Transformer-based malware detection using process resource utilization metrics

Transformer-based malware detection using process resource utilization metrics

Malware detection has long relied on signature-based methods limited in detecting zero-day malware attacks. Although efficient, these approaches are vulnerable to obfuscation and evasion techniques. To this end, dynamic approaches utilizing process resource-utilization metrics have emerged as promis...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Dimosthenis Natsos, Andreas L. Symeonidis
Formáid:	Alt
Teanga:	English
Foilsithe / Cruthaithe:	Elsevier 2025-03-01
Sraith:	Results in Engineering
Ábhair:	Dynamic malware signatures Malware cascading effect Malware detection Multivariate series classification Performance metrics Resource utilization metrics
Rochtain ar líne:	http://www.sciencedirect.com/science/article/pii/S2590123025003366

Míreanna comhchosúla

Android traffic malware analysis and detection using ensemble classifier
de réir: A. Mohanraj, et al.
Foilsithe / Cruthaithe: (2024-12-01)

A Comprehensive Review on Malware Detection Approaches
de réir: Omer Aslan, et al.
Foilsithe / Cruthaithe: (2020-01-01)

Android Malware Category and Family Identification Using Parallel Machine Learning
de réir: Ahmed Hashem El Fiky, et al.
Foilsithe / Cruthaithe: (2022-07-01)

On the Effectiveness of Perturbations in Generating Evasive Malware Variants
de réir: Beomjin Jin, et al.
Foilsithe / Cruthaithe: (2023-01-01)

A New Malware Classification Framework Based on Deep Learning Algorithms
de réir: Omer Aslan, et al.
Foilsithe / Cruthaithe: (2021-01-01)

Analyzing temporal graphs of malware distribution networks
de réir: Jose Andre Morales, et al.
Foilsithe / Cruthaithe: (2022-07-01)

Malware Detection Issues, Challenges, and Future Directions: A Survey
de réir: Faitouri A. Aboaoja, et al.
Foilsithe / Cruthaithe: (2022-08-01)

Approach to assessing the danger of destructive effects of malware on special-purpose automated systems
de réir: Alexander V. Melnikov, et al.
Foilsithe / Cruthaithe: (2023-09-01)

GANG-MAM: GAN based enGine for Modifying Android Malware
de réir: Renjith G., et al.
Foilsithe / Cruthaithe: (2022-06-01)

Design of Automation Environment for Analyzing Various IoT Malware
de réir: Sungwon Lee, et al.
Foilsithe / Cruthaithe: (2021-01-01)

A Survey on ML Techniques for Multi-Platform Malware Detection: Securing PC, Mobile Devices, IoT, and Cloud Environments
de réir: Jannatul Ferdous, et al.
Foilsithe / Cruthaithe: (2025-02-01)

MalFe—Malware Feature Engineering Generation Platform
de réir: Avinash Singh, et al.
Foilsithe / Cruthaithe: (2023-10-01)

A Comprehensive Survey on Machine Learning Techniques for Android Malware Detection
de réir: Vasileios Kouliaridis, et al.
Foilsithe / Cruthaithe: (2021-04-01)

A Comprehensive Analysis of Today’s Malware and Its Distribution Network: Common Adversary Strategies and Implications
de réir: Siwon Huh, et al.
Foilsithe / Cruthaithe: (2022-01-01)

Sisyfos: A Modular and Extendable Open Malware Analysis Platform
de réir: Dimitrios Serpanos, et al.
Foilsithe / Cruthaithe: (2021-03-01)

Binary and Multi-Class Malware Threads Classification
de réir: Ismail Taha Ahmed, et al.
Foilsithe / Cruthaithe: (2022-12-01)

Cognitive and Scalable Technique for Securing IoT Networks Against Malware Epidemics
de réir: Sai Manoj Pudukotai Dinakarrao, et al.
Foilsithe / Cruthaithe: (2020-01-01)

A Classification System for Visualized Malware Based on Multiple Autoencoder Models
de réir: Jongkwan Lee, et al.
Foilsithe / Cruthaithe: (2021-01-01)

