Kaoutar El Maghraoui

74 papers A* 5A 6B 5C 2Misc 3Journal 26Unranked 20

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Robust Heterogeneous Analog-Digital Computing for Mixture-of-Experts Models with Theoretical Generalization Guarantees. CoRR Mohammed Nowaz Rabbani Chowdhury, Hsinyu Tsai, Geoffrey W. Burr, Kaoutar El Maghraoui, Liu Liu, Meng Wang
2026	—	`conf`	STARC: Selective Token Access with Remapping and Clustering for Efficient LLM Decoding on PIM Systems. ASPLOS (2) Zehao Fan, Yunzhen Liu, Garrett Gagnon, Zhenyu Liu, Yayue Hou, Hadjer Benmeziane, Kaoutar El Maghraoui, Liu Liu
2025	J	`jnl`	Accelerating LLM Inference via Dynamic KV Cache Placement in Heterogeneous Memory System. IEEE Comput. Archit. Lett. Yunhua Fang, Rui Xie, Asad Ul Haq, Linsen Ma, Kaoutar El Maghraoui, Naigang Wang, Meng Wang, Liu Liu, Tong Zhang
2025	J	`jnl`	Accelerating LLM Inference via Dynamic KV Cache Placement in Heterogeneous Memory System. CoRR Yunhua Fang, Rui Xie, Asad Ul Haq, Linsen Ma, Kaoutar El Maghraoui, Naigang Wang, Meng Wang, Liu Liu, Tong Zhang
2025	—	`conf`	Analog AI Accelerators for Transformer-based Language Models: Hardware, Workload, and Power Performance. IMW H. Tsai, Hadjer Benmeziane, Irem Boybat, Julian Büchel, Pritish Narayanan, Manuel Le Gallo, S. Jain, Athanasios Vasilopoulos, W. Simon, Kohji Hosokawa, M. Ishii, Yasuteru Kohda, A. Chen, Charles Mackin, Kaoutar El Maghraoui, Atsuya Okazaki, Alexander M. Friz, Jose Luquin, Abu Sebastian, V. Narayanan, Geoffrey W. Burr
2025	J	`jnl`	Analog Foundation Models. CoRR Julian Büchel, Iason Chalas, Giovanni Acampa, An Chen, Omobayode Fagbohungbe, Sidney Tsai, Kaoutar El Maghraoui, Manuel Le Gallo, Abbas Rahimi, Abu Sebastian
2025	—	`conf`	Analog-AI Hardware Accelerators for Low-Latency Transformer-Based Language Models (Invited). CICC Geoffrey W. Burr, H. Tsai, Irem Boybat, William Andrew Simon, Julian Büchel, Athanasios Vasilopoulos, Pritish Narayanan, Andrea Fasoli, Kohji Hosokawa, Manuel Le Gallo, M. Ishii, Yasuteru Kohda, Atsuya Okazaki, A. Chen, Charles Mackin, Elena Ferro, Kaoutar El Maghraoui, Hadjer Benmeziane, T. Philicelli, Corey Lammie, Alexander M. Friz, Jose Luquin, S. Jain, Abu Sebastian, V. Narayanan
2025	J	`jnl`	Context-Aware Mixture-of-Experts Inference on CXL-Enabled GPU-NDP Systems. CoRR Zehao Fan, Zhenyu Liu, Yunzhen Liu, Yayue Hou, Hadjer Benmeziane, Kaoutar El Maghraoui, Liu Liu
2025	J	`jnl`	EvidenceMoE: A Physics-Guided Mixture-of-Experts with Evidential Critics for Advancing Fluorescence Light Detection and Ranging in Scattering Media. CoRR Ismail Erbas, Ferhat Demirkiran, Karthik Swaminathan, Naigang Wang, Navid Ibtehaj Nizam, Stefan T. Radev, Kaoutar El Maghraoui, Xavier Intes, Vikas Pandey
2025	A	`conf`	NORA: Noise-Optimized Rescaling of LLMs on Analog Compute-in-Memory Accelerators. DATE Yayue Hou, Hsinyu Tsai, Kaoutar El Maghraoui, Tayfun Gokmen, Geoffrey W. Burr, Liu Liu
2025	J	`jnl`	Paged Attention Meets FlexAttention: Unlocking Long-Context Efficiency in Deployed Inference. CoRR Thomas Joshi, Herman Saini, Neil Dhillon, Antoni Viros i Martin, Kaoutar El Maghraoui
