37 citations · 151 across the 13 of their papers we have counts for
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cs.LG2021★ 5 cited
Measuring Generalization with Optimal Transport
Ching-Yao Chuang, Youssef Mroueh, Kristjan Greenewald +2
Understanding the generalization of deep neural networks is one of the most important tasks in deep learning. Although much progress has been made, theoretical error bounds still o…
cs.LG2021★ 11 cited
Fair Mixup: Fairness via Interpolation
Ching-Yao Chuang, Youssef Mroueh
Training classifiers under fairness constraints such as group fairness, regularizes the disparities of predictions between the groups. Nevertheless, even though the constraints are…