Toxicity of Rewards

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

Action-Manipulation Attacks Against Stochastic Bandits: Attacks and Defense

Authors: Guanlin Liu, Lifeng lai | Published: 2020-02-19 | Updated: 2020-02-21
Robustness Evaluation
Toxicity of Rewards
Behavior Manipulation Attack

Robust Stochastic Bandit Algorithms under Probabilistic Unbounded Adversarial Attack

Authors: Ziwei Guan, Kaiyi Ji, Donald J Bucci Jr, Timothy Y Hu, Joseph Palombo, Michael Liston, Yingbin Liang | Published: 2020-02-17
Game Theory
Convergence Property
Toxicity of Rewards