8 citations · 10 across the 3 of their papers we have counts for
3 papers
cs.MA2024
Camouflage Adversarial Attacks on Multiple Agent Systems
Ziqing Lu, Guanlin Liu, Lifeng Lai +1
The multi-agent reinforcement learning systems (MARL) based on the Markov decision process (MDP) have emerged in many critical applications. To improve the robustness/defense of MA…
cs.LG2023★ 8 cited
Efficient Adversarial Attacks on Online Multi-agent Reinforcement Learning
Guanlin Liu, Lifeng Lai
Due to the broad range of applications of multi-agent reinforcement learning (MARL), understanding the effects of adversarial attacks against MARL model is essential for the safe a…
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…