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ResearchFormerly WizWand

Long-term time-series forecasting on ETTh2 (test)

0.116MSEAda-MSHyper
0.106120.172810.23950.30619May 18, 2022Jan 18, 2023Sep 21, 2023May 24, 2024Jan 24, 2025Sep 27, 2025May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Ada-MSHyperPrediction Length=962024.100.1160.262
FEDformer-fHorizon=962022.050.1280.271
NLinearHorizon=962022.050.1290.278
DLinearHorizon=962022.050.1310.279
DLinearPrediction Length=962024.100.1310.279
LTSF-LinearHorizon=962022.050.1330.283
iTransformerPrediction Length=962024.100.1360.287
AutoformerHorizon=962022.050.1530.306
FEDformer-wHorizon=962022.050.1560.306
NLinearHorizon=1922022.050.1690.324
LTSF-LinearHorizon=1922022.050.1760.33
DLinearHorizon=1922022.050.1760.329
FEDformer-fHorizon=1922022.050.1850.33
NLinearHorizon=3362022.050.1940.355
AutoformerHorizon=1922022.050.2040.351
DLinearHorizon=3362022.050.2090.367
InformerHorizon=962022.050.2130.373
LTSF-LinearHorizon=3362022.050.2130.371
LogTransHorizon=962022.050.2170.379
LogTransHorizon=7202022.050.2180.387
Ada-MSHyperPrediction Length=7202024.100.2210.38
NLinearHorizon=7202022.050.2250.381
InformerHorizon=1922022.050.2270.387
FEDformer-fHorizon=3362022.050.2310.378
FEDformer-wHorizon=1922022.050.2380.38
InformerHorizon=3362022.050.2420.401
AutoformerHorizon=3362022.050.2460.389
iTransformerPrediction Length=7202024.100.2530.403
FlowMixerh=962025.050.2640.33
Time-VLMHorizon=962025.090.2670.335
AutoformerHorizon=7202022.050.2680.409
TIME-LLMHorizon=962023.100.2680.328
Time-LLMHorizon=962025.090.2680.328
TSCOMPPrediction Horizon=962026.050.270.335
FEDformer-wHorizon=3362022.050.2710.412
Super-LinearHorizon=962025.090.2720.335
BEATPrediction length=96, Historical time step=962025.010.2730.329
FreqLiteHorizon (H)=96, Lookback (L)=3362026.050.2750.336
DLinearHorizon=7202022.050.2760.426
FEDformer-fHorizon=7202022.050.2780.42
LogTransHorizon=1922022.050.2810.429
WPMixerPrediction length=96, Historical time step=962025.010.2820.334
SegRNNPrediction Horizon=962026.050.2820.34
FiLMPrediction Horizon=962022.050.2840.348
GPT4TSHorizon=962023.100.2850.342
TimeCMAHorizon=962025.090.2860.336
FEDformer-wHorizon=7202022.050.2880.438
FreqLiteH=96, Lookback (L)=962026.050.290.339
InformerHorizon=7202022.050.2910.439
Bi-Mamba+Prediction Length=962024.040.2910.342
LTSF-LinearHorizon=7202022.050.2920.44
LogTransHorizon=3362022.050.2930.437
RLinearH=96, Lookback (L)=962026.050.2950.344
KooPAh=962025.050.2970.349
NLinearH=96, Lookback (L)=962026.050.2980.347
PatchTST*H=96, Lookback (L)=96, config=4 GB-feasible small config2026.050.2980.346
xPatchhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.120.2990.351
MFVI Latent ARpred_len=962026.040.30.349
FITSH=96, Lookback (L)=962026.050.3030.349
TimeMixerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.120.3160.384
FlowMixerh=1922025.050.320.368
CARDhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.120.3210.373
ModernTCN2025.090.3220.379
TVNet2025.090.3240.377
Time-VLMHorizon=1922025.090.3260.373
DLinearH=96, Lookback (L)=962026.050.3270.382
RLinearhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.120.3280.382
N-HITSh=962025.050.3280.364
TIME-LLMHorizon=1922023.100.3290.375
Time-LLMHorizon=1922025.090.3290.375
LSTNetpred_len=962026.040.33—
PatchTSThyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.120.3310.381
CMoS2025.090.3310.383
FEDformerh=962025.050.3320.374
Autoformerh=962025.050.3320.368
DLinearh=962025.050.3330.387
TIME-LLMForecasting Horizon (H)=Avg2023.100.3340.383
Time-LLMHorizon=Avg.2025.090.3340.383
TimeAlign2025.090.3360.382
Super-LinearHorizon=1922025.090.340.378
Time-VLMHorizon=Avg.2025.090.340.391
FreqLiteHorizon (H)=192, Lookback (L)=3362026.050.340.38
FlowMixerh=3362025.050.3440.396
TSMixer + xCPDBackbone=TSMixer, Plugin=xCPD, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.3450.392
TimeBase2025.090.3450.397
Leddam2025.090.3450.391
FEDformerPrediction Horizon=962022.050.3460.388
Super-LinearHorizon=Avg.2025.090.3460.388
TimeMixer2025.090.3490.397
FSMLPForecast length=Avg, History window=962024.120.350.384
TSMixer + LIFTBackbone=TSMixer, Plugin=LIFT, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.3510.397
TSMixer + CCMBackbone=TSMixer, Plugin=CCM, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.3510.399
PatchTST2025.090.3510.404
TSMixerBackbone=TSMixer, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.3550.401
KooPAh=1922025.050.3560.393
FiLMPrediction Horizon=1922022.050.3570.4
Time-VLMHorizon=3362025.090.3570.406
AutoformerPrediction Horizon=962022.050.3580.397
FreqLiteHorizon (H)=336, Lookback (L)=3362026.050.3620.402
TimeCMAHorizon=1922025.090.3630.387