Test-Time Adaptation for Non-stationary Time Series: From Synthetic Regime Shifts to Financial Markets

Yurui Wu, Qingying Deng, Wonou Chung +1

Time series encountered in practice are rarely stationary. When the data distribution changes, a forecasting model trained on past observations can lose accuracy. We study a small-…