Malware Detection Method

Using Static and Dynamic Malware features to perform Malware Ascription

Authors: Jashanpreet Singh Sraw, Keshav Kumar | Published: 2021-12-05
Malware Detection Method
Machine Learning Algorithm
Static Analysis

Node-wise Hardware Trojan Detection Based on Graph Learning

Authors: Kento Hasegawa, Kazuki Yamashita, Seira Hidano, Kazuhide Fukushima, Kazuo Hashimoto, Nozomu Togawa | Published: 2021-12-04 | Updated: 2022-03-16
Graph Representation Learning
Topology Analysis
Malware Detection Method

Single-Shot Black-Box Adversarial Attacks Against Malware Detectors: A Causal Language Model Approach

Authors: James Lee Hu, Mohammadreza Ebrahimi, Hsinchun Chen | Published: 2021-12-03
Prompt Injection
Malware Detection Method
Adversarial Attack Methods

Benchmark Static API Call Datasets for Malware Family Classification

Authors: Berkant Düzgün, Aykut Çayır, Ferhat Demirkıran, Ceyda Nur Kahya, Buket Gençaydın, Hasan Dağ | Published: 2021-11-30 | Updated: 2022-08-04
Dataset evaluation
Malware Detection Method
Static Analysis

Living-Off-The-Land Command Detection Using Active Learning

Authors: Talha Ongun, Jack W. Stokes, Jonathan Bar Or, Ke Tian, Farid Tajaddodianfar, Joshua Neil, Christian Seifert, Alina Oprea, John C. Platt | Published: 2021-11-30
Active Learning
Backdoor Attack
Malware Detection Method

MALIGN: Explainable Static Raw-byte Based Malware Family Classification using Sequence Alignment

Authors: Shoumik Saha, Sadia Afroz, Atif Rahman | Published: 2021-11-28 | Updated: 2024-01-12
Program Analysis
Malware Detection Method
Static Analysis

Statically Detecting Adversarial Malware through Randomised Chaining

Authors: Matthew Crawford, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
Malware Detection Method
Adversarial attack
Defense Method

Dissecting Malware in the Wild

Authors: Hamish Spencer, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
Backdoor Attack
Malware Detection Method
Adversarial attack

Deep Q-Learning based Reinforcement Learning Approach for Network Intrusion Detection

Authors: Hooman Alavizadeh, Julian Jang-Jaccard, Hootan Alavizadeh | Published: 2021-11-27
Malware Detection Method
Reinforcement Learning
Deep Reinforcement Learning

A Comparison of State-of-the-Art Techniques for Generating Adversarial Malware Binaries

Authors: Prithviraj Dasgupta, Zachariah Osman | Published: 2021-11-22
Malware Detection Method
Adversarial attack
Malware Detection with Limited Samples