Marwa El Halabi

12 papers · 2015–2025 · 3 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (5) 🗺️ Taxonomy Completionist (16) 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🏃 Academic Marathon (10) 🧬 Topic Evolution 💎 Century Club (12) ❓ The Questioner

Conferences

ICML (6) AISTATS (3) NIPS (3)

Top co-authors

Ashkan Norouzi-Fard (4) Volkan Cevher (3) Jakab Tardos (2) Jakub Tarnawski (2) Hyun Oh Song (2) George Orfanides (2) Tim Hoheisel (2) Jinuk Kim (2) Clemens Js Schaefer (1) Abbas Bazzi (1)

Keywords

combinatorial optimization (3) approximation algorithm (3) submodular maximization (3) streaming algorithm (3) submodular optimization (2) fair machine learning (2) matroid constraint (2) convex relaxation (2) cardinality constraint (1) dc programming (1) linear programming (1) impossibility result (1) representative selection (1) greedy algorithm (1) approximation guarantee (1) structured sparsity (1) data selection (1) submodular minimization (1) data stream (1) support recovery (1)

Papers

Discrete and Continuous Difference of Submodular Minimization ICML 2025

GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance ICML 2025

LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging ICML 2024

Fairness in Submodular Maximization over a Matroid Constraint AISTATS 2024

Fairness in Streaming Submodular Maximization over a Matroid Constraint ICML 2023

Difference of submodular minimization via DC programming ICML 2023

Data-Efficient Structured Pruning via Submodular Optimization NIPS 2022

Optimal approximation for unconstrained non-submodular minimization ICML 2020

Fairness in Streaming Submodular Maximization: Algorithms and Hardness NIPS 2020

Combinatorial Penalties: Which structures are preserved by convex relaxations? AISTATS 2018

An Efficient Streaming Algorithm for the Submodular Cover Problem NIPS 2016

A totally unimodular view of structured sparsity AISTATS 2015