Publications
Frank-Wolfe meets Shapley-Folkman: a systematic approach for solving nonconvex separable problems with linear constraints
Benjamin Dubois-Taine, Alexandre d'Aspremont, ArXiv, 2024. [Paper][code]
Iteratively Reweighted Least Squares for Phase Unwrapping
Benjamin Dubois-Taine, Roland Akiki, Alexandre d'Aspremont, ArXiv, 2024. [Paper][code]
Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization
Benjamin Dubois-Taine, Francis Bach, Quentin Berthet, Adrien Taylor, NeurIPS, 2022. [Paper][code]
Towards Noise-adaptive, Problem-adaptive Stochastic Gradient Descent
Sharan Vaswani, Benjamin Dubois-Taine, Reza Babanezhad, ICML (Long Presentation), 2022. [Paper]
SVRG meets AdaGrad: Painless Variance Reduction
Benjamin Dubois-Taine*, Sharan Vaswani*, Reza Babanezhad, Mark Schmidt, Simon Lacoste-Julien, ECML, 2022. [Paper][code]
