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ResearchFormerly WizWand

Time Series Forecasting with Exogenous Variables on ETTh1 (mse, mae)

0.054MSEDAG
0.044080.111040.1780.24496Sep 18, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DAGForecasting Horizon=962025.090.0540.176
TimeXerForecasting Horizon=962025.090.0560.179
TiDEForecasting Horizon=962025.090.0560.179
DAGForecasting Horizon=Avg2025.090.0710.206
DAGForecasting Horizon=1922025.090.0720.208
TimeXerForecasting Horizon=1922025.090.0730.207
TFTForecasting Horizon=1922025.090.0730.213
TiDEForecasting Horizon=1922025.090.0750.21
DAGForecasting Horizon=3362025.090.0790.219
DAGForecasting Horizon=7202025.090.0790.221
TiDEForecasting Horizon=Avg2025.090.0790.217
TimeXerForecasting Horizon=Avg2025.090.0810.219
TFTForecasting Horizon=962025.090.0810.214
TimeXerForecasting Horizon=3362025.090.0890.234
TiDEForecasting Horizon=3362025.090.090.236
TFTForecasting Horizon=Avg2025.090.0940.239
TiDEForecasting Horizon=7202025.090.0960.244
TFTForecasting Horizon=3362025.090.0990.246
TimeXerForecasting Horizon=7202025.090.1040.254
TimeKANForecasting Horizon=962025.090.1180.273
TFTForecasting Horizon=7202025.090.1240.282
xPatchForecasting Horizon=3362025.090.1330.291
AmplifierForecasting Horizon=1922025.090.1340.29
xPatchForecasting Horizon=962025.090.1360.305
TimeKANForecasting Horizon=3362025.090.140.295
xPatchForecasting Horizon=1922025.090.150.311
CrossLinearForecasting Horizon=962025.090.1520.321
AmplifierForecasting Horizon=962025.090.160.332
AmplifierForecasting Horizon=3362025.090.1620.325
DUETForecasting Horizon=962025.090.1630.338
xPatchForecasting Horizon=Avg2025.090.1650.328
TimeKANForecasting Horizon=1922025.090.1660.33
PatchTSTForecasting Horizon=1922025.090.1740.336
TimeKANForecasting Horizon=Avg2025.090.1770.335
AmplifierForecasting Horizon=Avg2025.090.180.344
CrossLinearForecasting Horizon=1922025.090.1990.374
DUETForecasting Horizon=1922025.090.2060.382
CrossLinearForecasting Horizon=Avg2025.090.2160.388
PatchTSTForecasting Horizon=962025.090.2160.403
CrossLinearForecasting Horizon=3362025.090.2180.383
DUETForecasting Horizon=Avg2025.090.2250.396
PatchTSTForecasting Horizon=Avg2025.090.2360.407
xPatchForecasting Horizon=7202025.090.2390.406
DUETForecasting Horizon=3362025.090.2480.419
PatchTSTForecasting Horizon=3362025.090.2530.429
AmplifierForecasting Horizon=7202025.090.2630.429
DUETForecasting Horizon=7202025.090.2830.446
TimeKANForecasting Horizon=7202025.090.2840.44
CrossLinearForecasting Horizon=7202025.090.2950.475
PatchTSTForecasting Horizon=7202025.090.3020.462