Reinforcement Learning

Deep Reinforcement Learning based Evasion Generative Adversarial Network for Botnet Detection

Authors: Rizwan Hamid Randhawa, Nauman Aslam, Mohammad Alauthman, Muhammad Khalid, Husnain Rafiq | Published: 2022-10-06
Data Generation
Reinforcement Learning
Deep Learning Method
2022.10.06 2025.05.28
Literature Database

Dap-FL: Federated Learning flourishes by adaptive tuning and secure aggregation

Authors: Qian Chen, Zilong Wang, Jiawei Chen, Haonan Yan, Xiaodong Lin | Published: 2022-06-08
Reinforcement Learning
Deep Learning Method
Federated Learning
2022.06.08 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

Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization

Authors: Bing-Jing Hsieh, Ping-Chun Hsieh, Xi Liu | Published: 2021-06-08
Reinforcement Learning
Optimization Methods
Machine Learning
2021.06.08 2025.05.28
Literature Database

Robust Deep Reinforcement Learning through Adversarial Loss

Authors: Tuomas Oikarinen, Wang Zhang, Alexandre Megretski, Luca Daniel, Tsui-Wei Weng | Published: 2020-08-05 | Updated: 2021-11-10
Poisoning
Reinforcement Learning
Adversarial Example
2020.08.05 2025.05.28
Literature Database

Sparse-RS: a versatile framework for query-efficient sparse black-box adversarial attacks

Authors: Francesco Croce, Maksym Andriushchenko, Naman D. Singh, Nicolas Flammarion, Matthias Hein | Published: 2020-06-23 | Updated: 2022-02-08
Query Generation Method
Reinforcement Learning
Adversarial Attack Methods
2020.06.23 2025.05.28
Literature Database

Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning

Authors: Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiaojin Zhu, Adish Singla | Published: 2020-03-28 | Updated: 2020-08-19
Toxicity of Rewards
Reinforcement Learning
Attack Type
2020.03.28 2025.05.28
Literature Database

SparseIDS: Learning Packet Sampling with Reinforcement Learning

Authors: Maximilian Bachl, Fares Meghdouri, Joachim Fabini, Tanja Zseby | Published: 2020-02-10 | Updated: 2020-05-04
ML-Based IDS
Training Method
Reinforcement Learning
2020.02.10 2025.05.28
Literature Database
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