36 citations · 67 across the 9 of their papers we have counts for
Showing 2022Show all
3 papers · 1 filter
cs.LG2022★ 3 cited
Behavior Prior Representation learning for Offline Reinforcement Learning
Hongyu Zang, Xin Li, Jie Yu +4
Offline reinforcement learning (RL) struggles in environments with rich and noisy inputs, where the agent only has access to a fixed dataset without environment interactions. Past…
cs.LG2022
Fast Adversarial Training with Adaptive Step Size
Zhichao Huang, Yanbo Fan, Chen Liu +5
While adversarial training and its variants have shown to be the most effective algorithms to defend against adversarial attacks, their extremely slow training process makes it har…
cs.LG2022
Robust Binary Models by Pruning Randomly-initialized Networks
Chen Liu, Ziqi Zhao, Sabine Süsstrunk +1
Robustness to adversarial attacks was shown to require a larger model capacity, and thus a larger memory footprint. In this paper, we introduce an approach to obtain robust yet com…