Privacy Protection Method

Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification

Authors: Farhad Farokhi | Published: 2019-12-29
Privacy Protection Method
Optimization Methods
Statistical Methods

Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer

Authors: Hongyan Chang, Virat Shejwalkar, Reza Shokri, Amir Houmansadr | Published: 2019-12-24
Privacy Protection Method
Robustness Evaluation
Malicious Client

Privacy Attacks on Network Embeddings

Authors: Michael Ellers, Michael Cochez, Tobias Schumacher, Markus Strohmaier, Florian Lemmerich | Published: 2019-12-23
Privacy Protection Method
Membership Inference
Taxonomy of Attacks

Leveraging Hierarchical Representations for Preserving Privacy and Utility in Text

Authors: Oluwaseyi Feyisetan, Tom Diethe, Thomas Drake | Published: 2019-10-20
Privacy Protection Method
Privacy Issues
Membership Inference

Federated Generative Privacy

Authors: Aleksei Triastcyn, Boi Faltings | Published: 2019-10-18
Privacy Protection Method
Privacy Assessment
Generative Model

Differential Privacy Has Disparate Impact on Model Accuracy

Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2019-05-28 | Updated: 2019-10-27
Privacy Protection
Privacy Protection Method
Model Evaluation

Shredder: Learning Noise Distributions to Protect Inference Privacy

Authors: Fatemehsadat Mireshghallah, Mohammadkazem Taram, Prakash Ramrakhyani, Dean Tullsen, Hadi Esmaeilzadeh | Published: 2019-05-26 | Updated: 2020-10-27
DNN IP Protection Method
Privacy Protection Method
Privacy Assessment

CryptoNN: Training Neural Networks over Encrypted Data

Authors: Runhua Xu, James B. D. Joshi, Chao Li | Published: 2019-04-15 | Updated: 2019-04-26
Data Protection Method
Privacy Protection Method
Cryptography

TG-PSM: Tunable Greedy Packet Sequence Morphing Based on Trace Clustering

Authors: Farzam Fanitabasi | Published: 2019-04-01
Data Protection Method
Data-Driven Clustering
Privacy Protection Method

AutoGAN-based Dimension Reduction for Privacy Preservation

Authors: Hung Nguyen, Di Zhuang, Pei-Yuan Wu, Morris Chang | Published: 2019-02-27 | Updated: 2021-07-27
Privacy Protection Method
Multi-Class Classification
Model Inversion