2 papers
cs.LG2026
Dual-Prototype Disentanglement: A Context-Aware Enhancement Framework for Time Series Forecasting
Haonan Yang, Yulin He, Jianchao Tang +1
Real-world time series are governed by both recurring structures, such as trends and seasonality, and infrequent yet critical variations, such as abrupt shifts and rare events. How…
cs.LG2026
DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting
Haonan Yang, Jianchao Tang, Zhuo Li +1
Time Series Forecasting (TSF) faces persistent challenges in modeling intricate temporal dependencies across different scales. Despite recent advances leveraging different decompos…