121 citations · 295 across the 15 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
cs.LG2019★ 43 cited
Policy Poisoning in Batch Reinforcement Learning and Control
Yuzhe Ma, Xuezhou Zhang, Wen Sun +1
We study a security threat to batch reinforcement learning and control where the attacker aims to poison the learned policy. The victim is a reinforcement learner / controller whic…
cs.LG2019★ 18 cited
Online Data Poisoning Attack
Xuezhou Zhang, Xiaojin Zhu, Laurent Lessard
We study data poisoning attacks in the online setting where training items arrive sequentially, and the attacker may perturb the current item to manipulate online learning. Importa…