Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting

Kashif Rasul, Calvin Seward, Ingmar Schuster +1

In this work, we propose \texttt{TimeGrad}, an autoregressive model for multivariate probabilistic time series forecasting which samples from the data distribution at each time ste…