Privacy Risk Management

A Comprehensive Survey on Edge Data Integrity Verification: Fundamentals and Future Trends

Authors: Yao Zhao, Youyang Qu, Yong Xiang, Md Palash Uddin, Dezhong Peng, Longxiang Gao | Published: 2022-10-20 | Updated: 2024-08-07
Security Analysis
Privacy Risk Management
Computational Efficiency

Attribute Inference Attacks in Online Multiplayer Video Games: a Case Study on Dota2

Authors: Pier Paolo Tricomi, Lisa Facciolo, Giovanni Apruzzese, Mauro Conti | Published: 2022-10-17 | Updated: 2023-04-30
Security Analysis
Data Privacy Assessment
Privacy Risk Management

Stochastic Differentially Private and Fair Learning

Authors: Andrew Lowy, Devansh Gupta, Meisam Razaviyayn | Published: 2022-10-17 | Updated: 2023-06-03
Privacy Risk Management
Privacy Assessment
Convergence Guarantee

A General Framework for Auditing Differentially Private Machine Learning

Authors: Fred Lu, Joseph Munoz, Maya Fuchs, Tyler LeBlond, Elliott Zaresky-Williams, Edward Raff, Francis Ferraro, Brian Testa | Published: 2022-10-16 | Updated: 2023-01-06
Privacy Risk Management
Privacy Assessment
Membership Inference

Federated Learning with Privacy-Preserving Ensemble Attention Distillation

Authors: Xuan Gong, Liangchen Song, Rishi Vedula, Abhishek Sharma, Meng Zheng, Benjamin Planche, Arun Innanje, Terrence Chen, Junsong Yuan, David Doermann, Ziyan Wu | Published: 2022-10-16
Privacy Risk Management
Poisoning
Performance Evaluation

Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability

Authors: Zhao Song, Yitan Wang, Zheng Yu, Lichen Zhang | Published: 2022-10-15 | Updated: 2023-06-06
Algorithm Design
Privacy Risk Management
Convergence Guarantee

Federated Learning for Tabular Data: Exploring Potential Risk to Privacy

Authors: Han Wu, Zilong Zhao, Lydia Y. Chen, Aad van Moorsel | Published: 2022-10-13
Privacy Risk Management
Poisoning
Generative Adversarial Network

Data Privacy and Trustworthy Machine Learning

Authors: Martin Strobel, Reza Shokri | Published: 2022-09-14
Bias Mitigation Techniques
Privacy Risk Management
Membership Inference

Inferring Sensitive Attributes from Model Explanations

Authors: Vasisht Duddu, Antoine Boutet | Published: 2022-08-21 | Updated: 2022-09-07
Privacy Risk Management
Membership Inference
Attack Scenario Analysis

Private, Efficient, and Accurate: Protecting Models Trained by Multi-party Learning with Differential Privacy

Authors: Wenqiang Ruan, Mingxin Xu, Wenjing Fang, Li Wang, Lei Wang, Weili Han | Published: 2022-08-18
Training Protocol
Privacy Risk Management
Communication Efficiency