2025
Non-stationary Diffusion For Probabilistic Time Series Forecasting
ICML 2025spotlight
Due to the dynamics of underlying physics and external influences, the uncertainty of time series often varies over time. However, existing Denoising Diffusion Probabilistic Models (DDPMs) often fail to capture this non-stationary nature, constrained by their constant variance assumption from the ad…