Yilin Kang

Researcher

Purple Mountain Laboratories

Email: kangyilin@pmlabs.com.cn

About me

I received my PhD degree in Cyber Security from the University of Chinese Academy of Sciences (UCAS), 2023, Beijing, China;

I am currently a researcher at Purple Mountain Laboratories, Nanjing, China.

Differential Privacy, Machine Learning, Algorithmic Stability Theory, Cyber Security, Endogenous Safety and Securiy

Sharper Utility Bounds for Differentially Private Models: Smooth and Non-smooth

Yilin Kang, Yong Liu*, Jian Li, Weiping Wang. CIKM 2022 (Top, CCF-B).

Weighted Distributed Differential Privacy ERM: Convex and Non-convex

Yilin Kang, Yong Liu*, Ben Niu, Weiping Wang. Computers & Security (CCF-B, JCR Q2), 2021.

A Differentially Private Framework for the Dynamic Heterogeneous Redundant Architecture System in Cyberspace

Yilin Kang, Qiao Zhang, Bingbing Jiang*, Youjun Bu. Electronics (JCR Q2), 2024.

Data Heterogeneity Differential Privacy: From Theory to Algorithm

Yilin Kang, Jian Li*, Yong Liu, Weiping Wang. ICCS 2023.

Apr 11, 2022. A paper titled ‘Stability and Generalization of Differentially Private Minimax Problems’ was submitted to arXiv, 2022.

Jun 01, 2021. A paper titled ‘Towards Sharper Utility Bounds for Differentially Private Pairwise Learning’ was submitted to arXiv, 2021.

Feb 20, 2020. A paper titled ‘Differentially Private ERM Based on Data Perturbation’ was submitted to arXiv, 2020.

Feb 20, 2020. A paper titled ‘Input Perturbation: A New Paradigm between Central and Local Differential Privacy’ was submitted to arXiv, 2020.