Long-term forecasting on ETTm1 v1 (test)
0.356MSETS-Memory
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TS-Memorybackbone=Sundial2026.02 | 0.356 | 0.364 | |
| Sundialsetting=Origin2026.02 | 0.369 | 0.369 | |
| TS-Memorybackbone=ChronosBolt2026.02 | 0.381 | 0.371 | |
| AttraosInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.382 | 0.391 | |
| TS-Memorybackbone=TimesFM2026.02 | 0.382 | 0.396 | |
| FredformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.384 | 0.395 | |
| PatchTSTPrediction Length=Avg, Input Sequence Length=962024.06 | 0.387 | 0.4 | |
| RWKV-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.391 | 0.403 | |
| TS-Memorybackbone=Chronos22026.02 | 0.393 | 0.372 | |
| KoopaInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.395 | 0.403 | |
| Mamba4TSInput length=96, Prediction horizons={96, 192, 336, 720}, Time Embedding=true2024.02 | 0.396 | 0.406 | |
| GPT-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.396 | 0.401 | |
| S-MambaInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.399 | 0.407 | |
| PatchTSTInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.403 | 0.398 | |
| DLinearInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.403 | 0.406 | |
| DLinearPrediction Length=Avg, Input Sequence Length=962024.06 | 0.403 | 0.407 | |
| InvTrmInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.407 | 0.412 | |
| iTransformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.407 | 0.41 | |
| ChronosBoltsetting=Origin2026.02 | 0.421 | 0.383 | |
| TimesFMsetting=Origin2026.02 | 0.429 | 0.416 | |
| Chronos2setting=Origin2026.02 | 0.433 | 0.381 |