Time Series Forecasting on Weather (192)

Metric: MSE (lower is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.186	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	DiPE-Linear	0.187	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
3	SCNN	0.188	No	Disentangling Structured Components: Towards Ada...	2023-05-22	Code
4	PRformer	0.188	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
5	xPatch	0.189	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
6	RLinear-CI	0.189	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
7	MoLE-RMLP	0.19	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
8	TSMixer	0.191	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
9	PatchTST/64	0.194	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
10	MoLE-DLinear	0.203	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
11	RLinear	0.218	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
12	DLinear	0.22	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
13	TEFN	0.227	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1SegRNNSOTA
0.186
MSE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#2DiPE-Linear
0.187
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#3SCNNSOTA
0.188
MSE· 2023-05-22
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Code
#4PRformer
0.188
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#5xPatch
0.189
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#6RLinear-CISOTA
0.189
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#7MoLE-RMLP
0.19
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#8TSMixer
0.191
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#9PatchTST/64SOTA
0.194
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#10MoLE-DLinear
0.203
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#11RLinear
0.218
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#12DLinearSOTA
0.22
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#13TEFN
0.227
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code