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Exploiting the Curvature of Feasible Sets for Faster Projection-Free Online Learning

Pre-print 2022

Efficient Projection-Free Online Convex Optimization with Membership Oracle

COLT 2022

Risk-Monotonicity in Statistical Learning

NeurIPS 2021 (Oral Presentation${}^{\dagger}$)

Risk-Monotonicity via Distributional Robustness

Pre-print 2020

Learning the Linear Quadratic Regulator from Nonlinear Observations

NeurIPS 2020

Lipschitz and Comparator-Norm Adaptivity in Online Learning

COLT 2020

PAC-Bayesian Bound for the Conditional Value at Risk

NeurIPS 2020 (Spotlight Presentation${}^{\star}$)

Lipschitz Adaptivity with Multiple Learning Rates in Online Learning

COLT 2019

PAC-Bayes Un-Expected Bernstein Inequality

NeurIPS 2019

Geometry Aware Constrained Optimization Techniques for Deep Learning

CVPR 2018