GCFormer: Granger Causality based Attention Mechanism for Multivariate Time Series Anomaly Detection. - Shiwang Xing; Jianwei Niu 002; Tao Ren 001 (ICDM, 2023)

An enhanced data-driven framework for early kick detection based on imbalanced multivariate time series classification. - Shiwang Xing; Jianwei Niu 002; Haige Wang; Tao Ren 001; Meng Cui; Xiaoyan Shi (Neural Comput. Appl., 2023)

Multivariate Time Series Anomaly Detection in Cyber Security Systems via Stein Discrepancy. - Wang Ge; Lv Congyue; Shiwang Xing (IWCMC, 2025)