Xuanming Hu

Reconstructing Missing Variables for Multivariate Time Series Forecasting via Conditional Generative Flows

The Variable Subset Forecasting (VSF) problem, where the majority of variables are unavailable in the inference stage of multivariate forecasting, has been an important but under-explored task with broad impacts in many real-world applications. Missing values, absent inter-correlation, and the impra…