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Proceedings of the AAAI Conference on Artificial Intelligence· 2023

Are Transformers Effective for Time Series Forecasting?

Ailing Zeng, Muxi Chen, Lei Zhang, Qiang Xu

Short summary

Simple one-layer linear models (LTSF-Linear) surprisingly outperform complex Transformer-based models on long-term time series forecasting tasks across nine real-world datasets.

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Field: Signal Processing

Signal ProcessingComputer Science