High-accuracy low-cost privacy-preserving federated learning in IoT systems via adaptive perturbation. - Tian Liu; Xueyang Hu; Hairuo Xu; Tao Shu; Diep N. Nguyen (J. Inf. Secur. Appl., 2022)

Hide-and-Seek: Data Sharing with Customizable Machine Learnability and Privacy. - Hairuo Xu; Tao Shu (ICCCN, 2024)

Attack-model-agnostic defense against model poisonings in distributed learning. - Hairuo Xu; Tao Shu (J. Inf. Secur. Appl., 2024)

Defending against model poisoning attack in federated learning: A variance-minimization approach. - Hairuo Xu; Tao Shu (J. Inf. Secur. Appl., 2024)