マルウェア検出

Fast & Furious: Modelling Malware Detection as Evolving Data Streams

Authors: Fabrício Ceschin, Marcus Botacin, Heitor Murilo Gomes, Felipe Pinagé, Luiz S. Oliveira, André Grégio | Published: 2022-05-24 | Updated: 2022-08-16
データ収集
マルウェア検出
概念ドリフト

Intrusion Detection using Network Traffic Profiling and Machine Learning for IoT

Authors: Joseph Rose, Matthew Swann, Gueltoum Bendiab, Stavros Shiaeles, Nicholas Kolokotronis | Published: 2021-09-06
MLベースのIDS
サイバー脅威
マルウェア検出

PDF-Malware: An Overview on Threats, Detection and Evasion Attacks

Authors: Nicolas Fleury, Theo Dubrunquez, Ihsen Alouani | Published: 2021-07-27
PDFフォーマットの概要
ポイズニング
マルウェア検出

Deep Learning for Android Malware Defenses: a Systematic Literature Review

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2021-03-09 | Updated: 2022-08-09
マルウェア検出
深層学習手法
防御手法

Being Single Has Benefits. Instance Poisoning to Deceive Malware Classifiers

Authors: Tzvika Shapira, David Berend, Ishai Rosenberg, Yang Liu, Asaf Shabtai, Yuval Elovici | Published: 2020-10-30
バックドア攻撃
マルウェア検出
毒性攻撃に特化した内容

Getting Passive Aggressive About False Positives: Patching Deployed Malware Detectors

Authors: Edward Raff, Bobby Filar, James Holt | Published: 2020-10-22
マルウェア検出
機械学習手法
重み更新手法

MAB-Malware: A Reinforcement Learning Framework for Attacking Static Malware Classifiers

Authors: Wei Song, Xuezixiang Li, Sadia Afroz, Deepali Garg, Dmitry Kuznetsov, Heng Yin | Published: 2020-03-06 | Updated: 2021-04-29
マルウェア分類
マルウェア検出
敵対的摂動手法

Detection and Analysis of Drive-by Downloads and Malicious Websites

Authors: Saeed Ibrahim, Nawwaf Al Herami, Ebrahim Al Naqbi, Monther Aldwairi | Published: 2020-02-19 | Updated: 2020-04-09
マルウェア検出
情報セキュリティ
特徴抽出手法

Analyzing CNN Based Behavioural Malware Detection Techniques on Cloud IaaS

Authors: Andrew McDole, Mahmoud Abdelsalam, Maanak Gupta, Sudip Mittal | Published: 2020-02-15
トレーニング手法
マルウェア検出
機械学習アルゴリズム

Feature-level Malware Obfuscation in Deep Learning

Authors: Keith Dillon | Published: 2020-02-10
マルウェア分類
マルウェア検出