Privacy Protection

A Pervasive, Efficient and Private Future: Realizing Privacy-Preserving Machine Learning Through Hybrid Homomorphic Encryption

Authors: Khoa Nguyen, Mindaugas Budzys, Eugene Frimpong, Tanveer Khan, Antonis Michalas | Published: 2024-09-10
Privacy Protection
Cryptography
Communication Efficiency

Privacy-Preserving Data Linkage Across Private and Public Datasets for Collaborative Agriculture Research

Authors: Osama Zafar, Rosemarie Santa Gonzalez, Gabriel Wilkins, Alfonso Morales, Erman Ayday | Published: 2024-09-09
Privacy Protection
Privacy Protection Method
Agricultural Data Privacy

Exploring User Privacy Awareness on GitHub: An Empirical Study

Authors: Costanza Alfieri, Juri Di Rocco, Paola Inverardi, Phuong T. Nguyen | Published: 2024-09-06 | Updated: 2024-09-10
Privacy Protection
Prompt Injection
User Activity Analysis

Unveiling the Digital Fingerprints: Analysis of Internet attacks based on website fingerprints

Authors: Blerim Rexha, Arbena Musa, Kamer Vishi, Edlira Martiri | Published: 2024-09-01
Data Collection
Fingerprinting Method
Privacy Protection

Privacy Technologies for Financial Intelligence

Authors: Yang Li, Thilina Ranbaduge, Kee Siong Ng | Published: 2024-08-19
Privacy Protection
Privacy Protection Method
Financial Intelligence

Casper: Prompt Sanitization for Protecting User Privacy in Web-Based Large Language Models

Authors: Chun Jie Chong, Chenxi Hou, Zhihao Yao, Seyed Mohammadjavad Seyed Talebi | Published: 2024-08-13
LLM Security
Privacy Protection
Prompt Injection

Privacy in Federated Learning

Authors: Jaydip Sen, Hetvi Waghela, Sneha Rakshit | Published: 2024-08-12
Privacy Protection
Privacy Protection Method
Model Performance Evaluation

A Survey on the Applications of Zero-Knowledge Proofs

Authors: Ryan Lavin, Xuekai Liu, Hardhik Mohanty, Logan Norman, Giovanni Zaarour, Bhaskar Krishnamachari | Published: 2024-08-01
Watermarking
Privacy Protection
Blockchain Technology

Theoretical Analysis of Privacy Leakage in Trustworthy Federated Learning: A Perspective from Linear Algebra and Optimization Theory

Authors: Xiaojin Zhang, Wei Chen | Published: 2024-07-23
Privacy Protection
Privacy Protection Method
Optimization Problem

Attack-Aware Noise Calibration for Differential Privacy

Authors: Bogdan Kulynych, Juan Felipe Gomez, Georgios Kaissis, Flavio du Pin Calmon, Carmela Troncoso | Published: 2024-07-02 | Updated: 2024-11-07
Privacy Protection
Privacy Protection Method
Computational Efficiency