Long-term forecasting on ETTm2 v1 (test)
0.173MSEAdaMamba
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaMambaInput Length (T)=96, Prediction Length (H)=962026.04 | 0.173 | 0.257 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.237 | 0.299 | |
| TS-Memorybackbone=Sundial2026.02 | 0.266 | 0.312 | |
| TS-Memorybackbone=ChronosBolt2026.02 | 0.267 | 0.311 | |
| TS-Memorybackbone=Chronos22026.02 | 0.27 | 0.309 | |
| Sundialsetting=Origin2026.02 | 0.276 | 0.317 | |
| FredformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.279 | 0.324 | |
| TS-Memorybackbone=TimesFM2026.02 | 0.279 | 0.324 | |
| AttraosInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.28 | 0.324 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.28 | 0.326 | |
| KoopaInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.281 | 0.326 | |
| PatchTSTPrediction Length=Avg, Input Sequence Length=962024.06 | 0.281 | 0.326 | |
| TimeMachineInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.281 | 0.326 | |
| PatchTSTInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.283 | 0.329 | |
| RWKV-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.285 | 0.33 | |
| iTransformerPrediction Length=Avg, Input Sequence Length=962024.06 | 0.288 | 0.332 | |
| S-MambaInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.289 | 0.333 | |
| InvTrmInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.291 | 0.335 | |
| ChronosBoltsetting=Origin2026.02 | 0.291 | 0.317 | |
| GPT-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.294 | 0.339 | |
| Chronos2setting=Origin2026.02 | 0.295 | 0.315 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.296 | 0.337 | |
| Mamba4TSInput length=96, Prediction horizons={96, 192, 336, 720}, Time Embedding=true2024.02 | 0.299 | 0.343 | |
| TimesFMsetting=Origin2026.02 | 0.332 | 0.341 | |
| DLinearInput length=96, Prediction horizons={96, 192, 336, 720}2024.02 | 0.345 | 0.396 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.393 | 0.394 |