El Maghraoui, Kaoutar

9 publications

ICLR 2026 Efficient Quantization of Mixture-of-Experts with Theoretical Generalization Guarantees Mohammed Nowaz Rabbani Chowdhury, Kaoutar El Maghraoui, Hsinyu Tsai, Naigang Wang, Geoffrey W. Burr, Liu Liu, Meng Wang

NeurIPS 2025 Analog Foundation Models Julian Büchel, Iason Chalas, Giovanni Acampa, An Chen, Omobayode Fagbohungbe, Hsinyu Tsai, Kaoutar El Maghraoui, Manuel Le Gallo, Abbas Rahimi, Abu Sebastian

ICML 2024 A Provably Effective Method for Pruning Experts in Fine-Tuned Sparse Mixture-of-Experts Mohammed Nowaz Rabbani Chowdhury, Meng Wang, Kaoutar El Maghraoui, Naigang Wang, Pin-Yu Chen, Christopher Carothers

NeurIPSW 2024 AIHWKIT-Lightning: A Scalable HW-Aware Training Toolkit for Analog In-Memory Computing Julian Büchel, William Andrew Simon, Corey Lammie, Giovanni Acampa, Kaoutar El Maghraoui, Manuel Le Gallo, Abu Sebastian

IJCAI 2024 Medical Neural Architecture Search: Survey and Taxonomy Hadjer Benmeziane, Imane Hamzaoui, Zayneb Cherif, Kaoutar El Maghraoui

NeurIPSW 2024 Multi-Task Neural Network Mapping onto Analog-Digital Heterogeneous Accelerators Hadjer Benmeziane, Corey Lammie, Athanasios Vasilopoulos, Irem Boybat, Manuel Le Gallo, Hsinyu Tsai, Kaoutar El Maghraoui, Abu Sebastian

NeurIPS 2022 Deep Compression of Pre-Trained Transformer Models Naigang Wang, Chi-Chun Liu, Swagath Venkataramani, Sanchari Sen, Chia-Yu Chen, Kaoutar El Maghraoui, Vijayalakshmi Srinivasan, Leland Chang

IJCAI 2021 Hardware-Aware Neural Architecture Search: Survey and Taxonomy Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang

NeurIPS 2020 Ultra-Low Precision 4-Bit Training of Deep Neural Networks Xiao Sun, Naigang Wang, Chia-Yu Chen, Jiamin Ni, Ankur Agrawal, Xiaodong Cui, Swagath Venkataramani, Kaoutar El Maghraoui, Vijayalakshmi Srinivasan, Kailash Gopalakrishnan