Privacy Enhancing Technology

Mobile Augmented Reality with Federated Learning in the Metaverse

Authors: Xinyu Zhou, Jun Zhao | Published: 2022-12-16 | Updated: 2023-11-07
Data Collection
Privacy Enhancing Technology
Optimization Methods

Do you pay for Privacy in Online learning?

Authors: Amartya Sanyal, Giorgia Ramponi | Published: 2022-10-10
Online Learning
Privacy Enhancing Technology

mPSAuth: Privacy-Preserving and Scalable Authentication for Mobile Web Applications

Authors: David Monschein, Oliver P. Waldhorst | Published: 2022-10-07
Privacy Enhancing Technology
User Behavior Analysis
Threat Model

Data Provenance via Differential Auditing

Authors: Xin Mu, Ming Pang, Feida Zhu | Published: 2022-09-04
Data Origins and Evolution
Privacy Enhancing Technology
Model Performance Evaluation

Exploiting Fairness to Enhance Sensitive Attributes Reconstruction

Authors: Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala | Published: 2022-09-02
Privacy Enhancing Technology
Experimental Validation
Adversarial Attack Methods

MUD-PQFed: Towards Malicious User Detection in Privacy-Preserving Quantized Federated Learning

Authors: Hua Ma, Qun Li, Yifeng Zheng, Zhi Zhang, Xiaoning Liu, Yansong Gao, Said F. Al-Sarawi, Derek Abbott | Published: 2022-07-19
Attack Methods against DFL
Privacy Enhancing Technology
Poisoning

dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation

Authors: Sofiane Mahiou, Kai Xu, Georgi Ganev | Published: 2022-07-12
Algorithm Design
Privacy Protection
Privacy Enhancing Technology

Fusion: Efficient and Secure Inference Resilient to Malicious Servers

Authors: Caiqin Dong, Jian Weng, Jia-Nan Liu, Yue Zhang, Yao Tong, Anjia Yang, Yudan Cheng, Shun Hu | Published: 2022-05-06 | Updated: 2023-06-10
Privacy Enhancing Technology
Attack Method
Communication Efficiency

Provably Confidential Language Modelling

Authors: Xuandong Zhao, Lei Li, Yu-Xiang Wang | Published: 2022-05-04 | Updated: 2022-06-23
Group Confidentiality
Privacy Enhancing Technology
Privacy Assessment

Universal Optimality and Robust Utility Bounds for Metric Differential Privacy

Authors: Natasha Fernandes, Annabelle McIver, Catuscia Palamidessi, Ming Ding | Published: 2022-05-03
Privacy Enhancing Technology
Privacy Analysis
Loss Function