Preprint Open access
ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting
Generative modeling has shown strong promise for multivariate time mseries (MTS) forecasting, especially scale to high-dimensional settings. Diffusion-based methods achieve competitive performance but typically require many sampling steps at inference. VAE-based non-iterative forecasting frameworks have therefore emerg …