Time Series Forecasting On Ettm1 336 1

Metrics

MAE

MSE

Results

Performance results of various models on this benchmark

			Paper Title
TEFN	0.404	0.414	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
MoLE-DLinear	-	0.38	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
RLinear	0.383	0.37	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
DiPE-Linear	-	0.367	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
TSMixer	0.385	0.365	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
PRformer	-	0.362	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
xPatch	0.376	0.355	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
LTBoost (drop_last=false)	0.375	0.349	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting

0 of 8 row(s) selected.

Time Series Forecasting On Ettm1 336 1

Metrics

MAE

MSE

Results

Performance results of various models on this benchmark

			Paper Title
TEFN	0.404	0.414	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
MoLE-DLinear	-	0.38	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
RLinear	0.383	0.37	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
DiPE-Linear	-	0.367	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
TSMixer	0.385	0.365	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
PRformer	-	0.362	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
xPatch	0.376	0.355	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
LTBoost (drop_last=false)	0.375	0.349	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting

0 of 8 row(s) selected.