Deep Reinforcement Learning

Adversarial Attacks on Reinforcement Learning based Energy Management Systems of Extended Range Electric Delivery Vehicles

Authors: Pengyue Wang, Yan Li, Shashi Shekhar, William F. Northrop | Published: 2020-06-01
Energy Management
Adversarial Attack Detection
Deep Reinforcement Learning

Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning

Authors: Inaam Ilahi, Muhammad Usama, Junaid Qadir, Muhammad Umar Janjua, Ala Al-Fuqaha, Dinh Thai Hoang, Dusit Niyato | Published: 2020-01-27 | Updated: 2021-09-08
Adversarial Attack Detection
Fundamentals of Machine Learning
Deep Reinforcement Learning

Massif: Interactive Interpretation of Adversarial Attacks on Deep Learning

Authors: Nilaksh Das, Haekyu Park, Zijie J. Wang, Fred Hohman, Robert Firstman, Emily Rogers, Duen Horng Chau | Published: 2020-01-21 | Updated: 2020-02-16
Adversarial Attack Detection
Deep Reinforcement Learning

Pelican: A Deep Residual Network for Network Intrusion Detection

Authors: Peilun Wu, Hui Guo, Nour Moustafa | Published: 2020-01-19 | Updated: 2020-05-08
Network Threat Detection
Machine Learning Method
Deep Reinforcement Learning

Pseudo Random Number Generation: a Reinforcement Learning approach

Authors: Luca Pasqualini, Maurizio Parton | Published: 2019-12-15
Data Generation
Reward Mechanism Design
Deep Reinforcement Learning

Verification of Neural Network Control Policy Under Persistent Adversarial Perturbation

Authors: Yuh-Shyang Wang, Tsui-Wei Weng, Luca Daniel | Published: 2019-08-18
Robustness Improvement Method
Adversarial Example
Deep Reinforcement Learning

Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise

Authors: Senwei Liang, Zhongzhan Huang, Mingfu Liang, Haizhao Yang | Published: 2019-08-12 | Updated: 2019-09-18
Training Method
Deep Reinforcement Learning
Adaptive Misuse Detection

Optimal Attacks on Reinforcement Learning Policies

Authors: Alessio Russo, Alexandre Proutiere | Published: 2019-07-31
Privacy Enhancing Technology
Adversarial Training
Deep Reinforcement Learning

Characterizing Attacks on Deep Reinforcement Learning

Authors: Xinlei Pan, Chaowei Xiao, Warren He, Shuang Yang, Jian Peng, Mingjie Sun, Jinfeng Yi, Zijiang Yang, Mingyan Liu, Bo Li, Dawn Song | Published: 2019-07-21 | Updated: 2022-02-16
Adversarial Attack Detection
Deep Reinforcement Learning
Physical attack

Deep Reinforcement Learning for Cyber Security

Authors: Thanh Thi Nguyen, Vijay Janapa Reddi | Published: 2019-06-13 | Updated: 2021-11-02
Automation of Cybersecurity
Deep Reinforcement Learning
Defense Method