2025
Autoregressive Density Estimation Transformers for Multivariate Time Series Anomaly Detection
ICASSP 2025accepted
Anomaly detection in multivariate time series (MTS) from sensor data is critical in many industrial applications. The challenge lies in managing massive unlabeled datasets with complex spatio-temporal correlations, diverse anomalies, and noise. While several unsupervised methods have been proposed,…