Qianyang Li

DPANet: Dual Pyramid Attention Network for Multivariate Time Series Forecasting

Long-term time series forecasting (LTSF) is hampered by the challenge of modeling complex dependencies that span multiple temporal scales and frequency resolutions. Existing methods, including Transformer and MLP-based models, often struggle to capture these intertwined characteristics in a unified…