Non-stationary Diffusion For Probabilistic Time Series Forecasting
arXiv:2505.04278v3 Announce Type: replace
Abstract: 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…