Malware Evolution

Unmasking the Shadows: Pinpoint the Implementations of Anti-Dynamic Analysis Techniques in Malware Using LLM

Authors: Haizhou Wang, Nanqing Luo, Xusheng Li, Peng LIu | Published: 2024-11-08 | Updated: 2025-04-29
Malware Evolution
Attack Method
Analysis of Detection Methods

Machine Learning for Malware Evolution Detection

Authors: Lolitha Sresta Tupadha, Mark Stamp | Published: 2021-07-04
Malware Evolution
Machine Learning Application
Machine Learning Technology

Auxiliary-Classifier GAN for Malware Analysis

Authors: Rakesh Nagaraju, Mark Stamp | Published: 2021-07-04
Data Generation
Malware Evolution
Deep Learning Method

Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection

Authors: Luca Demetrio, Scott E. Coull, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli | Published: 2020-08-17 | Updated: 2021-03-22
Poisoning
Malware Evolution
Membership Inference

Adversarial Deep Ensemble: Evasion Attacks and Defenses for Malware Detection

Authors: Deqiang Li, Qianmu Li | Published: 2020-06-30
Poisoning
Malware Evolution
Adversarial attack

Detection of Advanced Malware by Machine Learning Techniques

Authors: Sanjay Sharma, C. Rama Krishna, Sanjay K. Sahay | Published: 2019-03-07
Malware Evolution
Random Forest
Selection Method

Towards Adversarial Malware Detection: Lessons Learned from PDF-based Attacks

Authors: Davide Maiorca, Battista Biggio, Giorgio Giacinto | Published: 2018-11-02 | Updated: 2020-04-14
Poisoning
Malware Evolution
Certified Robustness