Publications

. Just Interpolate: Kernel ''Ridgeless'' Regression Can Generalize. The Annals of Statistics, to appear, 2019.

Preprint PDF Project Project Project

. Statistical Inference for the Population Landscape via Moment Adjusted Stochastic Gradients. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 2019.

Preprint PDF Project Project

. Interaction Matters: A Note on Non-asymptotic Local Convergence of Generative Adversarial Networks. International Conference on Artificial Intelligence and Statistics (AISTATS), 2019.

Preprint PDF Project Project

. Fisher-Rao Metric, Geometry, and Complexity of Neural Networks. International Conference on Artificial Intelligence and Statistics (AISTATS), 2019.

Preprint PDF Project Project Blog

. Adaptive Feature Selection: Computationally Efficient Online Sparse Linear Regression under RIP. International Conference on Machine Learning (ICML), 2017.

Preprint PDF Project Project

. Computational and Statistical Boundaries for Submatrix Localization in a Large Noisy Matrix. The Annals of Statistics, 2017.

Preprint PDF Project

. On Detection and Structural Reconstruction of Small-World Random Networks. IEEE Transactions on Network Science and Engineering, 2017.

Preprint PDF Project

. Geometric Inference for General High-Dimensional Linear Inverse Problems. The Annals of Statistics, 2016.

Preprint PDF Project

. Learning with Square Loss: Localization through Offset Rademacher Complexity. Conference on Learning Theory (COLT), 2015.

Preprint PDF Project

. Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions. Conference on Learning Theory (COLT), 2015.

Preprint PDF Project

Teaching

Booth:

Wharton:

  • 622 (MBA): Advanced Quantitative Modeling: Spring 15, Spring 14

Awards

  • George C. Tiao Faculty Fellowship, 2017-2018
    for research in computational and data science

  • J. Parker Memorial Bursk Award, 2016
    for excellence in research

  • US Junior Oberwolfach Fellow, 2015

  • Winkelman Fellowship, 2014-2017
    the highest honorific fellowship awarded by the Wharton School

Workshops & Talks

More Talks

UChicago
May 1, 2019 12:00 AM
CREST
Mar 25, 2019 12:00 AM
DALI
Jan 5, 2019 12:00 AM
Tsinghua
Dec 21, 2018 11:00 AM
Duke
Sep 26, 2018 12:00 PM
KTH
Jul 6, 2018 8:00 AM

Contact