Information Security

Black-box Adversarial ML Attack on Modulation Classification

Authors: Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha | Published: 2019-08-01
Information Security
Adversarial Learning
Deep Learning Method

The Curious Case of Machine Learning In Malware Detection

Authors: Sherif Saad, William Briguglio, Haytham Elmiligi | Published: 2019-05-18
Malware Detection Method
Information Security
Adaptive Retraining Mechanism

Percival: Making In-Browser Perceptual Ad Blocking Practical With Deep Learning

Authors: Zain ul abi Din, Panagiotis Tigas, Samuel T. King, Benjamin Livshits | Published: 2019-05-17 | Updated: 2020-05-20
Model Evaluation
Ad Blocking System
Information Security

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

Machine Learning for Anomaly Detection and Categorization in Multi-cloud Environments

Authors: Tara Salman, Deval Bhamare, Aiman Erbad, Raj Jain, Mohammed Samaka | Published: 2018-10-23
Multi-Class Classification
Information Security
Attack Detection

The Coming Era of AlphaHacking? A Survey of Automatic Software Vulnerability Detection, Exploitation and Patching Techniques

Authors: Tiantian Ji, Yue Wu, Chang Wang, Xi Zhang, Zhongru Wang | Published: 2018-05-28 | Updated: 2018-05-30
Program Analysis
Dynamic Analysis
Information Security

Phocas: dimensional Byzantine-resilient stochastic gradient descent

Authors: Cong Xie, Oluwasanmi Koyejo, Indranil Gupta | Published: 2018-05-23
Byzantine Attack Countermeasures
Information Security
Loss Function

Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models

Authors: Pouya Samangouei, Maya Kabkab, Rama Chellappa | Published: 2018-05-17 | Updated: 2018-05-18
Certified Robustness
Information Security
Adversarial Attack Detection

Secure Mobile Edge Computing in IoT via Collaborative Online Learning

Authors: Bingcong Li, Tianyi Chen, Georgios B. Giannakis | Published: 2018-05-09
Cybersecurity
Information Security
Attack Detection

Detecting Compressed Cleartext Traffic from Consumer Internet of Things Devices

Authors: Daniel Hahn, Noah Apthorpe, Nick Feamster | Published: 2018-05-07
Cybersecurity
Information Security
Deep Learning Model