Home News Latest Papers Tutorials Datasets Wiki SOTA LLM Models GPU Leaderboard Events

English

Time Series Forecasting On Ettm2 192 1

Metrics

MAE

MSE

Results

Performance results of various models on this benchmark

Model Name	MAE	MSE	Paper Title	Repository
LTBoost (drop_last=false)	0.282	0.210	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
TSMixer	0.293	-	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
xPatch	0.280	-	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
MoLE-DLinear	-	-	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
DiPE-Linear	-	-	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
TEFN	0.304	-	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-
PRformer	-	-	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
RLinear	0.29	-	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
SCNN	-	-	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting

0 of 9 row(s) selected.