39 citations · 124 across the 17 of their papers we have counts for
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cs.LG2023
On the Equivalence between Implicit and Explicit Neural Networks: A High-dimensional Viewpoint
Zenan Ling, Zhenyu Liao, Robert C. Qiu
Implicit neural networks have demonstrated remarkable success in various tasks. However, there is a lack of theoretical analysis of the connections and differences between implicit…
cs.LG2018★ 4 cited
A Geometric Approach of Gradient Descent Algorithms in Linear Neural Networks
Yacine Chitour, Zhenyu Liao, Romain Couillet
In this paper, we propose a geometric framework to analyze the convergence properties of gradient descent trajectories in the context of linear neural networks. We translate a well…