AIセキュリティポータルbot

PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning

Authors: Mehdi Jafarnia-Jahromi, Tasmin Chowdhury, Hsin-Tai Wu, Sayandev Mukherjee | Published: 2018-12-25 | Updated: 2020-01-04
Robustness
Adversarial Example Detection
Adversarial Learning

Guessing Smart: Biased Sampling for Efficient Black-Box Adversarial Attacks

Authors: Thomas Brunner, Frederik Diehl, Michael Truong Le, Alois Knoll | Published: 2018-12-24 | Updated: 2019-05-05
Certified Robustness
Robustness
Adversarial Example Detection

Increasing the adversarial robustness and explainability of capsule networks with $γ$-capsules

Authors: David Peer, Sebastian Stabinger, Antonio Rodriguez-Sanchez | Published: 2018-12-23 | Updated: 2019-12-05
Multi-Class Classification
Robustness
Deep Learning

Towards resilient machine learning for ransomware detection

Authors: Li Chen, Chih-Yuan Yang, Anindya Paul, Ravi Sahita | Published: 2018-12-21 | Updated: 2019-05-16
Backdoor Detection
Malware Detection Method
Generative Adversarial Network

The future of statistical disclosure control

Authors: Mark Elliot, Josep Domingo-Ferrer | Published: 2018-12-21
Data Collection
Attribute Disclosure Risk
Statistical Methods

On the Activity Privacy of Blockchain for IoT

Authors: Ali Dorri, Clemence Roulin, Raja Jurdak, Salil Kanhere | Published: 2018-12-21 | Updated: 2019-03-14
IoT Traffic Characteristics
User Behavior Analysis
Attack Detection

Machine Learning in Cyber-Security – Problems, Challenges and Data Sets

Authors: Idan Amit, John Matherly, William Hewlett, Zhi Xu, Yinnon Meshi, Yigal Weinberger | Published: 2018-12-19 | Updated: 2019-04-22
Data Collection
Malware Detection Method
Information Security

Deep Transfer Learning for Static Malware Classification

Authors: Li Chen | Published: 2018-12-18
Malware Detection Method
Deep Learning
Deep Learning Model

Designing Adversarially Resilient Classifiers using Resilient Feature Engineering

Authors: Kevin Eykholt, Atul Prakash | Published: 2018-12-17
Multi-Class Classification
Certified Robustness
Robustness

Trust Region Based Adversarial Attack on Neural Networks

Authors: Zhewei Yao, Amir Gholami, Peng Xu, Kurt Keutzer, Michael Mahoney | Published: 2018-12-16
Certified Robustness
Robustness
Adversarial Learning