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ResearchFormerly WizWand

Time Series Forecasting on ECL (test)

0.114MSECaDRe
0.104560.168280.2320.29572Feb 23, 2023Aug 27, 2023Feb 28, 2024Aug 31, 2024Mar 4, 2025Sep 5, 2025Mar 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CaDReLength=18-62025.010.1140.216
CaDReLength=72-242025.010.1210.22
CaDReLength=144-482025.010.1240.225
N-TransformerLength=18-62025.010.1280.236
TSLANetH=96, L=7202025.090.129—
PatchTSTH=96, L=7202025.090.129—
CaDReLength=216-722025.010.1310.232
RRRH=96, L=7202025.090.133—
Root PurgeH=96, L=7202025.090.134—
N-TransformerLength=72-242025.010.1340.242
TimesNetLength=18-62025.010.1340.242
FITSH=96, L=7202025.090.135—
FilterNetH=96, L=7202025.090.136—
AutoformerLength=18-62025.010.1360.254
SparseTSFH=96, L=7202025.090.138—
DLinearH=96, L=7202025.090.14—
TimesNetLength=72-242025.010.140.246
AutoformerLength=72-242025.010.1440.257
TSLANetH=192, L=7202025.090.147—
RRRH=192, L=7202025.090.148—
Root PurgeH=192, L=7202025.090.148—
PatchTSTH=192, L=7202025.090.149—
FITSH=192, L=7202025.090.149—
N-TransformerLength=144-482025.010.1490.256
SparseTSFH=192, L=7202025.090.151—
FilterNetH=192, L=7202025.090.153—
DLinearH=192, L=7202025.090.153—
TimesNetLength=144-482025.010.1550.26
TSLANetH=336, L=7202025.090.162—
AutoformerLength=144-482025.010.1630.275
RRRH=336, L=7202025.090.164—
FITSH=336, L=7202025.090.165—
Root PurgeH=336, L=7202025.090.165—
PatchTSTH=336, L=7202025.090.166—
SparseTSFH=336, L=7202025.090.166—
N-TransformerLength=216-722025.010.1660.271
TimesNetH=96, L=7202025.090.168—
FilterNetH=336, L=7202025.090.168—
FreqCycleLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.1680.259
LeddamLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.1690.263
DLinearH=336, L=7202025.090.169—
TimesNetLength=216-722025.010.1690.274
CycleNetLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.170.26
FRWKVLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.1710.257
AmplifierLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.1710.265
AutoformerLength=216-722025.010.1750.287
iTransformerVariant=BSA2024.100.1760.27
FredformerLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.1760.269
GPT2(6)few-shot_setting=10%, prediction_lengths={96, 192, 336, 720}2023.020.1760.269
iTrans.Look-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.1780.27
iTransformerLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.1780.27
DLinearfew-shot_setting=10%, prediction_lengths={96, 192, 336, 720}2023.020.180.28
PatchTSTfew-shot_setting=10%, prediction_lengths={96, 192, 336, 720}2023.020.180.269
iTransformerVariant=base2024.100.1810.272
CrossformerVariant=base2024.100.1820.276
TimeMixerLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.1820.272
TimeMixerLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.1820.272
TimesNetH=192, L=7202025.090.184—
CrossformerVariant=BSA2024.100.1860.28
FEDformerH=96, L=7202025.090.188—
PatchTSTVariant=BSA2024.100.1890.285
FreTSLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.1890.278
FreTSVariant=BSA2024.100.1920.287
TimesNetLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.1920.295
FreTSVariant=base2024.100.1950.285
TSLANetH=720, L=7202025.090.196—
FEDformerH=192, L=7202025.090.197—
PatchTSTVariant=base2024.100.1980.286
TimesNetH=336, L=7202025.090.198—
TimesNetVariant=BSA2024.100.1990.298
FilterNetLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.2010.285
FreTSLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.2020.29
TimesNetVariant=base2024.100.2030.301
RRRH=720, L=7202025.090.203—
DLinearH=720, L=7202025.090.204—
SparseTSFH=720, L=7202025.090.205—
FITSH=720, L=7202025.090.205—
Root PurgeH=720, L=7202025.090.205—
PatchTSTLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.2050.29
FilterNetH=720, L=7202025.090.207—
PatchTSTLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.2080.295
PatchTSTH=720, L=7202025.090.21—
RLinearVariant=BSA2024.100.2120.301
DLinearLook-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.2120.3
FEDformerH=336, L=7202025.090.212—
DLinearLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.2120.3
DLinearVariant=BSA2024.100.2170.316
FITSLookback window size (L)=96, Prediction length (H)={96, 192, 336, 720} (averaged)2026.030.2170.295
TimesNetH=720, L=7202025.090.22—
DLinearVariant=base2024.100.2270.325
RLinearVariant=base2024.100.2310.319
Crossfm.Look-back window length (T)=96, Prediction horizons (tau)={96, 192, 336, 720}2025.120.2440.334
FEDformerH=720, L=7202025.090.244—
MICNLength=18-62025.010.250.338
MICNLength=72-242025.010.2580.342
MICNLength=144-482025.010.2710.353
MICNLength=216-722025.010.2790.357
TimesNetfew-shot_setting=10%, prediction_lengths={96, 192, 336, 720}2023.020.3230.392
FEDformerfew-shot_setting=10%, prediction_lengths={96, 192, 336, 720}2023.020.3460.428
TransformerHorizon=962024.050.350.43