Time Series Forecasting on Weather (336)

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	xPatch	0.218	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
2	DiPE-Linear	0.234	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
3	SegRNN	0.237	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
4	MoLE-DLinear	0.238	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
5	RLinear-CI	0.241	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
6	PRformer	0.241	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
7	TSMixer	0.243	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
8	PatchTST/64	0.245	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
9	RLinear	0.265	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
10	DLinear	0.265	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
11	TEFN	0.279	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1xPatchSOTA
0.218
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#2DiPE-LinearSOTA
0.234
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#3SegRNNSOTA
0.237
MSE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#4MoLE-DLinear
0.238
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#5RLinear-CISOTA
0.241
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#6PRformer
0.241
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#7TSMixer
0.243
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#8PatchTST/64SOTA
0.245
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#9RLinear
0.265
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#10DLinearSOTA
0.265
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#11TEFN
0.279
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code