# Koopman Generative Operators for Efficient Probabilistic Time-Series Forecasting

> Source: <https://aiflash.com/news/145973/>
> Published: 2026-11-05 08:30:08+00:00

Probabilistic time-series forecasting requires models that simultaneously capture structured temporal dynamics, expressive uncertainty, and efficient inference, yet existing approaches fall short of this goal: latent dynamical models impose structure but rely on restrictive generation mechanisms, wh