Hengheng Gong

Probabilistic Time Series Modeling with Decomposable Denoising Diffusion Model

Probabilistic time series modeling based on generative models has attracted lots of attention because of its wide applications and excellent performance. However, existing state-of-the-art models, based on stochastic differential equation, not only struggle to determine the drift and diffusion coeff…