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ResearchFormerly WizWand

Long-term forecasting on ETTm2 v1 (test)

0.173MSEAdaMamba
0.16420.22360.2830.3424Feb 18, 2024Jun 29, 2024Nov 9, 2024Mar 22, 2025Aug 2, 2025Dec 13, 2025Apr 25, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AdaMambaInput Length (T)=96, Prediction Length (H)=962026.040.1730.257
AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.040.2370.299
TS-Memorybackbone=Sundial2026.020.2660.312
TS-Memorybackbone=ChronosBolt2026.020.2670.311
TS-Memorybackbone=Chronos22026.020.270.309
Sundialsetting=Origin2026.020.2760.317
FredformerPrediction Length=Avg, Input Sequence Length=962024.060.2790.324
TS-Memorybackbone=TimesFM2026.020.2790.324
AttraosInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.280.324
PatchTSTInput Length (T)=96, Prediction Length (H)=Average2026.040.280.326
KoopaInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.2810.326
PatchTSTPrediction Length=Avg, Input Sequence Length=962024.060.2810.326
TimeMachineInput Length (T)=96, Prediction Length (H)=Average2026.040.2810.326
PatchTSTInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.2830.329
RWKV-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.2850.33
iTransformerPrediction Length=Avg, Input Sequence Length=962024.060.2880.332
S-MambaInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.2890.333
InvTrmInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.2910.335
ChronosBoltsetting=Origin2026.020.2910.317
GPT-TSInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.2940.339
Chronos2setting=Origin2026.020.2950.315
AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.040.2960.337
Mamba4TSInput length=96, Prediction horizons={96, 192, 336, 720}, Time Embedding=true2024.020.2990.343
TimesFMsetting=Origin2026.020.3320.341
DLinearInput length=96, Prediction horizons={96, 192, 336, 720}2024.020.3450.396
AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.040.3930.394