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ResearchFormerly WizWand

Time Series Forecasting on Electricity 5% train data (test)

0.158MSETime-LLM
0.11240.42020.7281.0358May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Time-LLMforecast_horizon=192, training_data_ratio=5%2026.050.1580.241
GPT4TSforecast_horizon=192, training_data_ratio=5%2026.050.1590.255
VisionTSforecast_horizon=192, training_data_ratio=5%2026.050.160.249
PatchTSTforecast_horizon=192, training_data_ratio=5%2026.050.1630.26
DLinearforecast_horizon=192, training_data_ratio=5%2026.050.1630.263
SSDAforecast_horizon=192, training_data_ratio=5%2026.050.1660.256
Time-VLMforecast_horizon=192, training_data_ratio=5%2026.050.1940.302
DLinearforecast_horizon=720, training_data_ratio=5%2026.050.2190.311
Time-LLMforecast_horizon=720, training_data_ratio=5%2026.050.2240.312
GPT4TSforecast_horizon=720, training_data_ratio=5%2026.050.2330.323
PatchTSTforecast_horizon=720, training_data_ratio=5%2026.050.2330.323
VisionTSforecast_horizon=720, training_data_ratio=5%2026.050.2430.32
FEDformerforecast_horizon=192, training_data_ratio=5%2026.050.2470.341
SSDAforecast_horizon=720, training_data_ratio=5%2026.050.2480.324
Time-VLMforecast_horizon=720, training_data_ratio=5%2026.050.2510.346
TimesNetforecast_horizon=192, training_data_ratio=5%2026.050.3180.396
FEDformerforecast_horizon=720, training_data_ratio=5%2026.050.3180.394
TimesNetforecast_horizon=720, training_data_ratio=5%2026.050.6350.613
Informerforecast_horizon=720, training_data_ratio=5%2026.051.2590.919
Informerforecast_horizon=192, training_data_ratio=5%2026.051.2980.939