30 citations · 148 across the 30 of their papers we have counts for
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cs.LG2023★ 2 cited
Generalization Guarantees of Gradient Descent for Multi-Layer Neural Networks
Puyu Wang, Yunwen Lei, Di Wang +2
Recently, significant progress has been made in understanding the generalization of neural networks (NNs) trained by gradient descent (GD) using the algorithmic stability approach.…
cs.LG2023★ 1 cited
Generalization Analysis for Contrastive Representation Learning
Yunwen Lei, Tianbao Yang, Yiming Ying +1
Recently, contrastive learning has found impressive success in advancing the state of the art in solving various machine learning tasks. However, the existing generalization analys…