The published version of “Statistical guarantees for regularized neural networks” can now be found
here.

The published versions of our papers “Tuning-free ridge estimators for high-dimensional generalized linear models” and “Integrating additional knowledge into the estimation of graphical models” are now accessible online
here and here, respectively.

Our paper “Aggregating Knockoffs for False Discovery Rate Control with an Application to Gut Microbiome Data” has now been published. Congratulations again to Fang!

Our paper “Inference for high-dimensional instrumental variables regression” has now been published. Congratulations again to David and Jing!

Our paper “Tuning parameter calibration for
l1-regularized logistic regression” has now been published in the Journal of Statistical Planning and Inference.

Our paper “Prediction error bounds for linear regression with the TREX” has now been published in Test.

Our paper on oracle inequalities is now published in Bernoulli 2019, Vol. 25, No. 2, 1225-1255. The weblink is here.

Our paper “Maximum regularized likelihood estimators: A general prediction theory and applications” has now been published here.

Our paper “Non-Convex Global Minimization and False Discovery Rate Control for the TREX” has now been published here. The arXiv version can still be found here.