2025	A	`conf`	SAGE: Saliency-Aware Grouping for Efficient Mapping of LLMs on Analog Compute-in-Memory. ICCAD Yayue Hou, Zhenyu Liu, Garrett Gagnon, Hsinyu Tsai, Kaoutar El Maghraoui, Geoffrey W. Burr, Liu Liu
2025	J	`jnl`	SparseST: Exploiting Data Sparsity in Spatiotemporal Modeling and Prediction. CoRR Junfeng Wu, Hadjer Benmeziane, Kaoutar El Maghraoui, Liu Liu, Yinan Wang
2024	A*	`conf`	A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts. ICML Mohammed Nowaz Rabbani Chowdhury, Meng Wang, Kaoutar El Maghraoui, Naigang Wang, Pin-Yu Chen, Christopher D. Carothers
2024	J	`jnl`	A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts. CoRR Mohammed Nowaz Rabbani Chowdhury, Meng Wang, Kaoutar El Maghraoui, Naigang Wang, Pin-Yu Chen, Christopher D. Carothers
2024	—	`conf`	Analog AI as a Service: A Cloud Platform for In-Memory Computing. SSE Kaoutar El Maghraoui, Kim Tran, Kurtis Ruby, Borja Godoy, Jordan Murray, Manuel Le Gallo-Bourdeau, Todd Deshane, Pablo Gonzalez, Diego Moreda, Hadjer Benmeziane, Corey Liam Lammie, Julian Büchel, Malte J. Rasch, Abu Sebastian, Vijay Narayanan
2024	—	`conf`	Analog In-Memory Computing with Uncertainty Quantification for Efficient Edge-based Medical Imaging Segmentation. Tiny Papers @ ICLR Imane Hamzaoui, Hadjer Benmeziane, Zayneb Cherif, Kaoutar El Maghraoui
2024	J	`jnl`	Analog In-Memory Computing with Uncertainty Quantification for Efficient Edge-based Medical Imaging Segmentation. CoRR Imane Hamzaoui, Hadjer Benmeziane, Zayneb Cherif, Kaoutar El Maghraoui
2024	—	`conf`	Are Large Language Models Good Neural Architecture Generators for Edge? EDGE Hadjer Benmeziane, Kaoutar El Maghraoui
2024	B	`conf`	DfuseNAS: A Diffusion-Based Neural Architecture Search. IJCNN Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar, Kaoutar El Maghraoui
2024	—	`conf`	EfficientMedSAM: Accelerating Medical Image Segmentation via Neural Architecture Search and Knowledge Distillation. EDGE Arnold Caleb Asiimwe, William Das, Hadjer Benmeziane, Kaoutar El Maghraoui
2024	J	`jnl`	Grassroots operator search for model edge adaptation using mathematical search space. Future Gener. Comput. Syst. Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar
2024	A*	`conf`	Medical Neural Architecture Search: Survey and Taxonomy. IJCAI Hadjer Benmeziane, Imane Hamzaoui, Zayneb Cherif, Kaoutar El Maghraoui
2024	J	`jnl`	Pipeline Gradient-based Model Training on Analog In-memory Accelerators. CoRR Zhaoxian Wu, Quan Xiao, Tayfun Gokmen, Hsinyu Tsai, Kaoutar El Maghraoui, Tianyi Chen
2023	—	`conf`	AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing. EDGE Hadjer Benmeziane, Corey Lammie, Irem Boybat, Malte J. Rasch, Manuel Le Gallo, Hsinyu Tsai, Ramachandran Muralidhar, Smaïl Niar, Hamza Ouarnoughi, Vijay Narayanan, Abu Sebastian, Kaoutar El Maghraoui
2023	J	`jnl`	AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing. CoRR Hadjer Benmeziane, Corey Lammie, Irem Boybat, Malte J. Rasch, Manuel Le Gallo, Hsinyu Tsai, Ramachandran Muralidhar, Smaïl Niar, Hamza Ouarnoughi, Vijay Narayanan, Abu Sebastian, Kaoutar El Maghraoui
