6 citations · 10 across the 4 of their papers we have counts for
4 papers
SafeStats: Efficient 2PC Protocols for Data Statistic-Related Functions
Tanren Liu, Xianjia Meng, Yang Liu +4
Statistical analysis on sensitive datasets like medical records and financial transactions is essential for decision-making, but raises significant privacy concerns. While existing…
Backdoor Defense with Machine Unlearning
Yang Liu, Mingyuan Fan, Cen Chen +4
Backdoor injection attack is an emerging threat to the security of neural networks, however, there still exist limited effective defense methods against the attack. In this paper,…
Cloud-based Federated Boosting for Mobile Crowdsensing
Zhuzhu Wang, Yilong Yang, Yang Liu +3
The application of federated extreme gradient boosting to mobile crowdsensing apps brings several benefits, in particular high performance on efficiency and classification. However…
Learn to Forget: Machine Unlearning via Neuron Masking
Yang Liu, Zhuo Ma, Ximeng Liu +5
Nowadays, machine learning models, especially neural networks, become prevalent in many real-world applications.These models are trained based on a one-way trip from user data: as…