Univariate Time-series Forecasting on Exchange (test)
0.064MSECross-RAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Cross-RAGmode=zero-shot2026.03 | 0.064 | 0.175 | |
| TTMmode=zero-shot2026.03 | 0.066 | 0.173 | |
| Moiraimode=zero-shot2026.03 | 0.066 | 0.172 | |
| Chronos-boltmode=zero-shot2026.03 | 0.067 | 0.178 | |
| TimesFMmode=zero-shot2026.03 | 0.07 | 0.18 | |
| Chronosmode=zero-shot2026.03 | 0.083 | 0.188 | |
| Time-MoEmode=zero-shot2026.03 | 0.085 | 0.206 | |
| MOMENTmode=zero-shot2026.03 | 0.098 | 0.206 | |
| Non-stationary TransformerPrediction Length=96, Input Sequence Length=962022.05 | 0.104 | 0.235 | |
| ARIMAPrediction Length=96, Input Sequence Length=962022.05 | 0.112 | 0.245 | |
| N-HITSPrediction Length=96, Input Sequence Length=962022.05 | 0.114 | 0.248 | |
| N-BEATSPrediction Length=96, Input Sequence Length=962022.05 | 0.156 | 0.299 | |
| Non-stationary TransformerPrediction Length=192, Input Sequence Length=962022.05 | 0.23 | 0.375 | |
| AutoformerPrediction Length=96, Input Sequence Length=962022.05 | 0.241 | 0.387 | |
| N-HITSPrediction Length=192, Input Sequence Length=962022.05 | 0.25 | 0.387 | |
| AutoformerPrediction Length=192, Input Sequence Length=962022.05 | 0.273 | 0.403 | |
| DLinearInput length=96, Prediction lengths={96, 192, 336, 540}2024.02 | 0.277 | 0.377 | |
| PyraformerPrediction Length=96, Input Sequence Length=962022.05 | 0.29 | 0.439 | |
| ARIMAPrediction Length=192, Input Sequence Length=962022.05 | 0.304 | 0.404 | |
| TimesNetInput length=96, Prediction lengths={96, 192, 336, 540}2024.02 | 0.32 | 0.396 | |
| ContiFormerInput length=96, Prediction lengths={96, 192, 336, 540}2024.02 | 0.339 | 0.399 | |
| FEDformerInput length=96, Prediction lengths={96, 192, 336, 540}2024.02 | 0.392 | 0.446 | |
| Non-stationary TransformerPrediction Length=336, Input Sequence Length=962022.05 | 0.432 | 0.509 | |
| N-HITSPrediction Length=336, Input Sequence Length=962022.05 | 0.434 | 0.516 | |
| AutoformerInput length=96, Prediction lengths={96, 192, 336, 540}2024.02 | 0.44 | 0.477 | |
| AutoformerPrediction Length=336, Input Sequence Length=962022.05 | 0.508 | 0.539 | |
| InformerPrediction Length=96, Input Sequence Length=962022.05 | 0.591 | 0.615 | |
| PyraformerPrediction Length=192, Input Sequence Length=962022.05 | 0.594 | 0.644 | |
| N-BEATSPrediction Length=336, Input Sequence Length=962022.05 | 0.611 | 0.605 | |
| N-BEATSPrediction Length=192, Input Sequence Length=962022.05 | 0.669 | 0.665 | |
| ARIMAPrediction Length=336, Input Sequence Length=962022.05 | 0.736 | 0.598 | |
| Non-stationary TransformerPrediction Length=720, Input Sequence Length=962022.05 | 0.782 | 0.682 | |
| PyraformerPrediction Length=336, Input Sequence Length=962022.05 | 0.962 | 0.824 | |
| AutoformerPrediction Length=720, Input Sequence Length=962022.05 | 0.991 | 0.768 | |
| N-HITSPrediction Length=720, Input Sequence Length=962022.05 | 1.061 | 0.773 | |
| N-BEATSPrediction Length=720, Input Sequence Length=962022.05 | 1.111 | 0.86 | |
| InformerPrediction Length=192, Input Sequence Length=962022.05 | 1.183 | 0.912 | |
| ReformerPrediction Length=192, Input Sequence Length=962022.05 | 1.258 | 0.924 | |
| ReformerPrediction Length=720, Input Sequence Length=962022.05 | 1.28 | 0.953 | |
| PyraformerPrediction Length=720, Input Sequence Length=962022.05 | 1.285 | 0.958 | |
| TransformerInput length=96, Prediction lengths={96, 192, 336, 540}2024.02 | 1.325 | 0.949 | |
| ReformerPrediction Length=96, Input Sequence Length=962022.05 | 1.327 | 0.944 | |
| InformerPrediction Length=336, Input Sequence Length=962022.05 | 1.367 | 0.984 | |
| ARIMAPrediction Length=720, Input Sequence Length=962022.05 | 1.871 | 0.935 | |
| InformerPrediction Length=720, Input Sequence Length=962022.05 | 1.872 | 1.072 | |
| ReformerPrediction Length=336, Input Sequence Length=962022.05 | 2.179 | 1.296 |