Vulnerability Analysis

Security for Machine Learning-based Software Systems: a survey of threats, practices and challenges

Authors: Huaming Chen, M. Ali Babar | Published: 2022-01-12 | Updated: 2023-12-17
Backdoor Attack
Membership Inference
Vulnerability Analysis

PORTFILER: Port-Level Network Profiling for Self-Propagating Malware Detection

Authors: Talha Ongun, Oliver Spohngellert, Benjamin Miller, Simona Boboila, Alina Oprea, Tina Eliassi-Rad, Jason Hiser, Alastair Nottingham, Jack Davidson, Malathi Veeraraghavan | Published: 2021-12-27 | Updated: 2022-05-24
Feature Engineering
Vulnerability Analysis
Communication Analysis

Detecting Security Fixes in Open-Source Repositories using Static Code Analyzers

Authors: Therese Fehrer, Rocío Cabrera Lozoya, Antonino Sabetta, Dario Di Nucci, Damian A. Tamburri | Published: 2021-05-07
Code Change Analysis
Feature Selection Method
Vulnerability Analysis

Code2Image: Intelligent Code Analysis by Computer Vision Techniques and Application to Vulnerability Prediction

Authors: Zeki Bilgin | Published: 2021-05-07
Code Change Analysis
Token Distribution Analysis
Vulnerability Analysis

Tackling Imbalanced Data in Cybersecurity with Transfer Learning: A Case with ROP Payload Detection

Authors: Haizhou Wang, Peng Liu | Published: 2021-05-06
Class Imbalance
Data Preprocessing
Vulnerability Analysis

An Overview of Laser Injection against Embedded Neural Network Models

Authors: Mathieu Dumont, Pierre-Alain Moellic, Raphael Viera, Jean-Max Dutertre, Rémi Bernhard | Published: 2021-05-04
Hardware Security
Vulnerability of Adversarial Examples
Vulnerability Analysis

Who’s Afraid of Adversarial Transferability?

Authors: Ziv Katzir, Yuval Elovici | Published: 2021-05-02 | Updated: 2022-10-06
Adversarial Example
Vulnerability of Adversarial Examples
Vulnerability Analysis

Stealthy Backdoors as Compression Artifacts

Authors: Yulong Tian, Fnu Suya, Fengyuan Xu, David Evans | Published: 2021-04-30
Backdoor Attack
Risks of Model Compression
Vulnerability Analysis

Automated Software Vulnerability Assessment with Concept Drift

Authors: Triet H. M. Le, Bushra Sabir, M. Ali Babar | Published: 2021-03-21
Performance Evaluation
Concept Drift
Vulnerability Analysis

Diagnosing Vulnerability of Variational Auto-Encoders to Adversarial Attacks

Authors: Anna Kuzina, Max Welling, Jakub M. Tomczak | Published: 2021-03-10 | Updated: 2021-05-06
Model Performance Evaluation
Adversarial attack
Vulnerability Analysis