Data Protection

Secure Sparse Matrix Multiplications and their Applications to Privacy-Preserving Machine Learning

Authors: Marc Damie, Florian Hahn, Andreas Peter, Jan Ramon | Published: 2025-10-16
Data Protection
Privacy-Preserving Machine Learning
Differential Privacy

CoreGuard: Safeguarding Foundational Capabilities of LLMs Against Model Stealing in Edge Deployment

Authors: Qinfeng Li, Tianyue Luo, Xuhong Zhang, Yangfan Xie, Zhiqiang Shen, Lijun Zhang, Yier Jin, Hao Peng, Xinkui Zhao, Xianwei Zhu, Jianwei Yin | Published: 2024-10-16 | Updated: 2025-10-16
Security Analysis
Data Protection
Model DoS

Pyramid: Enhancing Selectivity in Big Data Protection with Count Featurization

Authors: Mathias Lecuyer, Riley Spahn, Roxana Geambasu, Tzu-Kuo Huang, Siddhartha Sen | Published: 2017-05-21
Data Protection
Privacy Protection Mechanism
Privacy Issues