Hussein Hazimeh

Most-cited papers

How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy
N. Ponomareva, Hussein Hazimeh, Alexey Kurakin, Zheng Xu +5 more
2023Journal of Artificial Intelligence Research324 citations Open access
Semantic Scholar
Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms
Hussein Hazimeh, R. Mazumder
2018Operational Research222 citations Open access
Semantic Scholar
DSelect-k: Differentiable Selection in the Mixture of Experts with Applications to Multi-Task Learning
Hussein Hazimeh, Zhe Zhao, A. Chowdhery, Maheswaran Sathiamoorthy +4 more
2021Neural Information Processing Systems218 citations
Semantic Scholar
Sparse regression at scale: branch-and-bound rooted in first-order optimization
Hussein Hazimeh, R. Mazumder, A. Saab
2020Mathematical programming110 citations Open access
Semantic Scholar
The Tree Ensemble Layer: Differentiability meets Conditional Computation
Hussein Hazimeh, N. Ponomareva, R. Mazumder, Zhenyu Tan +1 more
2020International Conference on Machine Learning100 citations
Semantic Scholar
Scaling Laws for Downstream Task Performance of Large Language Models
Berivan Isik, N. Ponomareva, Hussein Hazimeh, Dimitris Paparas +2 more
2024arXiv.org64 citations
Semantic Scholar
Learning Sparse Classifiers: Continuous and Mixed Integer Optimization Perspectives
A. Dedieu, Hussein Hazimeh, R. Mazumder
2020Journal of machine learning research57 citations
Semantic Scholar
Fast as CHITA: Neural Network Pruning with Combinatorial Optimization
Riade Benbaki, Wenyu Chen, X. Meng, Hussein Hazimeh +3 more
2023International Conference on Machine Learning50 citations Open access
Semantic Scholar
Grouped Variable Selection with Discrete Optimization: Computational and Statistical Perspectives
Hussein Hazimeh, R. Mazumder, P. Radchenko
2021Annals of Statistics39 citations Open access
Semantic Scholar
Scaling Laws for Downstream Task Performance in Machine Translation
Berivan Isik, N. Ponomareva, Hussein Hazimeh, Dimitris Paparas +2 more
2025International Conference on Learning Representations31 citations
Semantic Scholar
Axiomatic Analysis of Smoothing Methods in Language Models for Pseudo-Relevance Feedback
Hussein Hazimeh, ChengXiang Zhai
2015International Conference on the Theory of Information Retrieval29 citations Open access
Semantic Scholar
L0Learn: A Scalable Package for Sparse Learning using L0 Regularization
Hussein Hazimeh, R. Mazumder, Tim Nonet
2022Journal of machine learning research23 citations
Semantic Scholar
OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization
Xiang Meng, Shibal Ibrahim, Kayhan Behdin, Hussein Hazimeh +2 more
2024International Conference on Machine Learning22 citations
Semantic Scholar
Learning Hierarchical Interactions at Scale: A Convex Optimization Approach
Hussein Hazimeh, R. Mazumder
2019International Conference on Artificial Intelligence and Statistics20 citations
Semantic Scholar
Benchmarking Robustness to Adversarial Image Obfuscations
Florian Stimberg, Ayan Chakrabarti, Chun-Ta Lu, Hussein Hazimeh +8 more
2023Neural Information Processing Systems12 citations Open access
Semantic Scholar
COMET: Learning Cardinality Constrained Mixture of Experts with Trees and Local Search
Shibal Ibrahim, Wenyu Chen, Hussein Hazimeh, N. Ponomareva +2 more
2023Knowledge Discovery and Data Mining6 citations Open access
Semantic Scholar
Flexible Modeling and Multitask Learning using Differentiable Tree Ensembles
Shibal Ibrahim, Hussein Hazimeh, R. Mazumder
2022Knowledge Discovery and Data Mining6 citations Open access
Semantic Scholar
Mind the (optimality) Gap: A Gap-Aware Learning Rate Scheduler for Adversarial Nets
Hussein Hazimeh, N. Ponomareva
2023International Conference on Artificial Intelligence and Statistics5 citations Open access
Semantic Scholar
DART: A Principled Approach to Adversarially Robust Unsupervised Domain Adaptation
Yunjuan Wang, Hussein Hazimeh, N. Ponomareva, Alexey Kurakin +2 more
20242025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML)4 citations Open access
Semantic Scholar
SPARTA: An Optimization Framework for Differentially Private Sparse Fine-Tuning
Mehdi Makni, Kayhan Behdin, Gabriel Afriat, Zheng Xu +4 more
2025Knowledge Discovery and Data Mining2 citations Open access
Semantic Scholar
MOONSHOT : A Framework for Multi-Objective Pruning of Vision and Large Language Models
Gabriel Afriat, Xiangui Meng, Shibal Ibrahim, Hussein Hazimeh +1 more
2026Trans. Mach. Learn. Res.0 citations
Semantic Scholar
Supplementary to “DSelect-k: Differentiable Selection in the Mixture of Experts with Applications to Multi-Task Learning”
Hussein Hazimeh, Zhe Zhao, A. Chowdhery, Maheswaran Sathiamoorthy +4 more
20210 citations
Semantic Scholar
Research Highlight: Extended Formulations for the Multilinear Polytope of Acyclic Hypergraphs
Hamed Rahimian, T. Serra, Merve Bodur, Harsha Gangammanavar +17 more
0 citations
Semantic Scholar