PULSE: Generative Phase Evolution for Non-Stationary Time Series Forecasting

Yangyou Liu, Zezhi Shao, Xinyu Chen +3

Time series forecasting under non-stationarity faces a fundamental tension between capturing stable representations and adapting to distribution shifts. Existing methods implicitly…