Literature Database

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

Secure Range Queries for Multiple Users

Authors: Anselme Tueno, Florian Kerschbaum | Published: 2018-02-04
Privacy-Preserving Algorithm
Privacy Protection Mechanism
Secure Arithmetic Computation

Evaluating the Robustness of Neural Networks: An Extreme Value Theory Approach

Authors: Tsui-Wei Weng, Huan Zhang, Pin-Yu Chen, Jinfeng Yi, Dong Su, Yupeng Gao, Cho-Jui Hsieh, Luca Daniel | Published: 2018-01-31
Certified Robustness
Robustness Evaluation
Adversarial attack

PrivPy: Enabling Scalable and General Privacy-Preserving Machine Learning

Authors: Yi Li, Yitao Duan, Yu Yu, Shuoyao Zhao, Wei Xu | Published: 2018-01-30 | Updated: 2020-04-21
Privacy-Preserving Algorithm
Privacy Protection Mechanism
Secure Arithmetic Computation

Learning to Evade Static PE Machine Learning Malware Models via Reinforcement Learning

Authors: Hyrum S. Anderson, Anant Kharkar, Bobby Filar, David Evans, Phil Roth | Published: 2018-01-26 | Updated: 2018-01-30
Reinforcement Learning Method
Adversarial attack
Machine Learning Method

Forecasting Suspicious Account Activity at Large-Scale Online Service Providers

Authors: Hassan Halawa, Matei Ripeanu, Konstantin Beznosov, Baris Coskun, Meizhu Liu | Published: 2018-01-25
Model Evaluation
User Behavior Analysis
Risk Assessment