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Volkan Cevher

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Volkan Cevher

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Overlapping Multi-Bandit Best Arm Identification

Efficient learning of smooth probability functions from Bernoulli tests with guarantees.

Robust Maximization of Non-Submodular Objectives

Let’s be honest: An optimal no-regret framework for zero-sum games

Stochastic Three-Composite Convex Minimization with a Linear Operator

A Non-Euclidean Gradient Descent Framework for Non-Convex Matrix Factorization

Chemical machine learning with kernels: The key impact of loss functions

Optimal Rates of Sketched-regularized Algorithms for Least-Squares Regression over Hilbert Spaces

Optimal Convergence for Distributed Learning with Stochastic Gradient Methods and Spectral Algorithms

Optimal Rates for Spectral Algorithms with Least-Squares Regression over Hilbert Spaces