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20162023
most citedClosing the Generalization Gap of Adaptive Gradient Methods in Training Deep Neural Networks

86 citations · 255 across the 20 of their papers we have counts for

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Showing 2017 · stat.MLShow all

2 papers · 2 filters

stat.ML2017★ 16 cited

Global Convergence of Langevin Dynamics Based Algorithms for Nonconvex Optimization

Pan Xu, Jinghui Chen, Difan Zou +1

We present a unified framework to analyze the global convergence of Langevin dynamics based algorithms for nonconvex finite-sum optimization with component functions. At the co…

stat.ML2017★ 13 cited

Robust Wirtinger Flow for Phase Retrieval with Arbitrary Corruption

Jinghui Chen, Lingxiao Wang, Xiao Zhang +1

We consider the robust phase retrieval problem of recovering the unknown signal from the magnitude-only measurements, where the measurements can be contaminated by both sparse arbi…