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Time Series Forecasting On Weather 96

Metrics

MSE

Results

Performance results of various models on this benchmark

Model Name	MSE	Paper Title	Repository
PatchTST/64	0.149	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
RLinear	0.175	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
DLinear	0.176	Are Transformers Effective for Time Series Forecasting?
SegRNN	0.142	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
TSMixer	0.146	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
MoLE-DLinear	0.147	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SCNN	0.142	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
RLinear-CI	0.146	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
TEFN	0.182	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-
PRformer	0.144	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
DiPE-Linear	0.142	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
xPatch	0.146	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

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