文献データベース

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

The Geometry of Adversarial Training in Binary Classification

Authors: Leon Bungert, Nicolás García Trillos, Ryan Murray | Published: 2021-11-26 | Updated: 2022-08-01
敵対的攻撃
正則化
非局所変分正則化

Needle in a Haystack: Detecting Subtle Malicious Edits to Additive Manufacturing G-code Files

Authors: Caleb Beckwith, Harsh Sankar Naicker, Svara Mehta, Viba R. Udupa, Nghia Tri Nim, Varun Gadre, Hammond Pearce, Gary Mac, Nikhil Gupta | Published: 2021-11-24
データセット評価
データ整合性制約
機械学習の応用

xFuzz: Machine Learning Guided Cross-Contract Fuzzing

Authors: Yinxing Xue, Jiaming Ye, Wei Zhang, Jun Sun, Lei Ma, Haijun Wang, Jianjun Zhao | Published: 2021-11-24 | Updated: 2022-06-30
スマートコントラクト
脆弱性管理
静的分析

Fixed Points in Cyber Space: Rethinking Optimal Evasion Attacks in the Age of AI-NIDS

Authors: Christian Schroeder de Witt, Yongchao Huang, Philip H. S. Torr, Martin Strohmeier | Published: 2021-11-23
強化学習
敵対的攻撃
深層強化学習

Node-Level Differentially Private Graph Neural Networks

Authors: Ameya Daigavane, Gagan Madan, Aditya Sinha, Abhradeep Guha Thakurta, Gaurav Aggarwal, Prateek Jain | Published: 2021-11-23 | Updated: 2022-08-26
DP-SGD
グラフ表現学習
プライバシーリスク管理

Is this IoT Device Likely to be Secure? Risk Score Prediction for IoT Devices Using Gradient Boosting Machines

Authors: Carlos A. Rivera Alvarez, Arash Shaghaghi, David D. Nguyen, Salil S. Kanhere | Published: 2021-11-23
データセット評価
モデル選択手法
リスク評価手法