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Local convexity of the TAP free energy and AMP convergence for Z2-synchronization


Jun 21, 2021
Michael Celentano, Zhou Fan, Song Mei

* 56 pages 

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Empirical Bayes PCA in high dimensions


Dec 21, 2020
Xinyi Zhong, Chang Su, Zhou Fan


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Spectra of the Conjugate Kernel and Neural Tangent Kernel for linear-width neural networks


Jun 02, 2020
Zhou Fan, Zhichao Wang

* v2: Add training example for CIFAR-10. Clarify description of numerical fixed-point algorithm. Fix minor errors, typos, and notational inconsistencies 

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Tree-Projected Gradient Descent for Estimating Gradient-Sparse Parameters on Graphs


May 31, 2020
Sheng Xu, Zhou Fan, Sahand Negahban


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Spectral Graph Matching and Regularized Quadratic Relaxations II: Erdős-Rényi Graphs and Universality


Jul 20, 2019
Zhou Fan, Cheng Mao, Yihong Wu, Jiaming Xu


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Spectral Graph Matching and Regularized Quadratic Relaxations I: The Gaussian Model


Jul 20, 2019
Zhou Fan, Cheng Mao, Yihong Wu, Jiaming Xu


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Surfing: Iterative optimization over incrementally trained deep networks


Jul 19, 2019
Ganlin Song, Zhou Fan, John Lafferty


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Iterative Alpha Expansion for estimating gradient-sparse signals from linear measurements


May 15, 2019
Sheng Xu, Zhou Fan


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Hybrid Actor-Critic Reinforcement Learning in Parameterized Action Space


Mar 04, 2019
Zhou Fan, Rui Su, Weinan Zhang, Yong Yu


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How Well Do Local Algorithms Solve Semidefinite Programs?


Oct 17, 2016
Zhou Fan, Andrea Montanari

* 48 pages, 1 pdf figure 

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