Time Series Forecasting On Ettm1 192 1

Metrics

Accuracy

MSE

Results

Performance results of various models on this benchmark

			Paper Title
TEFN	-	0.381	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
DiPE-Linear	-	0.339	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
RLinear	-	0.335	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TSMixer	-	0.333	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
MoLE-DLinear	-	0.328	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SCNN	-	0.327	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
PRformer	-	0.324	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
LTBoost (drop_last=false)	-	0.316	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
xPatch	0.355	0.315	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

0 of 9 row(s) selected.

Time Series Forecasting On Ettm1 192 1

Metrics

Accuracy

MSE

Results

Performance results of various models on this benchmark

			Paper Title
TEFN	-	0.381	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
DiPE-Linear	-	0.339	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
RLinear	-	0.335	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TSMixer	-	0.333	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
MoLE-DLinear	-	0.328	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SCNN	-	0.327	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
PRformer	-	0.324	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
LTBoost (drop_last=false)	-	0.316	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
xPatch	0.355	0.315	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

0 of 9 row(s) selected.

Time Series Forecasting On Ettm1 192 1 | SOTA | HyperAI