2026
Efficiently Enhancing Long-term Series Forecasting via Adaptive Lookback with Wavelets
AAAI 2026technical
Long-term series forecasting leverages historical observations to predict extended future sequences and plays a crucial role across various domains. However, conventional models relying on fixed-length lookback windows struggle with the inherent dynamic dependencies and multi-scale characteristics o