Privacy Protection

Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML

Authors: Siddhant Dutta, Pavana P Karanth, Pedro Maciel Xavier, Iago Leal de Freitas, Nouhaila Innan, Sadok Ben Yahia, Muhammad Shafique, David E. Bernal Neira | Published: 2024-09-14 | Updated: 2024-10-12
Privacy Protection
Privacy Protection Method
Quantum Framework

Research on Data Right Confirmation Mechanism of Federated Learning based on Blockchain

Authors: Xiaogang Cheng, Ren Guo | Published: 2024-09-13
Smart Contract
Data Rights Mechanism
Privacy Protection

HERL: Tiered Federated Learning with Adaptive Homomorphic Encryption using Reinforcement Learning

Authors: Jiaxang Tang, Zeshan Fayyaz, Mohammad A. Salahuddin, Raouf Boutaba, Zhi-Li Zhang, Ali Anwar | Published: 2024-09-11
Integration of FL and HE
Privacy Protection
Communication Efficiency

SoK: Security and Privacy Risks of Medical AI

Authors: Yuanhaur Chang, Han Liu, Evin Jaff, Chenyang Lu, Ning Zhang | Published: 2024-09-11
Backdoor Attack
Privacy Protection
Threats of Medical AI

Exploring User-level Gradient Inversion with a Diffusion Prior

Authors: Zhuohang Li, Andrew Lowy, Jing Liu, Toshiaki Koike-Akino, Bradley Malin, Kieran Parsons, Ye Wang | Published: 2024-09-11
Watermarking
Privacy Protection
Privacy Protection Method

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