Marwa El Halabi

According to our database, Marwa El Halabi authored at least 15 papers between 2013 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Fairness in Submodular Maximization over a Matroid Constraint.

Marwa El Halabi, Jakub Tarnawski, Ashkan Norouzi-Fard, Thuy-Duong Vuong

CoRR, 2023

Difference of submodular minimization via DC programming.

Marwa El Halabi, George Orfanides, Tim Hoheisel

Proceedings of the International Conference on Machine Learning, 2023

Fairness in Streaming Submodular Maximization over a Matroid Constraint.

Marwa El Halabi, Federico Fusco, Ashkan Norouzi-Fard, Jakab Tardos, Jakub Tarnawski

Proceedings of the International Conference on Machine Learning, 2023

2022

Data-Efficient Structured Pruning via Submodular Optimization.

Marwa El Halabi, Suraj Srinivas, Simon Lacoste-Julien

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2020

Fairness in Streaming Submodular Maximization: Algorithms and Hardness.

Marwa El Halabi, Slobodan Mitrovic, Ashkan Norouzi-Fard, Jakab Tardos, Jakub Tarnawski

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Optimal approximation for unconstrained non-submodular minimization.

Marwa El Halabi, Stefanie Jegelka

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Minimizing approximately submodular functions.

Marwa El Halabi, Stefanie Jegelka

CoRR, 2019

2018

Learning with Structured Sparsity: From Discrete to Convex and Back.

Marwa El Halabi

PhD thesis, 2018

Combinatorial Penalties: Which structures are preserved by convex relaxations?

Marwa El Halabi, Francis R. Bach, Volkan Cevher

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2016

An Efficient Streaming Algorithm for the Submodular Cover Problem.

Ashkan Norouzi-Fard, Abbas Bazzi, Ilija Bogunovic, Marwa El Halabi, Ya-Ping Hsieh, Volkan Cevher

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Frank-Wolfe works for non-Lipschitz continuous gradient objectives: Scalable poisson phase retrieval.

Gergely Ódor, Yen-Huan Li, Alp Yurtsever, Ya-Ping Hsieh, Quoc Tran-Dinh, Marwa El Halabi, Volkan Cevher

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

Structured Sparsity: Discrete and Convex approaches.

Anastasios Kyrillidis, Luca Baldassarre, Marwa El Halabi, Quoc Tran-Dinh, Volkan Cevher

CoRR, 2015

A totally unimodular view of structured sparsity.

Marwa El Halabi, Volkan Cevher

Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015

2014

Map estimation for Bayesian mixture models with submodular priors.

Marwa El Halabi, Luca Baldassarre, Volkan Cevher

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014

2013

To convexify or not? Regression with clustering penalties on graphs.

Marwa El Halabi, Luca Baldassarre, Volkan Cevher

Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013