マルウェア分類

Online Malware Classification with System-Wide System Calls in Cloud IaaS

Authors: Phillip Brown, Austin Brown, Maanak Gupta, Mahmoud Abdelsalam | Published: 2022-08-09
マルウェア分類
マルウェア検出手法
機械学習手法

Representation learning with function call graph transformations for malware open set recognition

Authors: Jingyun Jia, Philip K. Chan | Published: 2022-05-13 | Updated: 2022-07-12
ポイズニング
マルウェア分類
自己教師あり学習

Do You Think You Can Hold Me? The Real Challenge of Problem-Space Evasion Attacks

Authors: Harel Berger, Amit Dvir, Chen Hajaj, Rony Ronen | Published: 2022-05-09
マルウェア分類
攻撃手法
耐久性問題

Adversarial Patterns: Building Robust Android Malware Classifiers

Authors: Dipkamal Bhusal, Nidhi Rastogi | Published: 2022-03-04 | Updated: 2024-04-12
マルウェア分類
敵対的サンプル
防御手法

Dynamic detection of mobile malware using smartphone data and machine learning

Authors: J. S. Panman de Wit, J. van der Ham, D. Bucur | Published: 2021-07-23
マルウェア分類
機械学習の役割
評価手法

Against All Odds: Winning the Defense Challenge in an Evasion Competition with Diversification

Authors: Erwin Quiring, Lukas Pirch, Michael Reimsbach, Daniel Arp, Konrad Rieck | Published: 2020-10-19
PEマルウェア分類
バックドア攻撃
マルウェア分類

Generating End-to-End Adversarial Examples for Malware Classifiers Using Explainability

Authors: Ishai Rosenberg, Shai Meir, Jonathan Berrebi, Ilay Gordon, Guillaume Sicard, Eli David | Published: 2020-09-28 | Updated: 2022-06-01
マルウェア分類
モデルの解釈性
敵対的サンプル

Hardware-Assisted Detection of Firmware Attacks in Inverter-Based Cyberphysical Microgrids

Authors: Abraham Peedikayil Kuruvila, Ioannis Zografopoulos, Kanad Basu, Charalambos Konstantinou | Published: 2020-09-16 | Updated: 2021-04-18
ハードウェア設計
マルウェア分類
脆弱性検出

A Review of Computer Vision Methods in Network Security

Authors: Jiawei Zhao, Rahat Masood, Suranga Seneviratne | Published: 2020-05-07
マルウェア分類
検出手法の分析
特徴抽出手法

Mind the Gap: On Bridging the Semantic Gap between Machine Learning and Information Security

Authors: Michael R. Smith, Nicholas T. Johnson, Joe B. Ingram, Armida J. Carbajal, Ramyaa Ramyaa, Evelyn Domschot, Christopher C. Lamb, Stephen J. Verzi, W. Philip Kegelmeyer | Published: 2020-05-04
ポイズニング
マルウェア分類
機械学習の役割