Literature Database

Understanding Membership Inferences on Well-Generalized Learning Models

Authors: Yunhui Long, Vincent Bindschaedler, Lei Wang, Diyue Bu, Xiaofeng Wang, Haixu Tang, Carl A. Gunter, Kai Chen | Published: 2018-02-13
Privacy Protection Mechanism
Membership Inference
Model Inversion

Distributed One-class Learning

Authors: Ali Shahin Shamsabadi, Hamed Haddadi, Andrea Cavallaro | Published: 2018-02-10
Privacy Protection Mechanism
Adversarial Learning
Machine Learning Method

Certified Robustness to Adversarial Examples with Differential Privacy

Authors: Mathias Lecuyer, Vaggelis Atlidakis, Roxana Geambasu, Daniel Hsu, Suman Jana | Published: 2018-02-09 | Updated: 2019-05-29
Robustness Evaluation
Adversarial Example
Adversarial Learning

URLNet: Learning a URL Representation with Deep Learning for Malicious URL Detection

Authors: Hung Le, Quang Pham, Doyen Sahoo, Steven C. H. Hoi | Published: 2018-02-09 | Updated: 2018-03-02
Membership Inference
Model Inversion
Machine Learning Method

Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection

Authors: Andrea Paudice, Luis Muñoz-González, Andras Gyorgy, Emil C. Lupu | Published: 2018-02-08
Poisoning
Adversarial attack
Detection of Poisonous Data

A Game-Theoretic Approach to Design Secure and Resilient Distributed Support Vector Machines

Authors: Rui Zhang, Quanyan Zhu | Published: 2018-02-07
Multi-Objective Optimization
Adversarial attack
Machine Learning Method

CryptoRec: Privacy-preserving Recommendation as a Service

Authors: Jun Wang, Afonso Arriaga, Qiang Tang, Peter Y. A. Ryan | Published: 2018-02-07 | Updated: 2018-05-13
Privacy Protection Mechanism
Differential Privacy
Machine Learning Method

ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks

Authors: Tsung-Ting Kuo, Lucila Ohno-Machado | Published: 2018-02-06
Privacy Protection Mechanism
Blockchain Integration
Machine Learning Method

Blind Pre-Processing: A Robust Defense Method Against Adversarial Examples

Authors: Adnan Siraj Rakin, Zhezhi He, Boqing Gong, Deliang Fan | Published: 2018-02-05 | Updated: 2018-02-07
Data Preprocessing
Certified Robustness
Adversarial Learning

IntelliAV: Building an Effective On-Device Android Malware Detector

Authors: Mansour Ahmadi, Angelo Sotgiu, Giorgio Giacinto | Published: 2018-02-04
Risk Assessment
Machine Learning Method
Feature Extraction