List your company
ResearchFormerly WizWand

Multivariate forecasting on ILI

1.48MSEPatchTST
1.308642.465323.6224.77868Jun 24, 2021Apr 17, 2022Feb 8, 2023Dec 2, 2023Sep 24, 2024Jul 18, 2025May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PatchTST2024.021.480.807
GTTEvaluation Protocol=Zero-Shot2024.021.5360.732
LeapTSInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.051.5560.738
LeapTSHorizon=AVG, Input sequence length=362026.051.5560.738
GTTEvaluation Protocol=Fine-Tune2024.021.6680.724
AmplifierInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.051.6860.806
AmplifierHorizon=AVG, Input sequence length=362026.051.6860.806
iTransformerInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.051.7910.855
iTransformerHorizon=AVG, Input sequence length=362026.051.7910.855
TimesNetInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.051.8140.85
TimesNetHorizon=AVG, Input sequence length=362026.051.8140.85
GPT4TS2024.021.9250.903
TimeMixerInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.052.1210.883
TimeMixerHorizon=AVG, Input sequence length=362026.052.1210.883
TimesNet2024.022.1390.931
PatchTSTInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.052.1660.878
PatchTSTHorizon=AVG, Input sequence length=362026.052.1660.878
DLinear2024.022.1691.041
AMDInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.052.2480.937
AMDHorizon=AVG, Input sequence length=362026.052.2480.937
AutoformerInput length I=36, Prediction length O=482021.062.6691.085
AutoformerInput length I=36, Prediction length O=602021.062.771.125
TSMixerInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.052.8451.145
TSMixerHorizon=AVG, Input sequence length=362026.052.8451.145
Fedformer2024.022.8471.144
AutoformerInput length I=36, Prediction length O=362021.063.1031.148
Crossformer2024.023.3871.236
AutoformerInput length I=36, Prediction length O=242021.063.4831.287
ReformerInput length I=36, Prediction length O=242021.064.41.382
LogTransInput length I=36, Prediction length O=242021.064.481.444
DLinearInput length=36, Horizons=P ∈ {18, 24, 36, 48, 60}2026.054.7351.633
DLinearHorizon=AVG, Input sequence length=362026.054.7351.633
InformerInput length I=36, Prediction length O=362021.064.7551.467
InformerInput length I=36, Prediction length O=482021.064.7631.469
ReformerInput length I=36, Prediction length O=362021.064.7831.448
LogTransInput length I=36, Prediction length O=362021.064.7991.467
LogTransInput length I=36, Prediction length O=482021.064.81.468
ReformerInput length I=36, Prediction length O=482021.064.8321.465
ReformerInput length I=36, Prediction length O=602021.064.8821.483
InformerInput length I=36, Prediction length O=602021.065.2641.564
LogTransInput length I=36, Prediction length O=602021.065.2781.56
InformerInput length I=36, Prediction length O=242021.065.7641.677