Privacy Protection Method

Facebook Report on Privacy of fNIRS data

Authors: Md Imran Hossen, Sai Venkatesh Chilukoti, Liqun Shan, Vijay Srinivas Tida, Xiali Hei | Published: 2024-01-01
Privacy Protection Method
Model Performance Evaluation
Federated Learning

Privacy-Preserving Data in IoT-based Cloud Systems: A Comprehensive Survey with AI Integration

Authors: D. Dhinakaran, S. M. Udhaya Sankar, D. Selvaraj, S. Edwin Raja | Published: 2024-01-01
Watermarking
Privacy Protection Method
Federated Learning

Improving the Privacy and Practicality of Objective Perturbation for Differentially Private Linear Learners

Authors: Rachel Redberg, Antti Koskela, Yu-Xiang Wang | Published: 2023-12-31
Hyperparameter Tuning
Privacy Protection Method
Watermark Evaluation

Differentially Private Low-Rank Adaptation of Large Language Model Using Federated Learning

Authors: Xiao-Yang Liu, Rongyi Zhu, Daochen Zha, Jiechao Gao, Shan Zhong, Matt White, Meikang Qiu | Published: 2023-12-29 | Updated: 2024-06-02
Privacy Protection Method
Model Performance Evaluation
Federated Learning

An Empirical Study of Efficiency and Privacy of Federated Learning Algorithms

Authors: Sofia Zahri, Hajar Bennouri, Ahmed M. Abdelmoniem | Published: 2023-12-24
Privacy Protection
Privacy Protection Method
Federated Learning

SODA: Protecting Proprietary Information in On-Device Machine Learning Models

Authors: Akanksha Atrey, Ritwik Sinha, Saayan Mitra, Prashant Shenoy | Published: 2023-12-22
Watermarking
Privacy Protection Method
Membership Inference

Robustness, Efficiency, or Privacy: Pick Two in Machine Learning

Authors: Youssef Allouah, Rachid Guerraoui, John Stephan | Published: 2023-12-22 | Updated: 2024-03-11
Byzantine Resilience
Privacy Protection Method
Robustness Evaluation

Rényi Pufferfish Privacy: General Additive Noise Mechanisms and Privacy Amplification by Iteration

Authors: Clément Pierquin, Aurélien Bellet, Marc Tommasi, Matthieu Boussard | Published: 2023-12-21 | Updated: 2024-06-10
Watermarking
Privacy Protection Method
Watermark Evaluation

Harnessing Inherent Noises for Privacy Preservation in Quantum Machine Learning

Authors: Keyi Ju, Xiaoqi Qin, Hui Zhong, Xinyue Zhang, Miao Pan, Baoling Liu | Published: 2023-12-18 | Updated: 2024-03-07
Privacy Protection
Privacy Protection Method
Quantum Machine Learning

Silent Guardian: Protecting Text from Malicious Exploitation by Large Language Models

Authors: Jiawei Zhao, Kejiang Chen, Xiaojian Yuan, Yuang Qi, Weiming Zhang, Nenghai Yu | Published: 2023-12-15 | Updated: 2024-10-10
Privacy Protection Method
Prompt Injection
Watermark Evaluation