Time Series Analysis on Electricity (192)

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	xPatch	0.14	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
2	CycleNet	0.144	No	CycleNet: Enhancing Time Series Forecasting thro...	2024-09-27	Code
3	MoLE-DLinear	0.147	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
4	PatchTST/64	0.147	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
5	PRformer	0.148	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
6	DiPE-Linear	0.148	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
7	GLinear	0.1494	No	Bridging Simplicity and Sophistication using GLi...	2025-01-02	Code
8	DLinear	0.153	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
9	TEFN	0.197	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1xPatchSOTA
0.14
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#2CycleNetSOTA
0.144
MSE· 2024-09-27
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Code
#3MoLE-DLinear
0.147
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#4PatchTST/64SOTA
0.147
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#5PRformer
0.148
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#6DiPE-Linear
0.148
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#7GLinear
0.1494
MSE· 2025-01-02
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Code
#8DLinearSOTA
0.153
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#9TEFN
0.197
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code