Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection.

arXiv:2510.16511v2 Announce Type: replace-cross Abstract: Real-world multivariate time series anomalies are rare and often unlabeled. Additionally, prevailing methods rely on increasingly complex architectures tuned to benchmarks, detecting only fragments of a