Malware Classification

Leveraging Large Language Models to Detect npm Malicious Packages

Authors: Nusrat Zahan, Philipp Burckhardt, Mikola Lysenko, Feross Aboukhadijeh, Laurie Williams | Published: 2024-03-18 | Updated: 2025-01-06
LLM Performance Evaluation
Prompt Injection
Malware Classification
2024.03.18 2025.05.27
Literature Database

Semantic Data Representation for Explainable Windows Malware Detection Models

Authors: Peter Švec, Štefan Balogh, Martin Homola, Ján Kľuka, Tomáš Bisták | Published: 2024-03-18
Watermarking
Dataset Generation
Malware Classification
2024.03.18 2025.05.27
Literature Database

CBR — Boosting Adaptive Classification By Retrieval of Encrypted Network Traffic with Out-of-distribution

Authors: Amir Lukach, Ran Dubin, Amit Dvir, Chen Hajaj | Published: 2024-03-17
Few-Shot Learning
Malware Classification
Methods for Dynamically Identifying New Classes
2024.03.17 2025.05.27
Literature Database

Do You Trust Your Model? Emerging Malware Threats in the Deep Learning Ecosystem

Authors: Dorjan Hitaj, Giulio Pagnotta, Fabio De Gaspari, Sediola Ruko, Briland Hitaj, Luigi V. Mancini, Fernando Perez-Cruz | Published: 2024-03-06 | Updated: 2025-05-13
Prompt Injection
Malware Classification
Federated Learning
2024.03.06 2025.05.27
Literature Database

Catch’em all: Classification of Rare, Prominent, and Novel Malware Families

Authors: Maksim E. Eren, Ryan Barron, Manish Bhattarai, Selma Wanna, Nicholas Solovyev, Kim Rasmussen, Boian S. Alexandrov, Charles Nicholas | Published: 2024-03-04
Class Imbalance
Prompt Injection
Malware Classification
2024.03.04 2025.05.27
Literature Database

On the Role of Similarity in Detecting Masquerading Files

Authors: Jonathan Oliver, Jue Mo, Susmit Yenkar, Raghav Batta, Sekhar Josyoula | Published: 2024-02-17
Cybersecurity
Integration of Digital Signatures and Machine Learning
Malware Classification
2024.02.17 2025.05.27
Literature Database

Unraveling the Key of Machine Learning Solutions for Android Malware Detection

Authors: Jiahao Liu, Jun Zeng, Fabio Pierazzi, Lorenzo Cavallaro, Zhenkai Liang | Published: 2024-02-05
APK Characteristic Analysis
Watermarking
Malware Classification
2024.02.05 2025.05.27
Literature Database

TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)

Authors: Zeliang Kan, Shae McFadden, Daniel Arp, Feargus Pendlebury, Roberto Jordaney, Johannes Kinder, Fabio Pierazzi, Lorenzo Cavallaro | Published: 2024-02-02 | Updated: 2025-04-09
Bias
Malware Classification
Time-Related Features
2024.02.02 2025.05.27
Literature Database

MalModel: Hiding Malicious Payload in Mobile Deep Learning Models with Black-box Backdoor Attack

Authors: Jiayi Hua, Kailong Wang, Meizhen Wang, Guangdong Bai, Xiapu Luo, Haoyu Wang | Published: 2024-01-05
Backdoor Attack
Malware Classification
Model Performance Evaluation
2024.01.05 2025.05.27
Literature Database

Malicious code detection in android: the role of sequence characteristics and disassembling methods

Authors: Pinar G. Balikcioglu, Melih Sirlanci, Ozge A. Kucuk, Bulut Ulukapi, Ramazan K. Turkmen, Cengiz Acarturk | Published: 2023-12-02
LSTM Model Performance Evaluation
Watermarking
Malware Classification
2023.12.02 2025.05.28
Literature Database
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