Huang, R.; Xiao, H.; Li, B.; Zhang, B.; Lyu, J. HMformer: Unleashing Transformer’s Potential for Time Series Forecasting via Hierarchical Multi-Scale Modeling. AAAI 2026, 40, 22012-22020.