Privacy Risk Management

Blockchain Meets AI for Resilient and Intelligent Internet of Vehicles

Authors: Pranav Kumar Singh, Sukumar Nandi, Sunit K. Nandi, Uttam Ghosh, Danda B. Rawat | Published: 2021-12-28
Access Control
Privacy Risk Management
Machine Learning Technology

Differentially-Private Sublinear-Time Clustering

Authors: Jeremiah Blocki, Elena Grigorescu, Tamalika Mukherjee | Published: 2021-12-27
Sampling Method
Privacy Risk Management
Convergence Guarantee

SoK: A Study of the Security on Voice Processing Systems

Authors: Robert Chang, Logan Kuo, Arthur Liu, Nader Sehatbakhsh | Published: 2021-12-24
Privacy Risk Management
Adversarial Attack Methods
Defense Method

DP-UTIL: Comprehensive Utility Analysis of Differential Privacy in Machine Learning

Authors: Ismat Jarin, Birhanu Eshete | Published: 2021-12-24
Privacy Risk Management
Multi-Class Classification
Membership Disclosure Risk

Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey

Authors: Shangwei Guo, Xu Zhang, Fei Yang, Tianwei Zhang, Yan Gan, Tao Xiang, Yang Liu | Published: 2021-12-19
Backdoor Attack
Privacy Risk Management
Poisoning

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

Membership Inference Attacks From First Principles

Authors: Nicholas Carlini, Steve Chien, Milad Nasr, Shuang Song, Andreas Terzis, Florian Tramer | Published: 2021-12-07 | Updated: 2022-04-12
Privacy Risk Management
Membership Inference
Performance Evaluation Metrics

SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning

Authors: Vasisht Duddu, Sebastian Szyller, N. Asokan | Published: 2021-12-04 | Updated: 2022-09-05
Privacy Risk Management
Generalization Performance
Overfitting and Memorization

Differential Privacy in Privacy-Preserving Big Data and Learning: Challenge and Opportunity

Authors: Honglu Jiang, Yifeng Gao, S M Sarwar, Luis GarzaPerez, Mahmudul Robin | Published: 2021-12-03
LDP Mechanism
Data Integrity Constraints
Privacy Risk Management

FP-Radar: Longitudinal Measurement and Early Detection of Browser Fingerprinting

Authors: Pouneh Nikkhah Bahrami, Umar Iqbal, Zubair Shafiq | Published: 2021-12-03 | Updated: 2021-12-14
Data Extraction and Analysis
Fingerprinting Method
Privacy Risk Management