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ResearchFormerly WizWand

Time-series forecasting on Exchange

0.022MSELast
0.008440.099970.19150.28303May 28, 2022Jan 24, 2023Sep 22, 2023May 20, 2024Jan 16, 2025Sep 14, 2025May 13, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LastData Budget=502023.110.022—
LastData Budget=5002023.110.022—
Meta-N-BEATSData Budget=502023.110.023—
Meta-N-BEATSData Budget=5002023.110.023—
Full2024.060.0230.11
SeasonalNaiveData Budget=502023.110.028—
SeasonalNaiveData Budget=5002023.110.028—
MeanData Budget=502023.110.04—
MeanData Budget=5002023.110.04—
AutoConPrediction length=482024.020.051—
LaSTPrediction length=482024.020.051—
CoSTPrediction length=482024.020.054—
FTDCondTSF=true2024.060.0550.184
ForecastPFNData Budget=502023.110.058—
ForecastPFNData Budget=5002023.110.058—
PPCondTSF=true2024.060.0580.191
DATMCondTSF=true2024.060.0580.19
TESLACondTSF=true2024.060.0590.188
TS2VecPrediction length=482024.020.059—
MTTCondTSF=true2024.060.0610.195
FEDformerData Budget=5002023.110.068—
AutoformerData Budget=5002023.110.072—
HINTS DLinearhorizon=962025.120.0770.198
STAIRHorizon=962026.050.080.201
DLinearhorizon=962025.120.0810.203
PaiFilterPrediction length (τ)=96, Lookback window length (L)=962024.110.0830.202
FEDPMType=FL-FM, Horizon=96, Comm. Params.=0.016 M2026.040.0850.223
iTransformerType=Expert, Horizon=962026.040.0860.206
iTransformerHorizon=962026.050.0860.206
PatchTSTHorizon=962026.050.0880.205
DLinearHorizon=962026.050.0880.218
HINTS PatchTSThorizon=962025.120.090.218
HINTS TimeMixerhorizon=962025.120.090.211
TexFilterPrediction length (τ)=96, Lookback window length (L)=962024.110.0910.211
PatchTSThorizon=962025.120.0930.218
TimeMixerhorizon=962025.120.0930.212
TiDEHorizon=962026.050.0940.218
TimesNetHorizon=962026.050.1070.234
Non-stationary TransformerPrediction Length=962022.050.1110.237
FEDformerPrediction Length=962022.050.1480.271
FANBackbone=DLinear2024.090.149—
HINTS DLinearhorizon=1922025.120.150.284
DLinearhorizon=1922025.120.1570.293
STAIRHorizon=1922026.050.1610.289
FANBackbone=SCINet2024.090.162—
FANBackbone=Informer2024.090.168—
FANBackbone=FEDformer2024.090.17—
HINTS TimeMixerhorizon=1922025.120.170.294
SANBackbone=DLinear2024.090.172—
SANBackbone=SCINet2024.090.174—
TimeMixerhorizon=1922025.120.1740.297
PatchTSTHorizon=1922026.050.1760.299
DLinearHorizon=1922026.050.1760.315
iTransformerHorizon=1922026.050.1770.299
HINTS PatchTSThorizon=1922025.120.1790.313
RevINBackbone=SCINet2024.090.183—
TiDEHorizon=1922026.050.1840.307
RevINBackbone=DLinear2024.090.19—
SANBackbone=FEDformer2024.090.192—
TimesNetBackbone=TimesNet, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.2010.446
PatchTSThorizon=1922025.120.2080.332
Non-stationary TransformerPrediction Length=1922022.050.2190.335
TimesNetHorizon=1922026.050.2260.344
FEDformerData Budget=502023.110.233—
RevINBackbone=Informer2024.090.238—
TransformerPrediction horizon (T)=192, Input length=962024.050.240.34
AarenPrediction horizon (T)=192, Input length=962024.050.250.33
CrossformerHorizon=962026.050.2560.367
HINTS DLinearhorizon=3362025.120.2580.38
Dish-TSBackbone=DLinear2024.090.265—
SANBackbone=Informer2024.090.265—
RevINBackbone=FEDformer2024.090.267—
FEDformerPrediction Length=1922022.050.2710.38
TransformerData Budget=5002023.110.28—
Dish-TSBackbone=SCINet2024.090.281—
HINTS PatchTSThorizon=3362025.120.290.381
δ-AdapterBackbone Model=DistPred, Variant=Ada-X+Y2026.010.297—
STAIRHorizon=3362026.050.30.398
PatchTSTHorizon=3362026.050.3010.397
DLinearhorizon=3362025.120.3050.414
DLinearHorizon=3362026.050.3130.427
δ-AdapterBackbone Model=iTransformer, Variant=Ada-X+Y2026.010.316—
AutoformerData Budget=502023.110.331—
iTransformerHorizon=3362026.050.3310.417
Dish-TSBackbone=FEDformer2024.090.333—
DLinearBackbone=DLinear, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.3380.413
HINTS TimeMixerhorizon=3362025.120.3390.418
SEMixerAveraged horizons=96, 192, 336, 720 steps2026.020.3440.397
DLinear + DPADBackbone=DLinear, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.3450.417
LoRABackbone Model=DistPred2026.010.346—
SOLIDBackbone Model=DistPred2026.010.347—
TimeMixerhorizon=3362025.120.3490.426
TiDEHorizon=3362026.050.3490.431
OfflineBackbone Model=DistPred2026.010.35—
TimePro*Forecast length (T)=Avg, Look-back length (L)=962026.020.3520.399
iTransformer + DPADBackbone=iTransformer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.3540.401
DMambaForecast length (T)=Avg, Look-back length (L)=962026.020.3590.401
PatchTSThorizon=3362025.120.3590.44
iTransformerBackbone=iTransformer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.3610.406
TimeBridge + DPADBackbone=TimeBridge, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.010.3610.402