Junjie Wang

ImConDM: Accurate MTS Anomaly Detection Integrating Imputation With Conditional Diffusion Models

Multivariate Time Series (MTS) anomaly detection is critical for various applications. Yet, most existing methods rely on forecasting or reconstruction-based frameworks, which suffer from inherent uncertainties in handling complex MTS data. The recently emerging imputation-based anomaly detection leverages partial obse...