Hierarchical Feature Fusion based Reconstruction Network for Unsupervised Anomaly Detection. - Binjie Zhao; Jiahao Nie 001; Siwei Guan; Han Wang; Zhiwei He 001; Mingyu Gao 002 (ETFA, 2022)

GTAD: Graph and Temporal Neural Network for Multivariate Time Series Anomaly Detection. - Siwei Guan; Binjie Zhao; Zhekang Dong; Mingyu Gao 002; Zhiwei He 001 (Entropy, 2022)

Multivariate time series anomaly detection with variational autoencoder and spatial-temporal graph network. - Siwei Guan; Zhiwei He 001; Shenhui Ma; Mingyu Gao 002 (Comput. Secur., 2024)

MPFormer: Multipatch Transformer for Multivariate Time-Series Anomaly Detection With Contrastive Learning. - Shenhui Ma; Jiahao Nie 001; Siwei Guan; Zhiwei He 001; Mingyu Gao 002 (IEEE Internet Things J., 2024)

ST-MambaAD: Spatial-Temporal Mamba for Multivariate Time Series Anomaly Detection. - Shenhui Ma; Huanbin Zheng; Siwei Guan; Xiaorong Zheng; Teng Ma; Zhekang Dong; Mingyu Gao 002 (NewCAS, 2025)