Privacy Enhancing Technology

IronForge: An Open, Secure, Fair, Decentralized Federated Learning

Authors: Guangsheng Yu, Xu Wang, Caijun Sun, Qin Wang, Ping Yu, Wei Ni, Ren Ping Liu, Xiwei Xu | Published: 2023-01-07
Privacy Enhancing Technology
Prompt Injection
Reward Mechanism Design

Privacy and Efficiency of Communications in Federated Split Learning

Authors: Zongshun Zhang, Andrea Pinto, Valeria Turina, Flavio Esposito, Ibrahim Matta | Published: 2023-01-04 | Updated: 2023-01-07
DNN IP Protection Method
Privacy Enhancing Technology
Optimization Methods

Ranking Differential Privacy

Authors: Shirong Xu, Will Wei Sun, Guang Cheng | Published: 2023-01-02
Privacy Enhancing Technology
Optimization Methods
Statistical Methods

Unlocking Metaverse-as-a-Service The three pillars to watch: Privacy and Security, Edge Computing, and Blockchain

Authors: Vesal Ahsani, Ali Rahimi, Mehdi Letafati, Babak Hossein Khalaj | Published: 2023-01-01 | Updated: 2023-01-11
Backdoor Attack
Privacy Enhancing Technology
Blockchain Integration

DPack: Efficiency-Oriented Privacy Budget Scheduling

Authors: Pierre Tholoniat, Kelly Kostopoulou, Mosharaf Chowdhury, Asaf Cidon, Roxana Geambasu, Mathias Lécuyer, Junfeng Yang | Published: 2022-12-26 | Updated: 2024-10-10
Scheduling Method
Privacy Enhancing Technology
Optimization Methods

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Authors: Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin | Published: 2022-12-21 | Updated: 2023-04-20
Data Privacy Assessment
Privacy Enhancing Technology
Membership Inference

Learned Systems Security

Authors: Roei Schuster, Jin Peng Zhou, Thorsten Eisenhofer, Paul Grubbs, Nicolas Papernot | Published: 2022-12-20 | Updated: 2023-01-10
Backdoor Attack
Privacy Enhancing Technology
Poisoning

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