13 citations · 15 across the 2 of their papers we have counts for
2 papers
cs.LG2021★ 2 cited
Efficient Action Poisoning Attacks on Linear Contextual Bandits
Guanlin Liu, Lifeng Lai
Contextual bandit algorithms have many applicants in a variety of scenarios. In order to develop trustworthy contextual bandit systems, understanding the impacts of various adversa…
cs.LG2021★ 13 cited
Provably Efficient Black-Box Action Poisoning Attacks Against Reinforcement Learning
Guanlin Liu, Lifeng Lai
Due to the broad range of applications of reinforcement learning (RL), understanding the effects of adversarial attacks against RL model is essential for the safe applications of t…