In a distributed computing environment, there is usually small fraction of machines that are corrupted and send arbitrary erroneous information to the master machine. This phenomenon modeled as Byzantine failure. Byzantine-robust learning has recently become an important topic in machine research. this paper, we develop Byzantine-resilient method for sparse M-estimation problem. When loss funct...