Environment poisoning in reinforcement learning: attacks and resilience

• Main Author: Xu, Hang
• Other Authors: Zinovi Rabinovich
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/164969
• Institution: Nanyang Technological University

As Reinforcement Learning (RL) systems have been widely adopted in real-world applications, the security of these systems has become increasingly significant. Thus, it is essential to protect RL systems against a variety of adversarial attacks. Of these attacks, a training-time attack is considered...