Literature Database

Leveraging Electromagnetic Side-Channel Analysis for the Investigation of IoT Devices

Authors: Asanka Sayakkara, Nhien-An Le-Khac, Mark Scanlon | Published: 2019-04-03
IoT-Specific Threats
Signal Processing Techniques
Machine Learning Algorithm

Active Learning for Network Intrusion Detection

Authors: Amir Ziai | Published: 2019-04-02
Active Learning
Data Preprocessing
Machine Learning Application

Building an Efficient Intrusion Detection System Based on Feature Selection and Ensemble Classifier

Authors: Yuyang Zhou, Guang Cheng, Shanqing Jiang, Mian Dai | Published: 2019-04-02 | Updated: 2020-04-02
Ensemble Learning
Machine Learning Application
evaluation metrics

Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning

Authors: Ahmed Salem, Apratim Bhattacharya, Michael Backes, Mario Fritz, Yang Zhang | Published: 2019-04-01 | Updated: 2019-11-30
Model Extraction Attack
Reconstruction Attack
Adversarial Attack Detection

TG-PSM: Tunable Greedy Packet Sequence Morphing Based on Trace Clustering

Authors: Farzam Fanitabasi | Published: 2019-04-01
Data Protection Method
Data-Driven Clustering
Privacy Protection Method

Defending against adversarial attacks by randomized diversification

Authors: Olga Taran, Shideh Rezaeifar, Taras Holotyak, Slava Voloshynovskiy | Published: 2019-04-01
Adversarial Example Detection
Adversarial Attack Detection
Watermark Robustness

Deep Learning in steganography and steganalysis from 2015 to 2018

Authors: Marc Chaumont | Published: 2019-03-31 | Updated: 2019-10-16
Steganography Techniques
Machine Learning Application
Deep Learning-Based IDS

On the Vulnerability of CNN Classifiers in EEG-Based BCIs

Authors: Xiao Zhang, Dongrui Wu | Published: 2019-03-31
Certified Robustness
Adversarial Learning
Adversarial Attack Detection

A Machine Learning Framework for Biometric Authentication using Electrocardiogram

Authors: Song-Kyoo Kim, Chan Yeob Yeun, Ernesto Damiani, Nai-Wei Lo | Published: 2019-03-29 | Updated: 2019-08-05
Data Preprocessing
Signal Processing
Biometric Authentication Technology

Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Authors: Dan Hendrycks, Thomas Dietterich | Published: 2019-03-28
Robust Optimization
Adversarial Learning
Adversarial Attack Detection