2023	—	`conf`	FactSheets for Hardware-Aware AI Models: A Case Study of Analog In Memory Computing AI Models. SSE Brandon Dominique, Kaoutar El Maghraoui, David Piorkowski, Lorraine Herger
2023	J	`jnl`	Grassroots Operator Search for Model Edge Adaptation. CoRR Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar
2023	J	`jnl`	Multi-objective Hardware-aware Neural Architecture Search with Pareto Rank-preserving Surrogate Models. ACM Trans. Archit. Code Optim. Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar
2023	A	`conf`	Pareto Rank-Preserving Supernetwork for Hardware-Aware Neural Architecture Search. ECAI Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar
2023	J	`jnl`	Using the IBM Analog In-Memory Hardware Acceleration Kit for Neural Network Training and Inference. CoRR Manuel Le Gallo, Corey Lammie, Julian Büchel, Fabio Carta, Omobayode Fagbohungbe, Charles Mackin, Hsinyu Tsai, Vijay Narayanan, Abu Sebastian, Kaoutar El Maghraoui, Malte J. Rasch
2022	C	`conf`	CaW-NAS: Compression Aware Neural Architecture Search. DSD Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar, Kaoutar El Maghraoui
2022	A*	`conf`	Deep Compression of Pre-trained Transformer Models. NeurIPS Naigang Wang, Chi-Chun (Charlie) Liu, Swagath Venkataramani, Sanchari Sen, Chia-Yu Chen, Kaoutar El Maghraoui, Vijayalakshmi Srinivasan, Leland Chang
2022	B	`conf`	Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search. ISPASS Hadjer Benmeziane, Smaïl Niar, Hamza Ouarnoughi, Kaoutar El Maghraoui
2022	—	`conf`	Real-time style transfer with efficient vision transformers. EdgeSys@EuroSys Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar
2022	J	`jnl`	Special issue on recent advances in autonomous vehicle solutions in the digital continuum. Computing Ozcan Ozturk, Sabri Pllana, Smaïl Niar, Kaoutar El Maghraoui
2021	J	`jnl`	A Comprehensive Survey on Hardware-Aware Neural Architecture Search. CoRR Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang
2021	—	`conf`	A Flexible and Fast PyTorch Toolkit for Simulating Training and Inference on Analog Crossbar Arrays. AICAS Malte J. Rasch, Diego Moreda, Tayfun Gokmen, Manuel Le Gallo, Fabio Carta, Cindy Goldberg, Kaoutar El Maghraoui, Abu Sebastian, Vijay Narayanan
2021	J	`jnl`	A flexible and fast PyTorch toolkit for simulating training and inference on analog crossbar arrays. CoRR Malte J. Rasch, Diego Moreda, Tayfun Gokmen, Manuel Le Gallo, Fabio Carta, Cindy Goldberg, Kaoutar El Maghraoui, Abu Sebastian, Vijay Narayanan
2021	—	`conf`	Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models. ArabWIC Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar
2021	—	`ed.`	ArabWIC 2021: The 7th Annual International Conference on Arab Women in Computing in Conjunction with the 2nd Forum of Women in Research, Sharjah, United Arab Emirates, August 25 - 26, 2021 ArabWIC Manar Abu Talib, Laila Benhlima, Kaoutar El Maghraoui
