PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection. - Ronghui Xu 003; Hao Miao 001; Senzhang Wang; Philip S. Yu; Jianxin Wang 001 (KDD, 2024)

A Parameter-Efficient Federated Framework for Streaming Time Series Anomaly Detection via Lightweight Adaptation. - Hao Miao 001; Ronghui Xu 003; Yan Zhao 008; Senzhang Wang; Jianxin Wang 001; Philip S. Yu; Christian S. Jensen (IEEE Trans. Mob. Comput., 2025)