Attack Detection

Bayesian Optimization with Machine Learning Algorithms Towards Anomaly Detection

Authors: MohammadNoor Injadat, Fadi Salo, Ali Bou Nassif, Aleksander Essex, Abdallah Shami | Published: 2020-08-05
Attack Detection
Machine Learning
Anomaly Detection Method

Perturbing Inputs to Prevent Model Stealing

Authors: Justin Grana | Published: 2020-05-12
Membership Inference
Attack Detection
Linear Model

Robustness Verification for Classifier Ensembles

Authors: Dennis Gross, Nils Jansen, Guillermo A. Pérez, Stephan Raaijmakers | Published: 2020-05-12 | Updated: 2020-07-09
Robustness Improvement Method
Attack Detection
Deep Learning

Spanning Attack: Reinforce Black-box Attacks with Unlabeled Data

Authors: Lu Wang, Huan Zhang, Jinfeng Yi, Cho-Jui Hsieh, Yuan Jiang | Published: 2020-05-11 | Updated: 2020-11-10
Algorithm
Attack Detection
Adversarial Training

Dynamic Anomaly Detection with High-fidelity Simulators: A Convex Optimization Approach

Authors: Kaikai Pan, Peter Palensky, Peyman Mohajerin Esfahani | Published: 2020-04-29 | Updated: 2020-10-06
Energy Management
Robustness Improvement Method
Attack Detection

Minority Reports Defense: Defending Against Adversarial Patches

Authors: Michael McCoyd, Won Park, Steven Chen, Neil Shah, Ryan Roggenkemper, Minjune Hwang, Jason Xinyu Liu, David Wagner | Published: 2020-04-28
Attack Detection
Adversarial Attack Detection
Defense Effectiveness Analysis

Machine Learning Based Solutions for Security of Internet of Things (IoT): A Survey

Authors: Syeda Manjia Tahsien, Hadis Karimipour, Petros Spachos | Published: 2020-04-11
Security Analysis
Attack Evaluation
Attack Detection

Adversarial Attacks on Machine Learning Cybersecurity Defences in Industrial Control Systems

Authors: Eirini Anthi, Lowri Williams, Matilda Rhode, Pete Burnap, Adam Wedgbury | Published: 2020-04-10
Attack Evaluation
Attack Detection
Defense Method

Detecting Cyberattacks in Industrial Control Systems Using Online Learning Algorithms

Authors: Guangxia Lia, Yulong Shena, Peilin Zhaob, Xiao Lu, Jia Liu, Yangyang Liu, Steven C. H. Hoi | Published: 2019-12-08
Attack Detection
Machine Learning Technology
Industrial Control System

AutoIDS: Auto-encoder Based Method for Intrusion Detection System

Authors: Mohammed Gharib, Bahram Mohammadi, Shadi Hejareh Dastgerdi, Mohammad Sabokrou | Published: 2019-11-08
Security Metric
Attack Detection
Fundamentals of Machine Learning