Machine Learning Technology

Beyond Explainability: Leveraging Interpretability for Improved Adversarial Learning

Authors: Devinder Kumar, Ibrahim Ben-Daya, Kanav Vats, Jeffery Feng, Graham Taylor and, Alexander Wong | Published: 2019-04-21
Attack Evaluation
Adversarial Training
Machine Learning Technology
2019.04.21 2025.05.28
Literature Database

On the Limitation of Local Intrinsic Dimensionality for Characterizing the Subspaces of Adversarial Examples

Authors: Pei-Hsuan Lu, Pin-Yu Chen, Chia-Mu Yu | Published: 2018-03-26
Adversarial Example Detection
Adversarial Perturbation Techniques
Machine Learning Technology
2018.03.26 2025.05.28
Literature Database

Clipping free attacks against artificial neural networks

Authors: Boussad Addad, Jerome Kodjabachian, Christophe Meyer | Published: 2018-03-26 | Updated: 2018-03-28
Adversarial Example Detection
Adversarial Perturbation Techniques
Machine Learning Technology
2018.03.26 2025.05.28
Literature Database

Security Theater: On the Vulnerability of Classifiers to Exploratory Attacks

Authors: Tegjyot Singh Sethi, Mehmed Kantardzic, Joung Woo Ryu | Published: 2018-03-24
Exploratory Attack
Adversarial Perturbation Techniques
Machine Learning Technology
2018.03.24 2025.05.28
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
2018.03.09 2025.05.28
Literature Database

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
2018.03.05 2025.05.28
Literature Database

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
2018.03.02 2025.05.28
Literature Database

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
2018.03.01 2025.05.28
Literature Database

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
2018.02.27 2025.05.28
Literature Database

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
2018.02.27 2025.05.28
Literature Database
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