2021	A*	`conf`	Hardware-Aware Neural Architecture Search: Survey and Taxonomy. IJCAI Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang
2021	—	`conf`	Performance Analysis of Deep Learning Workloads on a Composable System. IPDPS Workshops Kaoutar El Maghraoui, Lorraine M. Herger, Chekuri Choudary, Kim Tran, Todd Deshane, David Hanson
2021	J	`jnl`	Performance Analysis of Deep Learning Workloads on a Composable System. CoRR Kaoutar El Maghraoui, Lorraine M. Herger, Chekuri Choudary, Kim Tran, Todd Deshane, David Hanson
2021	—	`conf`	Toward an Enterprise-ready Composable Infrastructure as a Service. SCC Lorraine M. Herger, Kaoutar El Maghraoui, I-Hsin Chung, Chekuri Choudary, Kim Tran, Todd Deshane
2020	A*	`conf`	Ultra-Low Precision 4-bit Training of Deep Neural Networks. NeurIPS Xiao Sun, Naigang Wang, Chia-Yu Chen, Jiamin Ni, Ankur Agrawal, Xiaodong Cui, Swagath Venkataramani, Kaoutar El Maghraoui, Vijayalakshmi Srinivasan, Kailash Gopalakrishnan
2019	B	`conf`	ModelOps: Cloud-Based Lifecycle Management for Reliable and Trusted AI. IC2E Waldemar Hummer, Vinod Muthusamy, Thomas Rausch, Parijat Dube, Kaoutar El Maghraoui, Anupama Murthi, Punleuk Oum
2019	—	`ed.`	Proceedings of the 6th Annual International Conference on Arab Women in Computing, ArabWIC 2019, Research Track, Rabat, Morocco, March 7-9, 2019. ArabWIC Kaoutar El Maghraoui, Dalila Chiadmi, Laila Benhlima, Nariman Ammar
2018	—	`conf`	Dependability in a Multi-tenant Multi-framework Deep Learning as-a-Service Platform. DSN Workshops Scott Boag, Parijat Dube, Kaoutar El Maghraoui, Benjamin Herta, Waldemar Hummer, K. R. Jayaram, Rania Khalaf, Vinod Muthusamy, Michael H. Kalantar, Archit Verma
2018	J	`jnl`	Dependability in a Multi-tenant Multi-framework Deep Learning as-a-Service Platform. CoRR Scott Boag, Parijat Dube, Kaoutar El Maghraoui, Benjamin Herta, Waldemar Hummer, K. R. Jayaram, Rania Khalaf, Vinod Muthusamy, Michael H. Kalantar, Archit Verma
2017	J	`jnl`	Advanced search system for IT support services. IBM J. Res. Dev. Yu Deng, Kaoutar El Maghraoui, Thomas D. Griffin, Vikas Agarwal, Srikanth G. Tamilselvam, Rahul D. Sharnagat, Tabari H. Alexander, Nicolas E. Gómez, Christopher M. Cramer, Alan Bivens, Divyesh Jadav, Zaman M. Valli-Hasham, Kevin Wahlmeier
2016	—	`ed.`	4th Workshop on Interactions of NVM/Flash with Operating Systems and Workloads, INFLOW@OSDI 2016, Savannah, GA, USA, November 1, 2016. INFLOW@OSDI Peter Desnoyers, Kaoutar El Maghraoui
2016	A	`conf`	Towards More Effective Solution Retrieval in IT Support Services Using Systems Log. ICSOC Rongda Zhu, Yu Deng, Soumitra Sarkar, Kaoutar El Maghraoui, Harigovind V. Ramasamy, Alan Bivens
2014	—	`ed.`	2nd Workshop on Interactions of NVM/Flash with Operating Systems and Workloads, INFLOW '14, Broomfield, CO, USA, October 5, 2014. INFLOW Kaoutar El Maghraoui, Gokul B. Kandiraju
2014	J	`jnl`	Towards an immortal operating system in virtual environments. Parallel Comput. Joefon Jann, R. Sarma Burugula, Ching-Farn Eric Wu, Kaoutar El Maghraoui
2013	—	`conf`	Investigating hybrid SSD FTL schemes for Hadoop workloads. Conf. Computing Frontiers Hyeran Jeon, Kaoutar El Maghraoui, Gokul B. Kandiraju
