Hazimeh, Hussein

12 publications

ICLR 2025 Scaling Laws for Downstream Task Performance in Machine Translation Berivan Isik, Natalia Ponomareva, Hussein Hazimeh, Dimitris Paparas, Sergei Vassilvitskii, Sanmi Koyejo

ICML 2024 OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization Xiang Meng, Shibal Ibrahim, Kayhan Behdin, Hussein Hazimeh, Natalia Ponomareva, Rahul Mazumder

ICLRW 2024 Scaling Laws for Downstream Task Performance of Large Language Models Berivan Isik, Natalia Ponomareva, Hussein Hazimeh, Dimitris Paparas, Sergei Vassilvitskii, Sanmi Koyejo

NeurIPS 2023 Benchmarking Robustness to Adversarial Image Obfuscations Florian Stimberg, Ayan Chakrabarti, Chun-Ta Lu, Hussein Hazimeh, Otilia Stretcu, Wei Qiao, Yintao Liu, Merve Kaya, Cyrus Rashtchian, Ariel Fuxman, Mehmet Tek, Sven Gowal

ICML 2023 Fast as CHITA: Neural Network Pruning with Combinatorial Optimization Riade Benbaki, Wenyu Chen, Xiang Meng, Hussein Hazimeh, Natalia Ponomareva, Zhe Zhao, Rahul Mazumder

JAIR 2023 How to DP-Fy ML: A Practical Guide to Machine Learning with Differential Privacy Natalia Ponomareva, Hussein Hazimeh, Alex Kurakin, Zheng Xu, Carson Denison, H. Brendan McMahan, Sergei Vassilvitskii, Steve Chien, Abhradeep Guha Thakurta

MLOSS 2023 L0Learn: A Scalable Package for Sparse Learning Using L0 Regularization Hussein Hazimeh, Rahul Mazumder, Tim Nonet

AISTATS 2023 Mind the (optimality) Gap: A Gap-Aware Learning Rate Scheduler for Adversarial Nets Hussein Hazimeh, Natalia Ponomareva

NeurIPS 2021 DSelect-K: Differentiable Selection in the Mixture of Experts with Applications to Multi-Task Learning Hussein Hazimeh, Zhe Zhao, Aakanksha Chowdhery, Maheswaran Sathiamoorthy, Yihua Chen, Rahul Mazumder, Lichan Hong, Ed Chi

JMLR 2021 Learning Sparse Classifiers: Continuous and Mixed Integer Optimization Perspectives Antoine Dedieu, Hussein Hazimeh, Rahul Mazumder

AISTATS 2020 Learning Hierarchical Interactions at Scale: A Convex Optimization Approach Hussein Hazimeh, Rahul Mazumder

ICML 2020 The Tree Ensemble Layer: Differentiability Meets Conditional Computation Hussein Hazimeh, Natalia Ponomareva, Petros Mol, Zhenyu Tan, Rahul Mazumder