This research mainly focuses on adversarial attacks in multi-label learning. We analyze the shortcomings of existing research in optimization objectives and solution methods. Then, we constructed a new measure for the optimization objects based on the Jaccrd index. Furthermore, we propose a novel approach to solving the optimization problem.