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Consistency analysis of bilevel data-driven learning in inverse problems

Jul 06, 2020
Neil K. Chada, Claudia Schillings, Xin T. Tong, Simon Weissmann

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Dimension Independent Generalization Error with Regularized Online Optimization

Mar 25, 2020
Xi Chen, Qiang Liu, Xin T. Tong

* 47 pages, 2 figures 

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Replica Exchange for Non-Convex Optimization

Jan 23, 2020
Jing Dong, Xin T. Tong

* 42 pages, 8 figures 

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Hitting Time of Stochastic Gradient Langevin Dynamics to Stationary Points: A Direct Analysis

May 29, 2019
Xi Chen, Simon S. Du, Xin T. Tong

* 31 pages 

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Statistical Inference for Model Parameters in Stochastic Gradient Descent

Oct 27, 2016
Xi Chen, Jason D. Lee, Xin T. Tong, Yichen Zhang

* 60 pages 

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