To convexify or not? Regression with clustering penalties on graphs. - Marwa El Halabi; Luca Baldassarre; Volkan Cevher (CAMSAP, 2013)

Map estimation for Bayesian mixture models with submodular priors. - Marwa El Halabi; Luca Baldassarre; Volkan Cevher (MLSP, 2014)

A totally unimodular view of structured sparsity. - Marwa El Halabi; Volkan Cevher (AISTATS, 2015)

Structured Sparsity: Discrete and Convex approaches. - Anastasios Kyrillidis; Luca Baldassarre; Marwa El Halabi; Quoc Tran-Dinh; Volkan Cevher (CoRR, 2015)

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 (ICASSP, 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 (NIPS, 2016)

Combinatorial Penalties: Which structures are preserved by convex relaxations? - Marwa El Halabi; Francis R. Bach; Volkan Cevher (AISTATS, 2018)

Learning with Structured Sparsity: From Discrete to Convex and Back. - Marwa El Halabi (2018)

Minimizing approximately submodular functions. - Marwa El Halabi; Stefanie Jegelka (CoRR, 2019)

Optimal approximation for unconstrained non-submodular minimization. - Marwa El Halabi; Stefanie Jegelka (ICML, 2020)

Fairness in Streaming Submodular Maximization: Algorithms and Hardness. - Marwa El Halabi; Slobodan Mitrovic; Ashkan Norouzi-Fard; Jakab Tardos; Jakub Tarnawski (NeurIPS, 2020)

Data-Efficient Structured Pruning via Submodular Optimization. - Marwa El Halabi; Suraj Srinivas; Simon Lacoste-Julien (NeurIPS, 2022)

Fairness in Streaming Submodular Maximization over a Matroid Constraint. - Marwa El Halabi; Federico Fusco 001; Ashkan Norouzi-Fard; Jakab Tardos; Jakub Tarnawski (ICML, 2023)

Difference of submodular minimization via DC programming. - Marwa El Halabi; George Orfanides; Tim Hoheisel (ICML, 2023)

Fairness in Submodular Maximization over a Matroid Constraint. - Marwa El Halabi; Jakub Tarnawski; Ashkan Norouzi-Fard; Thuy-Duong Vuong (AISTATS, 2024)

LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging. - Jinuk Kim; Marwa El Halabi; Mingi Ji; Hyun Oh Song (ICML, 2024)

GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance. - Jinuk Kim; Marwa El Halabi; Wonpyo Park; Clemens JS Schaefer; Deokjae Lee; Yeonhong Park; Jae W. Lee; Hyun Oh Song (CoRR, 2025)

Discrete and Continuous Difference of Submodular Minimization. - George Orfanides; Tim Hoheisel; Marwa El Halabi (CoRR, 2025)