Privacy Assessment

Differentially Private Collaborative Intrusion Detection Systems For VANETs

Authors: Tao Zhang, Quanyan Zhu | Published: 2020-05-02
Algorithm
Privacy Analysis
Privacy Assessment

Differentially Private Federated Learning with Laplacian Smoothing

Authors: Zhicong Liang, Bao Wang, Quanquan Gu, Stanley Osher, Yuan Yao | Published: 2020-05-01 | Updated: 2021-09-10
Privacy Analysis
Privacy Assessment
Federated Learning System

Wide-AdGraph: Detecting Ad Trackers with a Wide Dependency Chain Graph

Authors: Amir Hossein Kargaran, Mohammad Sadegh Akhondzadeh, Mohammad Reza Heidarpour, Mohammad Hossein Manshaei, Kave Salamatian, Masoud Nejad Sattary | Published: 2020-04-29 | Updated: 2021-05-10
URL analysis techniques
Algorithm
Privacy Assessment

Privacy-Preserving Gradient Boosting Decision Trees

Authors: Qinbin Li, Zhaomin Wu, Zeyi Wen, Bingsheng He | Published: 2019-11-11 | Updated: 2022-10-10
Privacy-Preserving Algorithm
Privacy Assessment
Convergence Guarantee

Preservation of Anomalous Subgroups On Machine Learning Transformed Data

Authors: Samuel C. Maina, Reginald E. Bryant, William O. Goal, Robert-Florian Samoilescu, Kush R. Varshney, Komminist Weldemariam | Published: 2019-11-09
Privacy-Preserving Algorithm
Privacy Assessment
Fundamentals of Machine Learning

Certified Data Removal from Machine Learning Models

Authors: Chuan Guo, Tom Goldstein, Awni Hannun, Laurens van der Maaten | Published: 2019-11-08 | Updated: 2023-11-08
Data Deletion Algorithm
Privacy Assessment
Machine learning

Federated Generative Privacy

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

Rényi Differential Privacy of the Sampled Gaussian Mechanism

Authors: Ilya Mironov, Kunal Talwar, Li Zhang | Published: 2019-08-28
Sample Complexity
Privacy Assessment
Information-Theoretic Privacy

AdaCliP: Adaptive Clipping for Private SGD

Authors: Venkatadheeraj Pichapati, Ananda Theertha Suresh, Felix X. Yu, Sashank J. Reddi, Sanjiv Kumar | Published: 2019-08-20 | Updated: 2019-10-23
Privacy Enhancing Technology
Privacy Assessment
Privacy Protection in Machine Learning

Disparate Vulnerability to Membership Inference Attacks

Authors: Bogdan Kulynych, Mohammad Yaghini, Giovanni Cherubin, Michael Veale, Carmela Troncoso | Published: 2019-06-02 | Updated: 2021-09-16
Dataset Analysis
Privacy Assessment
Membership Inference