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ResearchFormerly WizWand

Time Series Forecasting on ETTm1 5% train (test)

0.343MSETime-VLM
0.309720.534360.7590.98364May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Time-VLMforecast_horizon=192, training_data_ratio=5%2026.050.3430.373
SSDAforecast_horizon=192, training_data_ratio=5%2026.050.3470.358
DLinearforecast_horizon=192, training_data_ratio=5%2026.050.3580.39
SSDAforecast_horizon=720, training_data_ratio=5%2026.050.4040.403
Time-LLMforecast_horizon=192, training_data_ratio=5%2026.050.4250.434
Time-VLMforecast_horizon=720, training_data_ratio=5%2026.050.4250.42
GPT4TSforecast_horizon=192, training_data_ratio=5%2026.050.440.438
PatchTSTforecast_horizon=192, training_data_ratio=5%2026.050.4410.436
Time-LLMforecast_horizon=720, training_data_ratio=5%2026.050.4830.471
VisionTSforecast_horizon=192, training_data_ratio=5%2026.050.4970.458
DLinearforecast_horizon=720, training_data_ratio=5%2026.050.5110.489
GPT4TSforecast_horizon=720, training_data_ratio=5%2026.050.5770.499
FEDformerforecast_horizon=192, training_data_ratio=5%2026.050.6660.566
TimesNetforecast_horizon=192, training_data_ratio=5%2026.050.6810.539
VisionTSforecast_horizon=720, training_data_ratio=5%2026.050.7020.572
PatchTSTforecast_horizon=720, training_data_ratio=5%2026.050.7670.587
TimesNetforecast_horizon=720, training_data_ratio=5%2026.050.7960.593
FEDformerforecast_horizon=720, training_data_ratio=5%2026.050.8220.633
Informerforecast_horizon=192, training_data_ratio=5%2026.051.150.788
Informerforecast_horizon=720, training_data_ratio=5%2026.051.1750.794