Malware Classification

DomURLs_BERT: Pre-trained BERT-based Model for Malicious Domains and URLs Detection and Classification

Authors: Abdelkader El Mahdaouy, Salima Lamsiyah, Meryem Janati Idrissi, Hamza Alami, Zakaria Yartaoui, Ismail Berrada | Published: 2024-09-13
Dataset Generation
Malware Classification
Model Performance Evaluation

Exploring LLMs for Malware Detection: Review, Framework Design, and Countermeasure Approaches

Authors: Jamal Al-Karaki, Muhammad Al-Zafar Khan, Marwan Omar | Published: 2024-09-11
LLM Security
Prompt Injection
Malware Classification

Obfuscated Memory Malware Detection

Authors: Sharmila S P, Aruna Tiwari, Narendra S Chaudhari | Published: 2024-08-23
Cybersecurity
Malware Classification
Model Performance Evaluation

A Lean Transformer Model for Dynamic Malware Analysis and Detection

Authors: Tony Quertier, Benjamin Marais, Grégoire Barrué, Stéphane Morucci, Sévan Azé, Sébastien Salladin | Published: 2024-08-05
Malware Classification
Dynamic Analysis

On the Robustness of Malware Detectors to Adversarial Samples

Authors: Muhammad Salman, Benjamin Zi Hao Zhao, Hassan Jameel Asghar, Muhammad Ikram, Sidharth Kaushik, Mohamed Ali Kaafar | Published: 2024-08-05
Watermarking
Malware Classification
Adversarial Example

PromptSAM+: Malware Detection based on Prompt Segment Anything Model

Authors: Xingyuan Wei, Yichen Liu, Ce Li, Ning Li, Degang Sun, Yan Wang | Published: 2024-08-04
Watermarking
Malware Classification
Model Performance Evaluation

Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls

Authors: Pedro Miguel Sánchez Sánchez, Alberto Huertas Celdrán, Gérôme Bovet, Gregorio Martínez Pérez | Published: 2024-05-15
LLM Performance Evaluation
Data Preprocessing
Malware Classification

Demystifying Behavior-Based Malware Detection at Endpoints

Authors: Yigitcan Kaya, Yizheng Chen, Shoumik Saha, Fabio Pierazzi, Lorenzo Cavallaro, David Wagner, Tudor Dumitras | Published: 2024-05-09
Endpoint Detection
Malware Classification
High Difficulty Sample

The Malware as a Service ecosystem

Authors: Constantinos Patsakis, David Arroyo, Fran Casino | Published: 2024-05-07
Cybersecurity
Money Laundering Techniques
Malware Classification

Explainability-Informed Targeted Malware Misclassification

Authors: Quincy Card, Kshitiz Aryal, Maanak Gupta | Published: 2024-05-07
Poisoning
Malware Classification
Dynamic Analysis