Estimation with Norm Regularization. - Arindam Banerjee 001; Sheng Chen 014; Farideh Fazayeli; Vidyashankar Sivakumar (NIPS, 2014)

Generalized Dantzig Selector: Application to the k-support norm. - Soumyadeep Chatterjee; Sheng Chen 014; Arindam Banerjee 001 (NIPS, 2014)

One-bit Compressed Sensing with the k-Support Norm. - Sheng Chen 014; Arindam Banerjee 001 (AISTATS, 2015)

Open Problem: Restricted Eigenvalue Condition for Heavy Tailed Designs. - Arindam Banerjee 001; Sheng Chen 014; Vidyashankar Sivakumar (COLT, 2015)

Structured Estimation with Atomic Norms: General Bounds and Applications. - Sheng Chen 014; Arindam Banerjee 001 (NIPS, 2015)

Structured Matrix Recovery via the Generalized Dantzig Selector. - Sheng Chen 014; Arindam Banerjee 001 (NIPS, 2016)

Robust Structured Estimation with Single-Index Models. - Sheng Chen 014; Arindam Banerjee 001 (ICML, 2017)

Alternating Estimation for Structured High-Dimensional Multi-Response Models. - Sheng Chen 014; Arindam Banerjee 001 (NIPS, 2017)

Sparse Linear Isotonic Models. - Sheng Chen 014; Arindam Banerjee 001 (AISTATS, 2018)

An Improved Analysis of Alternating Minimization for Structured Multi-Response Regression. - Sheng Chen 014; Arindam Banerjee 001 (NeurIPS, 2018)

Stable Gradient Descent. - Yingxue Zhou; Sheng Chen 014; Arindam Banerjee 001 (UAI, 2018)