Literature Database

Substra: a framework for privacy-preserving, traceable and collaborative Machine Learning

Authors: Mathieu N Galtier, Camille Marini | Published: 2019-10-25
Privacy Management
Cooperative System
Evaluation Method

Neurlux: Dynamic Malware Analysis Without Feature Engineering

Authors: Chani Jindal, Christopher Salls, Hojjat Aghakhani, Keith Long, Christopher Kruegel, Giovanni Vigna | Published: 2019-10-24
Model Architecture
Dynamic Analysis Method
Performance Evaluation Metrics

A Note on Our Submission to Track 4 of iDASH 2019

Authors: Marcel Keller, Ke Sun | Published: 2019-10-24
Improvement of Learning
Evaluation Method
evaluation metrics

Malware Classification using Deep Learning based Feature Extraction and Wrapper based Feature Selection Technique

Authors: Muhammad Furqan Rafique, Muhammad Ali, Aqsa Saeed Qureshi, Asifullah Khan, Anwar Majid Mirza | Published: 2019-10-24 | Updated: 2020-12-26
Performance Evaluation
Deep Learning Technology
Image Feature Extraction

An Adaptive Empirical Bayesian Method for Sparse Deep Learning

Authors: Wei Deng, Xiao Zhang, Faming Liang, Guang Lin | Published: 2019-10-23 | Updated: 2020-04-13
Convergence Guarantee
Optimization Strategy
Deep Learning Technology

Wasserstein Smoothing: Certified Robustness against Wasserstein Adversarial Attacks

Authors: Alexander Levine, Soheil Feizi | Published: 2019-10-23
Wasserstein Distance
Performance Evaluation
Adversarial Example

A Useful Taxonomy for Adversarial Robustness of Neural Networks

Authors: Leslie N. Smith | Published: 2019-10-23
Adversarial Example
Adversarial Training
Effectiveness Analysis of Defense Methods

ASNM Datasets: A Collection of Network Traffic Features for Testing of Adversarial Classifiers and Network Intrusion Detectors

Authors: Ivan Homoliak, Petr Hanacek | Published: 2019-10-23
Modification of Network Traffic
Taxonomy of Attacks
Vulnerability Attack Method

A Context-aware Framework for Detecting Sensor-based Threats on Smart Devices

Authors: Amit Kumar Sikder, Hidayet Aksu, A. Selcuk Uluagac | Published: 2019-10-22
Sensor Information Management
Performance Evaluation Metrics
Anomaly Detection Algorithm

Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms

Authors: Karl Michel Koerich, Mohammad Esmaeilpour, Sajjad Abdoli, Alceu de Souza Britto Jr., Alessandro Lameiras Koerich | Published: 2019-10-22 | Updated: 2020-07-29
Adversarial Learning
Performance Evaluation
Adversarial Transferability