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

Blockchain Integrated Federated Learning in Edge-Fog-Cloud Systems for IoT based Healthcare Applications A Survey

Authors: Shinu M. Rajagopal, Supriya M., Rajkumar Buyya | Published: 2024-06-08
Edge Computing
Privacy Protection
Blockchain Technology

Federated TrustChain: Blockchain-Enhanced LLM Training and Unlearning

Authors: Xuhan Zuo, Minghao Wang, Tianqing Zhu, Lefeng Zhang, Dayong Ye, Shui Yu, Wanlei Zhou | Published: 2024-06-06
LLM Performance Evaluation
Privacy Protection
Blockchain Technology

A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results

Authors: Karima Makhlouf, Tamara Stefanovic, Heber H. Arcolezi, Catuscia Palamidessi | Published: 2024-05-23
Bias
Privacy Protection
Privacy Protection Method

The Effect of Quantization in Federated Learning: A Rényi Differential Privacy Perspective

Authors: Tianqu Kang, Lumin Liu, Hengtao He, Jun Zhang, S. H. Song, Khaled B. Letaief | Published: 2024-05-16
Privacy Protection
Privacy Protection Method
Quantization and Privacy