Shi Yuan

PhysDiff: A Physically-Guided Diffusion Model for Multivariate Time Series Anomaly Detection

Unsupervised anomaly detection of multivariate time series remains challenging in complex nonstationary dynamics, due to the high false-positive rates and limited interpretability. We propose PhysDiff, combining physics-guided decomposition with diffusion-based reconstruction, to address these issue…