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cs.LG2023
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…
cs.LG2021★ 5 cited
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…