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Time Series Forecasting on Nature

0.243MSETimeDART
0.223320.356160.4890.62184Aug 8, 2025

Evaluation results

MethodLinks
TimeDARTHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.2430.273
Time-LLMHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.2580.283
SimMTMHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.2590.286
TokenCastHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.2690.297
GPT4TSHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.2740.299
DLinearHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.3690.436
AutoformerHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.5080.481
CrossformerHistorical Length (L)=96, Evaluation Strategy=Average over four horizons and three trials2025.080.7350.511