Chengxiang Wu

Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow

Time-series generation has crucial practical significance for decision-making under uncertainty. Existing methods have various limitations like accumulating errors over time, significantly impacting downstream tasks. We develop a novel generation method, DT-VAE, that incorporates generalizable domai…