Malware Classification

Detecting Android Malware: From Neural Embeddings to Hands-On Validation with BERTroid

Authors: Meryam Chaieb, Mostafa Anouar Ghorab, Mohamed Aymen Saied | Published: 2024-05-06 | Updated: 2024-08-12
Security Analysis
Malware Classification
Model Performance Evaluation

Online Clustering of Known and Emerging Malware Families

Authors: Olha Jurečková, Martin Jureček, Mark Stamp | Published: 2024-05-06
Online Learning
Clustering methods
Malware Classification

Explainable Malware Detection with Tailored Logic Explained Networks

Authors: Peter Anthony, Francesco Giannini, Michelangelo Diligenti, Martin Homola, Marco Gori, Stefan Balogh, Jan Mojzis | Published: 2024-05-05
Malware Classification
Model Interpretability
Evaluation Method

Updating Windows Malware Detectors: Balancing Robustness and Regression against Adversarial EXEmples

Authors: Matous Kozak, Luca Demetrio, Dmitrijs Trizna, Fabio Roli | Published: 2024-05-04
Malware Classification
Adversarial Example
Adversarial Training

Explainability Guided Adversarial Evasion Attacks on Malware Detectors

Authors: Kshitiz Aryal, Maanak Gupta, Mahmoud Abdelsalam, Moustafa Saleh | Published: 2024-05-02
Watermarking
Malware Classification
Model Interpretability

Empowering Malware Detection Efficiency within Processing-in-Memory Architecture

Authors: Sreenitha Kasarapu, Sathwika Bavikadi, Sai Manoj Pudukotai Dinakarrao | Published: 2024-04-12
Watermarking
Malware Classification
Computational Efficiency

Case Study: Neural Network Malware Detection Verification for Feature and Image Datasets

Authors: Preston K. Robinette, Diego Manzanas Lopez, Serena Serbinowska, Kevin Leach, Taylor T. Johnson | Published: 2024-04-08
Watermarking
Malware Classification
Evaluation Method

Obfuscated Malware Detection: Investigating Real-world Scenarios through Memory Analysis

Authors: S M Rakib Hasan, Aakar Dhakal | Published: 2024-04-03
Cybersecurity
Prompt Injection
Malware Classification

Generative AI-Based Effective Malware Detection for Embedded Computing Systems

Authors: Sreenitha Kasarapu, Sanket Shukla, Rakibul Hassan, Avesta Sasan, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao | Published: 2024-04-02 | Updated: 2024-04-12
Dataset Generation
Malware Classification
Malware Detection with Limited Samples

Evaluating the Efficacy of Prompt-Engineered Large Multimodal Models Versus Fine-Tuned Vision Transformers in Image-Based Security Applications

Authors: Fouad Trad, Ali Chehab | Published: 2024-03-26 | Updated: 2024-06-10
Evolution of AI
Prompt Engineering
Malware Classification