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Authors whose works are in public domain in at least one jurisdiction

List of works by Volkan Cevher

A Universal Primal-Dual Convex Optimization Framework

scientific article published in January 2015

Active Learning of Multi-Index Function Models

scientific article published in January 2012

Adversarially Robust Optimization with Gaussian Processes

An Inexact Augmented Lagrangian Framework for Nonconvex Optimization with Nonlinear Constraints

An Efficient Streaming Algorithm for the Submodular Cover Problem

scientific article published in January 2016

Constrained convex minimization via model-based excessive gap

scientific article published in January 2014

Fast and Provable ADMM for Learning with Generative Priors

Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data

scientific article published in January 2017

Greedy Dictionary Selection for Sparse Representation

High-Dimensional Gaussian Process Bandits

Learning Low-Dimensional Signal Models: A Bayesian approach based on incomplete measurements

scientific article published on March 2011

Learning with Compressible Priors

scientific article published in January 2009

Learning-Based Compressive MRI

scientific article published on 01 June 2018

Mirrored Langevin Dynamics

article

On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems

scientific article published in November 2020

Online Adaptive Methods, Universality and Acceleration

Phase Transitions in the Pooled Data Problem

scientific article published in January 2017

Preconditioned Spectral Descent for Deep Learning

scholarly article by David E. Carlson et al published 2015 in Advances in Neural Information Processing Systems 28

Robust Reinforcement Learning via Adversarial training with Langevin Dynamics

scholarly article by Parameswaran Kamalaruban et al published November 2020 in Advances in Neural Information Processing Systems 33

Smooth Primal-Dual Coordinate Descent Algorithms for Nonsmooth Convex Optimization

scientific article published in January 2017

Sparse Signal Recovery Using Markov Random Fields

Stochastic Frank-Wolfe for Composite Convex Minimization

Stochastic Three-Composite Convex Minimization

scientific article published in January 2016

Streaming Robust Submodular Maximization: A Partitioned Thresholding Approach

scientific article published in January 2017

Time--Data Tradeoffs by Aggressive Smoothing

scientific article published in January 2014

Truncated Variance Reduction: A Unified Approach to Bayesian Optimization and Level-Set Estimation

scientific article published in January 2016

UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization

article by Ali Kavis et al published 2019 in Advances in Neural Information Processing Systems 32