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ResearchFormerly WizWand

Time Series Forecasting on Electricity (5% train)

0.141MSEVisionTS
0.094560.408030.72151.03497May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VisionTSforecast_horizon=96, training_data_ratio=5%2026.050.1410.23
GPT4TSforecast_horizon=96, training_data_ratio=5%2026.050.1430.241
PatchTSTforecast_horizon=96, training_data_ratio=5%2026.050.1450.244
Time-LLMforecast_horizon=96, training_data_ratio=5%2026.050.1470.242
SSDAforecast_horizon=96, training_data_ratio=5%2026.050.1490.24
DLinearforecast_horizon=96, training_data_ratio=5%2026.050.150.251
DLinearforecast_horizon=336, training_data_ratio=5%2026.050.1750.278
DLinearRatio=5%2026.050.1760.275
GPT4TSRatio=5%2026.050.1780.273
Time-LLMforecast_horizon=336, training_data_ratio=5%2026.050.1780.277
Time-LLMRatio=5%2026.050.1790.268
GPT4TSforecast_horizon=336, training_data_ratio=5%2026.050.1790.274
PatchTSTRatio=5%2026.050.1810.277
VisionTSRatio=5%2026.050.1830.269
PatchTSTforecast_horizon=336, training_data_ratio=5%2026.050.1830.281
Time-VLMforecast_horizon=96, training_data_ratio=5%2026.050.1850.296
VisionTSforecast_horizon=336, training_data_ratio=5%2026.050.1890.277
SSDARatio=5%2026.050.1910.276
SSDAforecast_horizon=336, training_data_ratio=5%2026.050.1990.283
Time-VLMforecast_horizon=336, training_data_ratio=5%2026.050.210.315
Time-VLMRatio=5%2026.050.2180.315
FEDformerforecast_horizon=96, training_data_ratio=5%2026.050.2350.322
FEDformerRatio=5%2026.050.2660.353
FEDformerforecast_horizon=336, training_data_ratio=5%2026.050.2670.356
TimesNetforecast_horizon=96, training_data_ratio=5%2026.050.3150.389
TimesNetforecast_horizon=336, training_data_ratio=5%2026.050.340.415
TimesNetRatio=5%2026.050.4020.453
Informerforecast_horizon=96, training_data_ratio=5%2026.051.2650.919
InformerRatio=5%2026.051.2810.929
Informerforecast_horizon=336, training_data_ratio=5%2026.051.3020.942