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ResearchFormerly WizWand

Time-series Forecasting on Weather 5% data

0.211MSESSDA
0.194640.305070.41550.52593Mar 31, 2026Apr 6, 2026Apr 13, 2026Apr 20, 2026Apr 26, 2026May 3, 2026May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SSDAforecast_horizon=192, training_data_ratio=5%2026.050.2110.254
Time-VLMforecast_horizon=192, training_data_ratio=5%2026.050.2160.263
Time-LLMforecast_horizon=192, training_data_ratio=5%2026.050.2240.271
VisionTSforecast_horizon=192, training_data_ratio=5%2026.050.2250.275
GPT4TSforecast_horizon=192, training_data_ratio=5%2026.050.2270.276
DLinearforecast_horizon=192, training_data_ratio=5%2026.050.2280.283
PatchTSTforecast_horizon=192, training_data_ratio=5%2026.050.230.277
SSDARatio=5%2026.050.2440.275
Time-VLMRatio=5%2026.050.2460.284
VisionTSRatio=5%2026.050.2550.296
TIME-LLMParameters (M)=6.46, Memory (MiB)=3907, Eff.*MSE=0.39, Eff.*MAE=0.38, Few-shot (5% data)=true2026.030.260.31
Time-LLMRatio=5%2026.050.260.309
GPT4TSRatio=5%2026.050.2630.301
DLinearRatio=5%2026.050.2630.308
FEDformerforecast_horizon=192, training_data_ratio=5%2026.050.2650.317
PatchTSTRatio=5%2026.050.2690.303
One-for-AllParameters (M)=0.55, Memory (MiB)=2.2, Eff.*MSE=3.92, Eff.*MAE=4.17, Few-shot (5% data)=true2026.030.270.3
GPT4TSParameters (M)=11.7, Memory (MiB)=371.0, Eff.*MSE=0.20, Eff.*MAE=0.20, Few-shot (5% data)=true2026.030.270.3
TimesNetforecast_horizon=192, training_data_ratio=5%2026.050.2720.307
TimesNetRatio=5%2026.050.2980.318
TimesNetParameters (M)=0.63, Memory (MiB)=2.9, Eff.*MSE=2.89, Eff.*MAE=3.39, Few-shot (5% data)=true2026.030.30.32
FEDformerRatio=5%2026.050.3090.353
EFDformerParameters (M)=16.8, Memory (MiB)=87.8, Eff.*MSE=0.12, Eff.*MAE=0.13, Few-shot (5% data)=true2026.030.310.35
AutoformerParameters (M)=10.53, Memory (MiB)=62.6, Eff.*MSE=0.18, Eff.*MAE=0.20, Few-shot (5% data)=true2026.030.310.35
TStationaryParameters (M)=2.02, Memory (MiB)=13.2, Eff.*MSE=0.84, Eff.*MAE=1.03, Few-shot (5% data)=true2026.030.330.33
ETSformerParameters (M)=5.28, Memory (MiB)=31.4, Eff.*MSE=0.24, Eff.*MAE=0.29, Few-shot (5% data)=true2026.030.330.37
ReformerParameters (M)=5.80, Memory (MiB)=33.4, Eff.*MSE=0.09, Eff.*MAE=0.17, Few-shot (5% data)=true2026.030.450.45
InformerRatio=5%2026.050.5840.527
InformerParameters (M)=11.33, Memory (MiB)=65.8, Eff.*MSE=0.04, Eff.*MAE=0.08, Few-shot (5% data)=true2026.030.590.53
Informerforecast_horizon=192, training_data_ratio=5%2026.050.620.545