Time Series Forecasting On Ettm1 96 1

Metrics

MSE

Results

Performance results of various models on this benchmark

		Paper Title
TEFN	0.343	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
DiPE-Linear	0.309	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
RLinear	0.301	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TSMixer	0.291	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
SCNN	0.287	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
MoLE-DLinear	0.286	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
PRformer	0.278	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
LTBoost (drop_last=false)	0.277	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
xPatch	0.275	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

0 of 9 row(s) selected.

Time Series Forecasting On Ettm1 96 1

Metrics

MSE

Results

Performance results of various models on this benchmark

		Paper Title
TEFN	0.343	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
DiPE-Linear	0.309	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
RLinear	0.301	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TSMixer	0.291	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
SCNN	0.287	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
MoLE-DLinear	0.286	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
PRformer	0.278	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
LTBoost (drop_last=false)	0.277	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
xPatch	0.275	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

0 of 9 row(s) selected.

Time Series Forecasting On Ettm1 96 1 | SOTA | HyperAI