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ResearchFormerly WizWand

Time-series forecasting on Weather (MAE, MSE)

0.167MAECaDRe
0.149280.268890.38850.50811Jan 21, 2025Apr 10, 2025Jun 29, 2025Sep 16, 2025Dec 5, 2025Feb 22, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CaDReLength=482025.010.1670.125
iTransformerLength=482025.010.1790.14
PatchTSTLength=482025.010.1880.148
TimesNetLength=482025.010.1910.138
N-TransformerLength=482025.010.1950.143
DLinearLength=482025.010.1980.156
CaDReLength=962025.010.2030.157
STAIRHorizon=962026.050.2080.163
TimeMixerHorizon=962026.050.2090.163
iTransformerHorizon=962026.050.2140.174
iTransformerLength=962025.010.2140.168
DLinear+FANLength=482025.010.2170.158
PatchTSTHorizon=962026.050.2180.177
InformerLength=482025.010.2180.177
TimesNetHorizon=962026.050.220.172
CaDReLength=1442025.010.2250.18
iTransformerLength=1442025.010.2250.172
PatchTSTLength=962025.010.2260.187
STNP2026.050.2270.185
STNP2026.050.2270.185
DLinearLength=962025.010.2290.186
CrossformerHorizon=962026.050.230.158
TimesNetLength=962025.010.2310.18
iTransformerLength=1922025.010.2410.193
PatchTSTLength=1442025.010.2420.207
TimesNetLength=1442025.010.2440.19
DLinearLength=1442025.010.2440.199
N-TransformerLength=962025.010.2460.199
CaDReLength=1922025.010.2480.207
STAIRHorizon=1922026.050.2490.209
TimeMixerHorizon=1922026.050.250.208
iTransformerHorizon=1922026.050.2540.221
DLinearHorizon=962026.050.2550.196
DLinear+FANLength=962025.010.2560.199
TETNP2026.050.2570.202
PatchTSTHorizon=1922026.050.2590.225
InformerLength=962025.010.2590.225
TimesNetHorizon=1922026.050.2610.219
TiDEHorizon=962026.050.2610.202
DLinearLength=1922025.010.2610.217
PatchTSTLength=1922025.010.2650.234
TimesNetLength=1922025.010.2650.212
N-TransformerLength=1442025.010.2670.225
DLinear+FANLength=1442025.010.2740.312
CrossformerHorizon=1922026.050.2770.206
TimeMixerHorizon=3362026.050.2870.251
STAIRHorizon=3362026.050.2920.266
FEDformer2026.050.2960.217
iTransformerHorizon=3362026.050.2960.278
DLinearHorizon=1922026.050.2960.237
PatchTSTHorizon=3362026.050.2970.278
InformerLength=1442025.010.2970.278
TiDEHorizon=1922026.050.2980.242
DLinear+FANLength=1922025.010.2980.238
TimesNetHorizon=3362026.050.3060.28
N-TransformerLength=1922025.010.3152.96
CrossformerHorizon=3362026.050.3350.272
TiDEHorizon=3362026.050.3350.287
DLinearHorizon=3362026.050.3350.283
Autoformer2026.050.3360.266
TimeMixerHorizon=7202026.050.3410.339
STAIRHorizon=7202026.050.3430.346
iTransformerHorizon=7202026.050.3470.358
PatchTSTHorizon=7202026.050.3480.354
InformerLength=1922025.010.3480.354
TimesNetHorizon=7202026.050.3590.365
DLinearHorizon=7202026.050.3810.345
Informer2026.050.3840.3
TiDEHorizon=7202026.050.3860.351
CANP2026.050.4180.344
CrossformerHorizon=7202026.050.4180.398
BANP2026.050.4640.406
LogTrans2026.050.490.458
ConvCNP2026.050.510.509
ANP2026.050.5160.518
SConvCNP2026.050.5250.593
NP2026.050.5510.625
CNP2026.050.5680.619
Reformer2026.050.5960.689
BNP2026.050.5990.686
TNP2026.050.610.641