Privacy Protection

GuardML: Efficient Privacy-Preserving Machine Learning Services Through Hybrid Homomorphic Encryption

Authors: Eugene Frimpong, Khoa Nguyen, Mindaugas Budzys, Tanveer Khan, Antonis Michalas | Published: 2024-01-26
Watermarking
Privacy Protection
Privacy Protection Method

MedBlindTuner: Towards Privacy-preserving Fine-tuning on Biomedical Images with Transformers and Fully Homomorphic Encryption

Authors: Prajwal Panzade, Daniel Takabi, Zhipeng Cai | Published: 2024-01-17
Watermarking
Privacy Protection
Medical Image Analysis

Local Privacy-preserving Mechanisms and Applications in Machine Learning

Authors: Likun Qin, Tianshuo Qiu | Published: 2024-01-08
Data Privacy Assessment
Privacy Protection
Federated Learning

Adaptive Differential Privacy in Federated Learning: A Priority-Based Approach

Authors: Mahtab Talaei, Iman Izadi | Published: 2024-01-04
Privacy Protection
Privacy Protection Method
Federated Learning

Locally Differentially Private Embedding Models in Distributed Fraud Prevention Systems

Authors: Iker Perez, Jason Wong, Piotr Skalski, Stuart Burrell, Richard Mortier, Derek McAuley, David Sutton | Published: 2024-01-03
Privacy Protection
Privacy Protection Method
Fraudulent Transaction

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

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

Blind-Touch: Homomorphic Encryption-Based Distributed Neural Network Inference for Privacy-Preserving Fingerprint Authentication

Authors: Hyunmin Choi, Simon Woo, Hyoungshick Kim | Published: 2023-12-18 | Updated: 2024-04-01
Watermarking
Fingerprinting Method
Privacy Protection

When PETs misbehave: A Contextual Integrity analysis

Authors: Ero Balsa, Yan Shvartzshnaider | Published: 2023-12-05
Watermarking
Privacy Protection
Privacy Protection Method

Deepfakes, Misinformation, and Disinformation in the Era of Frontier AI, Generative AI, and Large AI Models

Authors: Mohamed R. Shoaib, Zefan Wang, Milad Taleby Ahvanooey, Jun Zhao | Published: 2023-11-29
Role of AI and Automation
Content Moderation
Privacy Protection