Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion

Xinyan Wang, Rui Dai, Kaikui Liu +1

We propose the Fourier Adaptive Lite Diffusion Architecture (FALDA), a novel probabilistic framework for time series forecasting. First, we introduce the Diffusion Model for Residu…