Literature Database

To believe or not to believe: Validating explanation fidelity for dynamic malware analysis

Authors: Li Chen, Carter Yagemann, Evan Downing | Published: 2019-04-30
Malware Detection
Deep Learning Technology
Image Classification Interpretation

Detecting Adversarial Examples through Nonlinear Dimensionality Reduction

Authors: Francesco Crecchi, Davide Bacciu, Battista Biggio | Published: 2019-04-30 | Updated: 2019-05-01
Adversarial Example
Adversarial Attack Methods
Deep Learning Technology

Adversarial Training and Robustness for Multiple Perturbations

Authors: Florian Tramèr, Dan Boneh | Published: 2019-04-30 | Updated: 2019-10-18
Robust Estimation
Adversarial Example
Adversarial Attack Methods

Adversarial Training for Free!

Authors: Ali Shafahi, Mahyar Najibi, Amin Ghiasi, Zheng Xu, John Dickerson, Christoph Studer, Larry S. Davis, Gavin Taylor, Tom Goldstein | Published: 2019-04-29 | Updated: 2019-11-20
Poisoning
Adversarial Example
Adaptive Adversarial Training

SEALion: a Framework for Neural Network Inference on Encrypted Data

Authors: Tim van Elsloo, Giorgio Patrini, Hamish Ivey-Law | Published: 2019-04-29
Framework
Encryption Method
Deep Learning Technology

Deep pNML: Predictive Normalized Maximum Likelihood for Deep Neural Networks

Authors: Koby Bibas, Yaniv Fogel, Meir Feder | Published: 2019-04-28 | Updated: 2020-01-08
Out-of-Distribution Detection
Robust Estimation
Deep Learning Technology

End-to-End Adversarial Learning for Intrusion Detection in Computer Networks

Authors: Bahram Mohammadi, Mohammad Sabokrou | Published: 2019-04-25
Intrusion Detection System
Deep Learning Technology
Evaluation Method

A Robust Approach for Securing Audio Classification Against Adversarial Attacks

Authors: Mohammad Esmaeilpour, Patrick Cardinal, Alessandro Lameiras Koerich | Published: 2019-04-24 | Updated: 2019-11-25
Backdoor Attack
Adversarial Example
Adversarial Attack Methods

A Decade of Mal-Activity Reporting: A Retrospective Analysis of Internet Malicious Activity Blacklists

Authors: Benjamin Zi Hao Zhao, Muhammad Ikram, Hassan Jameel Asghar, Mohamed Ali Kaafar, Abdelberi Chaabane, Kanchana Thilakarathna | Published: 2019-04-24
Data Collection Method
Malware Detection
Crime Detection

Detecting ADS-B Spoofing Attacks using Deep Neural Networks

Authors: Xuhang Ying, Joanna Mazer, Giuseppe Bernieri, Mauro Conti, Linda Bushnell, Radha Poovendran | Published: 2019-04-22
DNN-based Message Classifier
Data Collection Method
Deep Learning Technology