PAIRED: An Explainable Lightweight Android Malware Detection System
de réir: Mohammed M. Alani, et al.
Foilsithe / Cruthaithe: (2022-01-01)

Optimal Weighted Voting-Based Collaborated Malware Detection for Zero-Day Malware: A Case Study on VirusTotal and MalwareBazaar
de réir: Naonobu Okazaki, et al.
Foilsithe / Cruthaithe: (2024-07-01)

Enhanced Metamorphic Techniques-A Case Study Against Havex Malware
de réir: Zainub Mumtaz, et al.
Foilsithe / Cruthaithe: (2021-01-01)

Cross-device behavioral consistency: Benchmarking and implications for effective android malware detection
de réir: Alejandro Guerra-Manzanares, et al.
Foilsithe / Cruthaithe: (2022-09-01)

Detecting Obfuscated Malware Infections on Windows Using Ensemble Learning Techniques
de réir: Yadigar Imamverdiyev, et al.
Foilsithe / Cruthaithe: (2025-01-01)

Dynamic Analysis for IoT Malware Detection With Convolution Neural Network Model
de réir: Jueun Jeon, et al.
Foilsithe / Cruthaithe: (2020-01-01)

Method of anti-confusion texture feature descriptor for malware images
de réir: Yashu LIU, et al.
Foilsithe / Cruthaithe: (2018-11-01)

MALVADA: A framework for generating datasets of malware execution traces
de réir: Razvan Raducu, et al.
Foilsithe / Cruthaithe: (2025-05-01)

Method of anti-confusion texture feature descriptor for malware images
de réir: Yashu LIU, et al.
Foilsithe / Cruthaithe: (2018-11-01)

Dynamic Malware Classification and API Categorisation of Windows Portable Executable Files Using Machine Learning
de réir: Durre Zehra Syeda, et al.
Foilsithe / Cruthaithe: (2024-01-01)

HoneyBow:an automated malware collection tool based on the high-interaction honeypot principle
de réir: ZHUGE Jian-wei1, et al.
Foilsithe / Cruthaithe: (2007-01-01)

HoneyBow:an automated malware collection tool based on the high-interaction honeypot principle
de réir: ZHUGE Jian-wei1, et al.
Foilsithe / Cruthaithe: (2007-01-01)

BENCHMARKING MACHINE LEARNING ALGORITHMS FOR ANDROID MALWARE DETECTION
de réir: Somayyeh Fallah, et al.
Foilsithe / Cruthaithe: (2019-12-01)

An empirical study of problems and evaluation of IoT malware classification label sources
de réir: Tianwei Lei, et al.
Foilsithe / Cruthaithe: (2024-01-01)

A Malware Detection Approach Using Autoencoder in Deep Learning
de réir: Xiaofei Xing, et al.
Foilsithe / Cruthaithe: (2022-01-01)

A Novel Feature Encoding Scheme for Machine Learning Based Malware Detection Systems
de réir: Vipin Das, et al.
Foilsithe / Cruthaithe: (2024-01-01)

A Comparative Assessment of Obfuscated Ransomware Detection Methods
de réir: Sergiu SECHEL
Foilsithe / Cruthaithe: (2019-01-01)

MalSSL—Self-Supervised Learning for Accurate and Label-Efficient Malware Classification
de réir: Setia Juli Irzal Ismail, et al.
Foilsithe / Cruthaithe: (2024-01-01)

A Review of State-of-the-Art Malware Attack Trends and Defense Mechanisms
de réir: Jannatul Ferdous, et al.
Foilsithe / Cruthaithe: (2023-01-01)

A Survey on Android Malware Detection Techniques Using Supervised Machine Learning
de réir: Safa J. Altaha, et al.
Foilsithe / Cruthaithe: (2024-01-01)

Deep Learning based Malware Detection for Android Systems: A Comparative Analysis
de réir: Esra Calik Bayazit, et al.
Foilsithe / Cruthaithe: (2023-01-01)

Android malware detection with MH-100K: An innovative dataset for advanced research
de réir: Hendrio Bragança, et al.
Foilsithe / Cruthaithe: (2023-12-01)