36 citations · 77 across the 14 of their papers we have counts for
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cs.LG2023
Differentially Private Non-convex Learning for Multi-layer Neural Networks
Hanpu Shen, Cheng-Long Wang, Zihang Xiang +2
This paper focuses on the problem of Differentially Private Stochastic Optimization for (multi-layer) fully connected neural networks with a single output node. In the first part,…
cs.LG2023★ 3 cited
On Penalty-based Bilevel Gradient Descent Method
Han Shen, Quan Xiao, Tianyi Chen
Bilevel optimization enjoys a wide range of applications in emerging machine learning and signal processing problems such as hyper-parameter optimization, image reconstruction, met…