2 papers
cs.LG2026
Ister: Linear Transformer for Efficient Multivariate Time Series Forecasting
Fanpu Cao, Shu Yang, Zhengjian Chen +2
Transformer-based models have achieved remarkable success in multivariate time series forecasting (MTSF) by capturing long-range dependencies. However, their widespread adoption is…
physics.ao-ph2026
Hierarchical Testing of a Hybrid Machine Learning-Physics Global Atmosphere Model
Ziming Chen, L. Ruby Leung, Wenyu Zhou +9
Machine learning (ML)-based models have demonstrated high skill and computational efficiency, often outperforming conventional physics-based models in weather and subseasonal predi…