Defense Against Reward Poisoning Attacks in Reinforcement Learning

Kiarash Banihashem, Adish Singla, Goran Radanovic

We study defense strategies against reward poisoning attacks in reinforcement learning. As a threat model, we consider attacks that minimally alter rewards to make the attacker's t…