List your company
ResearchFormerly WizWand

Univariate Time-series Forecasting on Exchange (test)

0.064MSECross-RAG
-0.02060.550451.12151.69255May 28, 2022Jan 14, 2023Sep 2, 2023Apr 21, 2024Dec 8, 2024Jul 27, 2025Mar 16, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Cross-RAGmode=zero-shot2026.030.0640.175
TTMmode=zero-shot2026.030.0660.173
Moiraimode=zero-shot2026.030.0660.172
Chronos-boltmode=zero-shot2026.030.0670.178
TimesFMmode=zero-shot2026.030.070.18
Chronosmode=zero-shot2026.030.0830.188
Time-MoEmode=zero-shot2026.030.0850.206
MOMENTmode=zero-shot2026.030.0980.206
Non-stationary TransformerPrediction Length=96, Input Sequence Length=962022.050.1040.235
ARIMAPrediction Length=96, Input Sequence Length=962022.050.1120.245
N-HITSPrediction Length=96, Input Sequence Length=962022.050.1140.248
N-BEATSPrediction Length=96, Input Sequence Length=962022.050.1560.299
Non-stationary TransformerPrediction Length=192, Input Sequence Length=962022.050.230.375
AutoformerPrediction Length=96, Input Sequence Length=962022.050.2410.387
N-HITSPrediction Length=192, Input Sequence Length=962022.050.250.387
AutoformerPrediction Length=192, Input Sequence Length=962022.050.2730.403
DLinearInput length=96, Prediction lengths={96, 192, 336, 540}2024.020.2770.377
PyraformerPrediction Length=96, Input Sequence Length=962022.050.290.439
ARIMAPrediction Length=192, Input Sequence Length=962022.050.3040.404
TimesNetInput length=96, Prediction lengths={96, 192, 336, 540}2024.020.320.396
ContiFormerInput length=96, Prediction lengths={96, 192, 336, 540}2024.020.3390.399
FEDformerInput length=96, Prediction lengths={96, 192, 336, 540}2024.020.3920.446
Non-stationary TransformerPrediction Length=336, Input Sequence Length=962022.050.4320.509
N-HITSPrediction Length=336, Input Sequence Length=962022.050.4340.516
AutoformerInput length=96, Prediction lengths={96, 192, 336, 540}2024.020.440.477
AutoformerPrediction Length=336, Input Sequence Length=962022.050.5080.539
InformerPrediction Length=96, Input Sequence Length=962022.050.5910.615
PyraformerPrediction Length=192, Input Sequence Length=962022.050.5940.644
N-BEATSPrediction Length=336, Input Sequence Length=962022.050.6110.605
N-BEATSPrediction Length=192, Input Sequence Length=962022.050.6690.665
ARIMAPrediction Length=336, Input Sequence Length=962022.050.7360.598
Non-stationary TransformerPrediction Length=720, Input Sequence Length=962022.050.7820.682
PyraformerPrediction Length=336, Input Sequence Length=962022.050.9620.824
AutoformerPrediction Length=720, Input Sequence Length=962022.050.9910.768
N-HITSPrediction Length=720, Input Sequence Length=962022.051.0610.773
N-BEATSPrediction Length=720, Input Sequence Length=962022.051.1110.86
InformerPrediction Length=192, Input Sequence Length=962022.051.1830.912
ReformerPrediction Length=192, Input Sequence Length=962022.051.2580.924
ReformerPrediction Length=720, Input Sequence Length=962022.051.280.953
PyraformerPrediction Length=720, Input Sequence Length=962022.051.2850.958
TransformerInput length=96, Prediction lengths={96, 192, 336, 540}2024.021.3250.949
ReformerPrediction Length=96, Input Sequence Length=962022.051.3270.944
InformerPrediction Length=336, Input Sequence Length=962022.051.3670.984
ARIMAPrediction Length=720, Input Sequence Length=962022.051.8710.935
InformerPrediction Length=720, Input Sequence Length=962022.051.8721.072
ReformerPrediction Length=336, Input Sequence Length=962022.052.1791.296