Qian-Qian Qi

SIGMA-AD: spatio-temporal integrated graph Mamba architecture for multivariate time-series anomaly detection

Unsupervised multivariate time-series anomaly detection seeks to detect rare abnormal events in correlated sensor streams when dense anomaly labels are unavailable. Although Transformer-based methods have strengthened long-range representation learning, many still depend on fixed patch construction or costly attention...