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Time Series Forecasting On Electricity 96

Metrics

MSE

Results

Performance results of various models on this benchmark

Model Name	MSE	Paper Title	Repository
MoLE-DLinear	0.131	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
TEFN	0.197	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-
GLinear	0.1313	-	-
CycleNet	0.126	CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns
DiPE-Linear	0.132	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
DLinear	0.14	Are Transformers Effective for Time Series Forecasting?
TSMixer	0.129	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
xPatch	0.126	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
PatchTST/64	0.129	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
PRformer	0.127	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
MoLE-RMLP	0.129	Mixture-of-Linear-Experts for Long-term Time Series Forecasting

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