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Papers
Simplex Constrained Sparse Optimization via Tail Screening
JMLR 2025
A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix Estimation
ICML 2022
Additive Nonlinear Quantile Regression in Ultra-high Dimension
JMLR 2022
Adaptive Rates for Total Variation Image Denoising
JMLR 2020
Sparse Extreme Multi-label Learning with Oracle Property
ICML 2019
Variable Selection via Penalized Neural Network: a Drop-Out-One Loss Approach
ICML 2018
Group Sparse Optimization via lp,q Regularization
JMLR 2017
An Error Bound for L1-norm Support Vector Machine Coefficients in Ultra-high Dimension
JMLR 2016
Precision Matrix Estimation in High Dimensional Gaussian Graphical Models with Faster Rates
AISTATS 2016
Towards Faster Rates and Oracle Property for Low-Rank Matrix Estimation
ICML 2016
Sparse PCA with Oracle Property
NeurIPS 2014
Sparse Additive Machine
AISTATS 2012
Variable Selection in High-dimensional Varying-coefficient Models with Global Optimality
JMLR 2012