Time Series Analysis on Weather (96)

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.142	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	SCNN	0.142	No	Disentangling Structured Components: Towards Ada...	2023-05-22	Code
3	DiPE-Linear	0.142	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
4	PRformer	0.144	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
5	TSMixer	0.146	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
6	RLinear-CI	0.146	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
7	xPatch	0.146	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
8	MoLE-DLinear	0.147	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
9	PatchTST/64	0.149	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
10	RLinear	0.175	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
11	DLinear	0.176	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
12	TEFN	0.182	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code