Causality-Inspired Safe Residual Correction for Multivariate Time Series

Jianxiang Xie, Yuncheng Hua, Mingyue Cheng +2

While modern multivariate forecasters such as Transformers and GNNs achieve strong benchmark performance, they often suffer from systematic errors at specific variables or horizons…