Guo-Qiang Luo

XLTFormer: Regime-Adaptive Time–Frequency Expert Routing for Multi-Step Load and Energy Forecasting

Multi-step load forecasting remains challenging because real-world demand series exhibit non-stationarity, multi-scale periodicity, and regime-dependent temporal structure. Performance degradation often arises not from insufficient model size alone, but from mismatch between the active operating regime and the inductiv...