Is Mamba Effective for Time Series Forecasting?

Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

Haoyi Zhou, Shanghang Zhang, Jieqi Peng et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 6.1K citations · Full text

Computing, Computer Science, Forecasting +14

Are Transformers Effective for Time Series Forecasting?

Ailing Zeng, Muxi Chen, Lei Zhang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2023 · 2.6K citations · Full text

Computing, Computer Science, Forecasting +15

Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks

Guokun Lai, Wei-Cheng Chang, Yiming Yang et al. · 2018 · 2.1K citations

Computing, Computer Science, Forecasting +16

Sigmoid-weighted linear units for neural network function approximation in reinforcement learning

Stefan Elfwing, Eiji Uchibe, Kenji Doya · Neural Networks · 2018 · 1.9K citations · Full text

Computing, Computer Science, Artificial Intelligence +13

Time-series forecasting with deep learning: a survey

Bryan Lim, Stefan Zohren · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021 · 1.6K citations · Full text

Computing, Computer Science, Meteorology +17