Transformer-based tropical cyclone track and intensity forecasting

MizAR 60 for Mizar 50

DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2023 · 73.5K citations · Full text

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 · 5.3K citations · Full text

Structured Prediction, Forecasting Methodology, Probabilistic Forecasting +15

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 · 1.5K citations · Full text

A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction

Yao Qin, Dongjin Song, Haifeng Chen et al. · 2017 · 1.3K citations · Full text

Forecasting Methodology, Sequence Modelling, Engineering +13

Autoformer: Decomposition Transformers with Auto-Correlation for\n Long-Term Series Forecasting

Haixu Wu, Jiehui Xu, Jianmin Wang et al. · arXiv (Cornell University) · 2021 · 1.3K citations · Full text