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ResearchFormerly WizWand

Irregular Multivariate Time Series Forecasting on Human Activity (test)

0.079MSEGraFITi
-0.0788160.9864422.05173.116958May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GraFITi+Under-Cali=true2026.050.079
GraFITi+Under-Cali=false2026.050.0795
HyperIMTS+Under-Cali=true2026.050.0813
HyperIMTS+Under-Cali=false2026.050.0818
PatchTST+Under-Cali=true2026.050.1249
tPatchGNN+Under-Cali=true2026.050.1262
PatchTST+Under-Cali=false2026.050.1294
iTransformer+Under-Cali=true2026.050.1335
tPatchGNN+Under-Cali=false2026.050.1378
iTransformer+Under-Cali=false2026.050.1417
FreTS+Under-Cali=true2026.050.1494
FreTS+Under-Cali=false2026.050.1553
Crossformer+Under-Cali=true2026.050.2391
Crossformer+Under-Cali=false2026.050.2716
BigST+Under-Cali=true2026.050.2999
Ada-MSHyper+Under-Cali=true2026.050.3002
Warpformer+Under-Cali=true2026.050.3081
mTAN+Under-Cali=true2026.050.3354
CRU+Under-Cali=true2026.050.3488
mTAN+Under-Cali=false2026.050.355
Ada-MSHyper+Under-Cali=false2026.050.3647
GRU-D+Under-Cali=true2026.050.368
GRU-D+Under-Cali=false2026.050.3735
Warpformer+Under-Cali=false2026.050.3942
FEDformer+Under-Cali=true2026.050.3966
GNeuralFlow+Under-Cali=true2026.050.407
CRU+Under-Cali=false2026.050.407
BigST+Under-Cali=false2026.050.4118
FEDformer+Under-Cali=false2026.050.4212
GNeuralFlow+Under-Cali=false2026.050.4225
Informer+Under-Cali=true2026.050.4386
NeuralFlows+Under-Cali=true2026.050.439
NeuralFlows+Under-Cali=false2026.050.4732
Informer+Under-Cali=false2026.050.5202
Reformer+Under-Cali=true2026.050.9269
Reformer+Under-Cali=false2026.051.0842
Hi-Patch+Under-Cali=true2026.051.0956
Hi-Patch+Under-Cali=false2026.051.1308
SeFT+Under-Cali=true2026.051.4135
SeFT+Under-Cali=false2026.051.8232
PrimeNet+Under-Cali=true2026.053.5619
PrimeNet+Under-Cali=false2026.054.0244