Data Obfuscation

Gradients Look Alike: Sensitivity is Often Overestimated in DP-SGD

Authors: Anvith Thudi, Hengrui Jia, Casey Meehan, Ilia Shumailov, Nicolas Papernot | Published: 2023-07-01 | Updated: 2024-07-16
Security Assurance
Data Obfuscation
Privacy Analysis

Steganographic Capacity of Deep Learning Models

Authors: Lei Zhang, Dong Li, Olha Jurečková, Mark Stamp | Published: 2023-06-25
Data Obfuscation
Malware Classification
Information Hiding Techniques

HyObscure: Hybrid Obscuring for Privacy-Preserving Data Publishing

Authors: Xiao Han, Yuncong Yang, Junjie Wu | Published: 2021-12-15
Algorithm Design
Data Obfuscation
Privacy Risk Management

Avoiding Occupancy Detection from Smart Meter using Adversarial Machine Learning

Authors: ibrahim Yilmaz, Ambareen Siraj | Published: 2020-10-23
Data Obfuscation
Privacy Protection
Machine Learning Algorithm

Data Minimization for GDPR Compliance in Machine Learning Models

Authors: Abigail Goldsteen, Gilad Ezov, Ron Shmelkin, Micha Moffie, Ariel Farkash | Published: 2020-08-06
Data Obfuscation
Data Extraction and Analysis
Role of Machine Learning

PPaaS: Privacy Preservation as a Service

Authors: Pathum Chamikara Mahawaga Arachchige, Peter Bertok, Ibrahim Khalil, Dongxi Liu, Seyit Camtepe | Published: 2020-07-04 | Updated: 2021-04-21
Data Sanitization in PPaaS
Data Obfuscation
Privacy Assessment