Time Series Analysis on Weather (96)

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.181	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	xPatch	0.185	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
3	RLinear-CI	0.194	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
4	TSMixer	0.197	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
5	RLinear	0.225	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
6	TEFN	0.227	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1SegRNNSOTA
0.181
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#2xPatch
0.185
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#3RLinear-CISOTA
0.194
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#4TSMixer
0.197
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#5RLinearSOTA
0.225
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#6TEFN
0.227
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code