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ResearchFormerly WizWand

Time Series Forecasting on Traffic (10% train)

0.409MSEOlivia
0.3640.667750.97151.27525May 10, 2026May 11, 2026May 12, 2026May 13, 2026May 14, 2026May 15, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OliviaPrediction Length=Avg2026.050.4090.279
SEMPOPrediction Length=Avg2026.050.4170.287
S²IP-LLMPrediction Length=Avg2026.050.4260.305
Time-LLMForecasting Horizon (H)=Avg2026.050.4290.306
Time-LLMRatio=10%2026.050.4290.306
Time-LLMPrediction Length=Avg2026.050.4290.306
PatchTSTForecasting Horizon (H)=Avg2026.050.430.305
PatchTSTRatio=10%2026.050.430.305
PatchTSTPrediction Length=Avg2026.050.430.305
TTMPrediction Length=Avg2026.050.4320.305
GPT4TSForecasting Horizon (H)=Avg2026.050.440.31
GPT4TSRatio=10%2026.050.440.31
GPT-4TSPrediction Length=Avg2026.050.440.31
DLinearForecasting Horizon (H)=Avg2026.050.4470.313
DLinearRatio=10%2026.050.4470.313
DLinearPrediction Length=Avg2026.050.4470.313
SSDAForecasting Horizon (H)=Avg2026.050.4680.31
SSDARatio=10%2026.050.4680.31
VisionTSForecasting Horizon (H)=Avg2026.050.4830.344
VisionTSRatio=10%2026.050.4830.344
Time-VLMForecasting Horizon (H)=Avg2026.050.4840.357
Time-VLMRatio=10%2026.050.4840.357
iTransformerPrediction Length=Avg2026.050.4950.361
FEDformerForecasting Horizon (H)=Avg2026.050.6630.425
FEDformerRatio=10%2026.050.6630.425
FEDformerPrediction Length=Avg2026.050.6630.425
TimesNetForecasting Horizon (H)=Avg2026.050.9510.535
TimesNetRatio=10%2026.050.9510.535
TimesNetPrediction Length=Avg2026.050.9510.535
StationaryPrediction Length=Avg2026.051.4530.815
InformerForecasting Horizon (H)=Avg2026.051.5340.811
InformerRatio=10%2026.051.5340.811