15 citations · 105 across the 36 of their papers we have counts for
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cs.LG2020★ 14 cited
Vulnerability-Aware Poisoning Mechanism for Online RL with Unknown Dynamics
Yanchao Sun, Da Huo, Furong Huang
Poisoning attacks on Reinforcement Learning (RL) systems could take advantage of RL algorithm's vulnerabilities and cause failure of the learning. However, prior works on poisoning…
cs.LG2020★ 2 cited
TempLe: Learning Template of Transitions for Sample Efficient Multi-task RL
Yanchao Sun, Xiangyu Yin, Furong Huang
Transferring knowledge among various environments is important to efficiently learn multiple tasks online. Most existing methods directly use the previously learned models or previ…
cs.LG2020★ 11 cited
Understanding Generalization in Deep Learning via Tensor Methods
Jingling Li, Yanchao Sun, Jiahao Su +2
Deep neural networks generalize well on unseen data though the number of parameters often far exceeds the number of training examples. Recently proposed complexity measures have pr…