no code implementations • 24 Jan 2022 • Yang Liu, Mingyuan Fan, Cen Chen, Ximeng Liu, Zhuo Ma, Li Wang, Jianfeng Ma
First, trigger pattern recovery is conducted to extract the trigger patterns infected by the victim model.
no code implementations • 24 Mar 2020 • Yang Liu, Zhuo Ma, Ximeng Liu, Jian Liu, Zhongyuan Jiang, Jianfeng Ma, Philip Yu, Kui Ren
To this end, machine unlearning becomes a popular research topic, which allows users to eliminate memorization of their private data from a trained machine learning model. In this paper, we propose the first uniform metric called for-getting rate to measure the effectiveness of a machine unlearning method.
no code implementations • 8 Nov 2019 • Yang Liu, Zhuo Ma, Ximeng Liu, Zhuzhu Wang, Siqi Ma, Ken Ren
A learning federation is composed of multiple participants who use the federated learning technique to collaboratively train a machine learning model without directly revealing the local data.
no code implementations • journal 2019 • Zhuo Ma, Haoran Ge, Yang Liu, Meng Zhao, Jianfeng Ma
In this paper, we present a combination method for Android malware detection based on the machine learning algorithm.