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ResearchFormerly WizWand

Time Series Forecasting on ETTh1 5% training data (test)

0.359MSESSDA
0.324360.558180.7921.02582May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SSDAforecast_horizon=96, training_data_ratio=5%2026.050.3590.376
VisionTSforecast_horizon=96, training_data_ratio=5%2026.050.3690.377
SSDAforecast_horizon=336, training_data_ratio=5%2026.050.4150.421
Time-VLMforecast_horizon=96, training_data_ratio=5%2026.050.4170.435
VisionTSforecast_horizon=336, training_data_ratio=5%2026.050.4420.424
Time-VLMforecast_horizon=336, training_data_ratio=5%2026.050.460.465
Time-LLMforecast_horizon=96, training_data_ratio=5%2026.050.4830.464
GPT4TSforecast_horizon=96, training_data_ratio=5%2026.050.5430.506
DLinearforecast_horizon=96, training_data_ratio=5%2026.050.5470.503
PatchTSTforecast_horizon=96, training_data_ratio=5%2026.050.5570.519
FEDformerforecast_horizon=96, training_data_ratio=5%2026.050.5930.529
FEDformerforecast_horizon=336, training_data_ratio=5%2026.050.7310.594
GPT4TSforecast_horizon=336, training_data_ratio=5%2026.050.7540.595
Time-LLMforecast_horizon=336, training_data_ratio=5%2026.050.7680.626
PatchTSTforecast_horizon=336, training_data_ratio=5%2026.050.8160.619
TimesNetforecast_horizon=96, training_data_ratio=5%2026.050.8920.625
TimesNetforecast_horizon=336, training_data_ratio=5%2026.050.9450.653
DLinearforecast_horizon=336, training_data_ratio=5%2026.050.9840.727
Informerforecast_horizon=336, training_data_ratio=5%2026.051.2020.811
Informerforecast_horizon=96, training_data_ratio=5%2026.051.2250.812