5 citations · 9 across the 4 of their papers we have counts for
4 papers
PID Control-Based Self-Healing to Improve the Robustness of Large Language Models
Zhuotong Chen, Zihu Wang, Yifan Yang +2
Despite the effectiveness of deep neural networks in numerous natural language processing applications, recent findings have exposed the vulnerability of these language models when…
Asymptotically Fair Participation in Machine Learning Models: an Optimal Control Perspective
Zhuotong Chen, Qianxiao Li, Zheng Zhang
The performance of state-of-the-art machine learning models often deteriorates when testing on demographics that are under-represented in the training dataset. This problem has pre…
Self-Healing Robust Neural Networks via Closed-Loop Control
Zhuotong Chen, Qianxiao Li, Zheng Zhang
Despite the wide applications of neural networks, there have been increasing concerns about their vulnerability issue. While numerous attack and defense techniques have been develo…
Towards Robust Neural Networks via Close-loop Control
Zhuotong Chen, Qianxiao Li, Zheng Zhang
Despite their success in massive engineering applications, deep neural networks are vulnerable to various perturbations due to their black-box nature. Recent study has shown that a…