85 citations · 136 across the 33 of their papers we have counts for
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cs.LG2023★ 3 cited
Confidence Estimation Using Unlabeled Data
Chen Li, Xiaoling Hu, Chao Chen
Overconfidence is a common issue for deep neural networks, limiting their deployment in real-world applications. To better estimate confidence, existing methods mostly focus on ful…
cs.LG2022★ 1 cited
A Manifold View of Adversarial Risk
Wenjia Zhang, Yikai Zhang, Xiaoling Hu +3
The adversarial risk of a machine learning model has been widely studied. Most previous works assume that the data lies in the whole ambient space. We propose to take a new angle a…