Literature Database

Explaining Black-box Android Malware Detection

Authors: Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli | Published: 2018-03-09 | Updated: 2018-10-29
Machine Learning Technology
Feature Importance Analysis
Static Malware Detection

Generating Artificial Data for Private Deep Learning

Authors: Aleksei Triastcyn, Boi Faltings | Published: 2018-03-08 | Updated: 2019-04-28
Privacy Technique
Certified Robustness
Differential Privacy

Stochastic Activation Pruning for Robust Adversarial Defense

Authors: Guneet S. Dhillon, Kamyar Azizzadenesheli, Zachary C. Lipton, Jeremy Bernstein, Jean Kossaifi, Aran Khanna, Anima Anandkumar | Published: 2018-03-05
Adversarial Example Detection
Adversarial Learning
Machine Learning Technology

Label Sanitization against Label Flipping Poisoning Attacks

Authors: Andrea Paudice, Luis Muñoz-González, Emil C. Lupu | Published: 2018-03-02 | Updated: 2018-10-02
Adversarial Attack Analysis
Machine Learning Technology
Detection of Poisonous Data

Can we steal your vocal identity from the Internet?: Initial investigation of cloning Obama’s voice using GAN, WaveNet and low-quality found data

Authors: Jaime Lorenzo-Trueba, Fuming Fang, Xin Wang, Isao Echizen, Junichi Yamagishi, Tomi Kinnunen | Published: 2018-03-02
Data Collection Method
Speech Enhancement Technology
Speech Recognition System

Data mining for detecting Bitcoin Ponzi schemes

Authors: Massimo Bartoletti, Barbara Pes, Sergio Serusi | Published: 2018-03-01
Data Collection
Model evaluation methods
Imbalanced Dataset

Online Feature Ranking for Intrusion Detection Systems

Authors: Buse Gul Atli, Alexander Jung | Published: 2018-03-01 | Updated: 2018-06-15
ML-Based IDS
Data Collection Method
Machine Learning Technology

Predictive Uncertainty Estimation via Prior Networks

Authors: Andrey Malinin, Mark Gales | Published: 2018-02-28 | Updated: 2018-11-29
Quantification of Uncertainty
Uncertainty Assessment
Deep Learning Method

Trustless Machine Learning Contracts; Evaluating and Exchanging Machine Learning Models on the Ethereum Blockchain

Authors: A. Besir Kurtulmus, Kenny Daniel | Published: 2018-02-27
Data Collection
Model evaluation methods
Machine Learning Technology

Generalized Byzantine-tolerant SGD

Authors: Cong Xie, Oluwasanmi Koyejo, Indranil Gupta | Published: 2018-02-27 | Updated: 2018-03-23
Robust Estimation
Adversarial Attack Analysis
Machine Learning Technology