Time Series Analysis on Electricity (96)

Metric: MSE (lower is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	xPatch	0.126	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
2	CycleNet	0.126	No	CycleNet: Enhancing Time Series Forecasting thro...	2024-09-27	Code
3	PRformer	0.127	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
4	MoLE-RMLP	0.129	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
5	PatchTST/64	0.129	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
6	TSMixer	0.129	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
7	MoLE-DLinear	0.131	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
8	GLinear	0.1313	No	Bridging Simplicity and Sophistication using GLi...	2025-01-02	Code
9	GLinear	0.1313	No	Bridging Simplicity and Sophistication using GLi...	2025-01-02	Code
10	DiPE-Linear	0.132	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
11	DLinear	0.14	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
12	TEFN	0.197	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1xPatch
0.126
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#2CycleNetSOTA
0.126
MSE· 2024-09-27
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Code
#3PRformerSOTA
0.127
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#4MoLE-RMLP
0.129
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#5PatchTST/64SOTA
0.129
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#6TSMixer
0.129
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#7MoLE-DLinear
0.131
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#8GLinear
0.1313
MSE· 2025-01-02
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Code
#9GLinear
0.1313
MSE· 2025-01-02
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Code
#10DiPE-Linear
0.132
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#11DLinearSOTA
0.14
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#12TEFN
0.197
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code