深層強化学習

DRL-GAN: A Hybrid Approach for Binary and Multiclass Network Intrusion Detection

Authors: Caroline Strickland, Chandrika Saha, Muhammad Zakar, Sareh Nejad, Noshin Tasnim, Daniel Lizotte, Anwar Haque | Published: 2023-01-05
DoS攻撃
トレーニングデータ生成
深層強化学習

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

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

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

Automating Privilege Escalation with Deep Reinforcement Learning

Authors: Kalle Kujanpää, Willie Victor, Alexander Ilin | Published: 2021-10-04
サイバーセキュリティ
深層強化学習
特権昇格

RAIDER: Reinforcement-aided Spear Phishing Detector

Authors: Keelan Evans, Alsharif Abuadbba, Tingmin Wu, Kristen Moore, Mohiuddin Ahmed, Ganna Pogrebna, Surya Nepal, Mike Johnstone | Published: 2021-05-17 | Updated: 2023-01-03
フィッシング攻撃
深層強化学習
特徴選択手法

Federated Quantum Machine Learning

Authors: Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-22
深層強化学習
連合学習
量子ニューラルネットワーク

Goal-directed Generation of Discrete Structures with Conditional Generative Models

Authors: Amina Mollaysa, Brooks Paige, Alexandros Kalousis | Published: 2020-10-05 | Updated: 2020-10-23
条件モニタリング
深層学習
深層強化学習

Finding Effective Security Strategies through Reinforcement Learning and Self-Play

Authors: Kim Hammar, Rolf Stadler | Published: 2020-09-17 | Updated: 2020-10-04
ゲーム理論
深層強化学習
脆弱性分析

Multimodal Safety-Critical Scenarios Generation for Decision-Making Algorithms Evaluation

Authors: Wenhao Ding, Baiming Chen, Bo Li, Kim Ji Eun, Ding Zhao | Published: 2020-09-16 | Updated: 2020-12-26
データ生成
性能評価指標
深層強化学習