Time Series Analysis on Weather (336)

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	xPatch	0.26	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
2	SegRNN	0.269	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
3	TSMixer	0.279	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
4	RLinear	0.294	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
5	TEFN	0.298	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1xPatchSOTA
0.26
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#2SegRNNSOTA
0.269
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#3TSMixerSOTA
0.279
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#4RLinearSOTA
0.294
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#5TEFN
0.298
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code