マルウェア検出手法

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
データセット評価
マルウェア検出手法
静的分析

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
アクティブラーニング
バックドア攻撃
マルウェア検出手法

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
プログラム解析
マルウェア検出手法
静的分析

Statically Detecting Adversarial Malware through Randomised Chaining

Authors: Matthew Crawford, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
マルウェア検出手法
敵対的攻撃
防御手法

Dissecting Malware in the Wild

Authors: Hamish Spencer, Wei Wang, Ruoxi Sun, Minhui Xue | Published: 2021-11-28 | Updated: 2021-12-04
バックドア攻撃
マルウェア検出手法
敵対的攻撃

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

Authors: Hooman Alavizadeh, Julian Jang-Jaccard, Hootan Alavizadeh | Published: 2021-11-27
マルウェア検出手法
強化学習
深層強化学習

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

Authors: Prithviraj Dasgupta, Zachariah Osman | Published: 2021-11-22
マルウェア検出手法
敵対的攻撃
限られたサンプルでのマルウェア検出

Enhancing the Insertion of NOP Instructions to Obfuscate Malware via Deep Reinforcement Learning

Authors: Daniel Gibert, Matt Fredrikson, Carles Mateu, Jordi Planes, Quan Le | Published: 2021-11-18
マルウェア検出手法
強化学習
深層強化学習

Stegomalware: A Systematic Survey of MalwareHiding and Detection in Images, Machine LearningModels and Research Challenges

Authors: Rajasekhar Chaganti, Vinayakumar Ravi, Mamoun Alazab, Tuan D. Pham | Published: 2021-10-06
ステガノグラフィー手法
マルウェア検出手法
性能評価

GANG-MAM: GAN based enGine for Modifying Android Malware

Authors: Renjith G, Sonia Laudanna, Aji S, Corrado Aaron Visaggio, Vinod P | Published: 2021-09-27
ソフトウェアセキュリティ
マルウェア検出手法
敵対的攻撃