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ResearchFormerly WizWand

Time Series Forecasting on ETTh1 (10% train)

0.359MSESSDA
0.32540.55220.7791.0058May 10, 2026May 11, 2026May 12, 2026May 13, 2026May 14, 2026May 15, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SSDAForecasting Horizon (H)=962026.050.3590.376
SSDAForecasting Horizon (H)=1922026.050.3890.403
SSDAForecasting Horizon (H)=Avg2026.050.3960.41
SSDARatio=10%2026.050.3960.41
OliviaPrediction Length=Avg2026.050.3980.418
TTMPrediction Length=Avg2026.050.4030.423
VisionTSForecasting Horizon (H)=Avg2026.050.4090.412
VisionTSRatio=10%2026.050.4090.412
SSDAForecasting Horizon (H)=3362026.050.4170.42
SEMPOPrediction Length=Avg2026.050.4170.435
SSDAForecasting Horizon (H)=7202026.050.4180.442
Time-VLMForecasting Horizon (H)=Avg2026.050.4310.442
Time-VLMRatio=10%2026.050.4310.442
Time-LLMForecasting Horizon (H)=Avg2026.050.5560.522
Time-LLMRatio=10%2026.050.5560.522
Time-LLMPrediction Length=Avg2026.050.5560.522
S²IP-LLMPrediction Length=Avg2026.050.5650.524
GPT4TSForecasting Horizon (H)=Avg2026.050.590.525
GPT4TSRatio=10%2026.050.590.525
GPT-4TSPrediction Length=Avg2026.050.590.525
PatchTSTForecasting Horizon (H)=Avg2026.050.6330.542
PatchTSTRatio=10%2026.050.6330.542
PatchTSTPrediction Length=Avg2026.050.6330.542
FEDformerForecasting Horizon (H)=Avg2026.050.6390.561
FEDformerRatio=10%2026.050.6390.561
FEDformerPrediction Length=Avg2026.050.6390.561
DLinearForecasting Horizon (H)=Avg2026.050.6910.6
DLinearRatio=10%2026.050.6910.6
DLinearPrediction Length=Avg2026.050.6910.6
TimesNetForecasting Horizon (H)=Avg2026.050.8690.628
TimesNetRatio=10%2026.050.8690.628
TimesNetPrediction Length=Avg2026.050.8690.628
iTransformerPrediction Length=Avg2026.050.910.86
StationaryPrediction Length=Avg2026.050.9150.639
InformerForecasting Horizon (H)=Avg2026.051.1990.809
InformerRatio=10%2026.051.1990.809