Huigan Zheng

Can Fairness and Robustness Be Simultaneously Achieved Under Byzantine Attacks?

Fairness among different workers and robustness to Byzantine attacks are two critical issues in distributed learning. In this paper, we attempt to answer the following question: Can we simultaneously achieve fairness and robustness under Byzantine attacks? Here we provide a negative answer: It is ve…