AIセキュリティポータルbot

Technical Report: When Does Machine Learning FAIL? Generalized Transferability for Evasion and Poisoning Attacks

Authors: Octavian Suciu, Radu Mărginean, Yiğitcan Kaya, Hal Daumé III, Tudor Dumitraş | Published: 2018-03-19 | Updated: 2019-03-08
Performance Evaluation Metrics
Adversarial Example
Adversarial Learning

Towards an Efficient Anomaly-Based Intrusion Detection for Software-Defined Networks

Authors: Majd Latah, Levent Toker | Published: 2018-03-18 | Updated: 2018-08-19
FDI Attack Detection Methods
Machine Learning Method
evaluation metrics

Adversarial Logit Pairing

Authors: Harini Kannan, Alexey Kurakin, Ian Goodfellow | Published: 2018-03-16
Certified Robustness
Adversarial Learning
Machine Learning Method

Vulnerability of Deep Learning

Authors: Richard Kenway | Published: 2018-03-16
Convergence Property
Adversarial Example
Adversarial Learning

Chiron: Privacy-preserving Machine Learning as a Service

Authors: Tyler Hunt, Congzheng Song, Reza Shokri, Vitaly Shmatikov, Emmett Witchel | Published: 2018-03-15
Distributed Learning
Differential Privacy
Machine Learning Method

Machine learning-assisted virtual patching of web applications

Authors: Gustavo Betarte, Eduardo Giménez, Rodrigo Martínez, Álvaro Pardo | Published: 2018-03-14
Website Vulnerability
Attack Scenario Analysis
Machine Learning Method

Securing the Internet of Things in the Age of Machine Learning and Software-defined Networking

Authors: Francesco Restuccia, Salvatore D'Oro, Tommaso Melodia | Published: 2018-03-13 | Updated: 2018-06-11
IoT Security Challenges
Proactive Defense
Detection of Model Extraction Attacks

Recurrent Neural Network Attention Mechanisms for Interpretable System Log Anomaly Detection

Authors: Andy Brown, Aaron Tuor, Brian Hutchinson, Nicole Nichols | Published: 2018-03-13
Data Generation Method
User Behavior Analysis
Machine Learning Framework

Automatic Detection of Online Jihadist Hate Speech

Authors: Tom De Smedt, Guy De Pauw, Pieter Van Ostaeyen | Published: 2018-03-13
Content Moderation
Profile Characteristic Analysis
User Behavior Analysis

Data Science Methodology for Cybersecurity Projects

Authors: Farhad Foroughi, Peter Luksch | Published: 2018-03-12
Data Science Methodology
Model Selection
User Behavior Analysis