Deep Reinforcement Learning

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 Attack
Training Data Generation
Deep Reinforcement Learning
2023.01.05 2025.05.28
Literature Database

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

Authors: Hooman Alavizadeh, Julian Jang-Jaccard, Hootan Alavizadeh | Published: 2021-11-27
Malware Detection Method
Reinforcement Learning
Deep Reinforcement Learning
2021.11.27 2025.05.28
Literature Database

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
Reinforcement Learning
Adversarial attack
Deep Reinforcement Learning
2021.11.23 2025.05.28
Literature Database

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
Malware Detection Method
Reinforcement Learning
Deep Reinforcement Learning
2021.11.18 2025.05.28
Literature Database

Automating Privilege Escalation with Deep Reinforcement Learning

Authors: Kalle Kujanpää, Willie Victor, Alexander Ilin | Published: 2021-10-04
Cybersecurity
Deep Reinforcement Learning
Privilege Escalation
2021.10.04 2025.05.28
Literature Database

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
Phishing Attack
Deep Reinforcement Learning
Feature Selection Method
2021.05.17 2025.05.28
Literature Database

Federated Quantum Machine Learning

Authors: Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-22
Deep Reinforcement Learning
Federated Learning
Quantum Neural Network
2021.03.22 2025.05.28
Literature Database

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
Condition Monitoring
Deep Learning
Deep Reinforcement Learning
2020.10.05 2025.05.28
Literature Database

Finding Effective Security Strategies through Reinforcement Learning and Self-Play

Authors: Kim Hammar, Rolf Stadler | Published: 2020-09-17 | Updated: 2020-10-04
Game Theory
Deep Reinforcement Learning
Vulnerability Analysis
2020.09.17 2025.05.28
Literature Database

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
Data Generation
Performance Evaluation Metrics
Deep Reinforcement Learning
2020.09.16 2025.05.28
Literature Database
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