Global Analysis of Expectation Maximization for Mixtures of Two Gaussians. - Ji Xu 003; Daniel J. Hsu; Arian Maleki (NIPS, 2016)

Approximate message passing for amplitude based optimization. - Junjie Ma 001; Ji Xu 003; Arian Maleki (ICML, 2018)

Benefits of over-parameterization with EM. - Ji Xu 003; Daniel J. Hsu; Arian Maleki (NeurIPS, 2018)

Optimization-based AMP for Phase Retrieval: The Impact of Initialization and 𝓁2-regularization. - Junjie Ma 001; Ji Xu 003; Arian Maleki (CoRR, 2018)

On the number of variables to use in principal component regression. - Ji Xu 003; Daniel J. Hsu (NeurIPS, 2019)

Consistent Risk Estimation in High-Dimensional Linear Regression. - Ji Xu 003; Arian Maleki; Kamiar Rahnama Rad (CoRR, 2019)

How many variables should be entered in a principal component regression equation? - Ji Xu 003; Daniel Hsu 001 (CoRR, 2019)

Optimization-Based AMP for Phase Retrieval: The Impact of Initialization and $ ell_{2}$ Regularization. - Junjie Ma 001; Ji Xu 003; Arian Maleki (IEEE Trans. Inf. Theory, 2019)

Two Models of Double Descent for Weak Features. - Mikhail Belkin; Daniel Hsu 001; Ji Xu 003 (SIAM J. Math. Data Sci., 2020)

A Geometric Approach to Dynamical System: Global Analysis for Non-Convex Optimization. - Ji Xu 003 (2020)

On the proliferation of support vectors in high dimensions. - Daniel Hsu 001; Vidya Muthukumar; Ji Xu 003 (AISTATS, 2021)

Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model. - Junjie Ma 001; Ji Xu 003; Arian Maleki (NeurIPS, 2021)

Impact of the Sensing Spectrum on Signal Recovery in Generalized Linear Models. - Junjie Ma 001; Ji Xu 003; Arian Maleki (CoRR, 2021)

Spectral Method for Phase Retrieval: An Expectation Propagation Perspective. - Junjie Ma 001; Rishabh Dudeja; Ji Xu 003; Arian Maleki; Xiaodong Wang 001 (IEEE Trans. Inf. Theory, 2021)

Consistent Risk Estimation in Moderately High-Dimensional Linear Regression. - Ji Xu 003; Arian Maleki; Kamiar Rahnama Rad; Daniel Hsu 001 (IEEE Trans. Inf. Theory, 2021)

Toward Designing Optimal Sensing Matrices for Generalized Linear Inverse Problems. - Junjie Ma 001; Ji Xu 003; Arian Maleki (IEEE Trans. Inf. Theory, 2024)