Publications

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. Controlling Unknown Linear Dynamics with Bounded Multiplicative Regret. Under review., 2021.

Preprint Project

. Projection-free nonconvex stochastic optimization on Riemannian manifolds. IMA Journal of Numerical Analysis, 2021.

Preprint PDF Project

. On Geometric Optimization, Learning and Control. PhD Thesis, Princeton University., 2021.

PDF

. Optimal control with learning on the fly. Rev. Mat. Iberoamericana, 2021.

Preprint

. Robust Large-Margin Learning in Hyperbolic Space. NeurIPS, 2020.

Preprint PDF Project

. Exploration of the sputum methylome and omics deconvolution by quadratic programming in molecular profiling of asthma and COPD: the road to sputum omics 2.0. In Respiratory Research, 2020.

PDF

. Forman's Ricci curvature - From networks to hypernetworks. In Compl. Nets., 2019.

Preprint PDF

. Detecting the Coarse Geometry of Networks. In NeurIPS R2L, 2018.

Preprint PDF Project Poster

. Coarse Geometry of Evolving Networks. In J. Compl. Net., 2018.

Preprint PDF Project

. Discrete Curvatures and Network Analysis. In MATCH, 2018.

PDF Project

. Riemannian Optimization via Frank-Wolfe Methods. Under Review (Journal), 2017.

Preprint Code Project

. Curvature-based Methods for Brain Network Analysis. Technical Report, 2017.

Preprint Project

. EGAD: Ultra-fast Functional Analysis of Gene Networks. In Bioinformatics, 2016.

Preprint PDF Code