITiObservation-Forecast Split=50%-50%2024.050.623
PatchTST+Under-Cali=false2026.050.6334
SeFT+Under-Cali=true2026.050.7113
mTANObservation-Forecast Split=50%-50%2024.050.721
LinODEnetObservation-Forecast Split=50%-50%2024.050.724
CRUObservation-Forecast Split=50%-50%2024.050.729
GRU-SimpleObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.75
SeFT+Under-Cali=false2026.050.7708
PrimeNet+Under-Cali=true2026.050.8098
Sequential VAEObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.83
FLD-LObservation-Forecast Split=50%-50%2024.050.874
FLD-QObservation-Forecast Split=50%-50%2024.050.888
PrimeNet+Under-Cali=false2026.050.9441
NeuralODE-VAEObservation window=3 years, Forecasting horizon=3 steps, Source=Published2023.050.96
GRU-ODEObservation-Forecast Split=50%-50%2024.051.019
Neural FlowObservation-Forecast Split=50%-50%2024.051.019
FLD-SObservation-Forecast Split=50%-50%2024.051.141
FedFormer+Observation window=3 years, Forecasting horizon=3 steps, Source=Reproduced2023.052.99