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ResearchFormerly WizWand

Irregular Multivariate Time Series Forecasting on PhysioNet (test)

0.298MSEHyperIMTS
0.277540.4156450.553750.691855May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HyperIMTS+Under-Cali=true2026.050.298
HyperIMTS+Under-Cali=false2026.050.2987
GraFITi+Under-Cali=true2026.050.2989
GraFITi+Under-Cali=false2026.050.2996
Warpformer+Under-Cali=true2026.050.3028
Warpformer+Under-Cali=false2026.050.304
tPatchGNN+Under-Cali=true2026.050.3066
tPatchGNN+Under-Cali=false2026.050.308
Crossformer+Under-Cali=true2026.050.3391
Crossformer+Under-Cali=false2026.050.3404
Hi-Patch+Under-Cali=true2026.050.3405
Hi-Patch+Under-Cali=false2026.050.3433
BigST+Under-Cali=true2026.050.3535
FreTS+Under-Cali=true2026.050.369
BigST+Under-Cali=false2026.050.3701
iTransformer+Under-Cali=true2026.050.372
GRU-D+Under-Cali=true2026.050.3742
Ada-MSHyper+Under-Cali=true2026.050.3743
PatchTST+Under-Cali=false2026.050.3748
GRU-D+Under-Cali=false2026.050.3759
FEDformer+Under-Cali=true2026.050.3789
FreTS+Under-Cali=false2026.050.3904
Ada-MSHyper+Under-Cali=false2026.050.3914
iTransformer+Under-Cali=false2026.050.3929
PatchTST+Under-Cali=true2026.050.3953
FEDformer+Under-Cali=false2026.050.4097
Reformer+Under-Cali=false2026.050.4113
Reformer+Under-Cali=true2026.050.4169
mTAN+Under-Cali=true2026.050.4193
mTAN+Under-Cali=false2026.050.4305
NeuralFlows+Under-Cali=true2026.050.4408
NeuralFlows+Under-Cali=false2026.050.4456
Informer+Under-Cali=true2026.050.486
Informer+Under-Cali=false2026.050.4944
CRU+Under-Cali=true2026.050.6253
GNeuralFlow+Under-Cali=true2026.050.6647
CRU+Under-Cali=false2026.050.6649
GNeuralFlow+Under-Cali=false2026.050.7493
SeFT+Under-Cali=true2026.050.7577
PrimeNet+Under-Cali=true2026.050.7879
SeFT+Under-Cali=false2026.050.8057
PrimeNet+Under-Cali=false2026.050.8095