| 2025 | ICML | GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance. | Jinuk Kim, Marwa El Halabi, Wonpyo Park, Clemens J. S. Schaefer, Deokjae Lee, Yeonhong Park, Jae W. Lee, Hyun Oh Song |
| 2025 | ICML | Discrete and Continuous Difference of Submodular Minimization. | George Orfanides, Tim Hoheisel, Marwa El Halabi |
| 2024 | AISTATS | Fairness in Submodular Maximization over a Matroid Constraint. | Marwa El Halabi, Jakub Tarnawski, Ashkan Norouzi-Fard, Thuy-Duong Vuong |
| 2024 | ICML | LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging. | Jinuk Kim, Marwa El Halabi, Mingi Ji, Hyun Oh Song |
| 2023 | ICML | Fairness in Streaming Submodular Maximization over a Matroid Constraint. | Marwa El Halabi, Federico Fusco, Ashkan Norouzi-Fard, Jakab Tardos, Jakub Tarnawski |
| 2023 | ICML | Difference of submodular minimization via DC programming. | Marwa El Halabi, George Orfanides, Tim Hoheisel |
| 2020 | ICML | Optimal approximation for unconstrained non-submodular minimization. | Marwa El Halabi, Stefanie Jegelka |
| 2018 | AISTATS | Combinatorial Penalties: Which structures are preserved by convex relaxations? | Marwa El Halabi, Francis R. Bach, Volkan Cevher |
| 2016 | ICASSP | Frank-Wolfe works for non-Lipschitz continuous gradient objectives: Scalable poisson phase retrieval. | Gergely dor, Yen-Huan Li, Alp Yurtsever, Ya-Ping Hsieh, Quoc Tran-Dinh, Marwa El Halabi, Volkan Cevher |
| 2015 | AISTATS | A totally unimodular view of structured sparsity. | Marwa El Halabi, Volkan Cevher |