2013	—	`ed.`	Proceedings of the 1st Workshop on Interactions of NVM/FLASH with Operating Systems and Workloads, INFLOW 2013, Farmington, Pennsylvania, USA, November 3, 2013 INFLOW@SOSP Kaoutar El Maghraoui, Gokul B. Kandiraju
2012	—	`conf`	A flexible OS-based approach for characterizing solid-state disk endurance. Conf. Computing Frontiers Gokul B. Kandiraju, Kaoutar El Maghraoui
2012	C	`conf`	An OS-Hypervisor Infrastructure for Automated OS Crash Diagnosis and Recovery in a Virtualized Environment. SBAC-PAD Joefon Jann, R. Sarma Burugula, Ching-Farn Eric Wu, Kaoutar El Maghraoui
2012	A	`conf`	An SMT-Selection Metric to Improve Multithreaded Applications' Performance. IPDPS Justin R. Funston, Kaoutar El Maghraoui, Joefon Jann, Pratap Pattnaik, Alexandra Fedorova
2011	—	`conf`	A Hybrid Approach for Large Cache Performance Studies. QEST David Daly, Parijat Dube, Kaoutar El Maghraoui, Dan E. Poff, Li Zhang
2010	—	`conf`	Modeling and simulating flash based solid-state disks for operating systems. WOSP/SIPEW Kaoutar El Maghraoui, Gokul B. Kandiraju, Joefon Jann, Pratap Pattnaik
2009	J	`jnl`	Malleable iterative MPI applications. Concurr. Comput. Pract. Exp. Kaoutar El Maghraoui, Travis J. Desell, Boleslaw K. Szymanski, Carlos A. Varela
2007	—	`—`	A framework for the dynamic reconfiguration of scientific applications in grid environments. Kaoutar El Maghraoui
2007	B	`conf`	Dynamic Malleability in Iterative MPI Applications. CCGRID Kaoutar El Maghraoui, Travis J. Desell, Boleslaw K. Szymanski, Carlos A. Varela
2007	J	`jnl`	Malleable applications for scalable high performance computing. Clust. Comput. Travis J. Desell, Kaoutar El Maghraoui, Carlos A. Varela
2006	B	`conf`	A Middleware Framework for Maximum Likelihood Evaluation over Dynamic Grids. e-Science Wei-Jen Wang, Kaoutar El Maghraoui, John Cummings, Jim Napolitano, Boleslaw K. Szymanski, Carlos A. Varela
2006	—	`ch.`	Approaches to Architecture-Aware Parallel Scientific Computation. Parallel Processing for Scientific Computing James D. Teresco, Joseph E. Flaherty, Scott B. Baden, Jamal Faik, Sébastien Lacour, Manish Parashar, Valerie E. Taylor, Carlos A. Varela, Xingfu Wu, Rick Stevens, Nicholas T. Karonis, Ian T. Foster, Luis G. Gervasio, Travis Desell, Kaoutar El Maghraoui
2006	A	`conf`	Model Driven Provisioning: Bridging the Gap Between Declarative Object Models and Procedural Provisioning Tools. Middleware Kaoutar El Maghraoui, Alok Meghranjani, Tamar Eilam, Michael H. Kalantar, Alexander V. Konstantinou
2006	J	`jnl`	The Internet Operating System: Middleware for Adaptive Distributed Computing. Int. J. High Perform. Comput. Appl. Kaoutar El Maghraoui, Travis J. Desell, Boleslaw K. Szymanski, Carlos A. Varela
2005	Misc	`conf`	An Architecture for Reconfigurable Iterative MPI Applications in Dynamic Environments. PPAM Kaoutar El Maghraoui, Boleslaw K. Szymanski, Carlos A. Varela
2004	—	`conf`	Load Balancing of Autonomous Actors over Dynamic Networks. HICSS Travis J. Desell, Kaoutar El Maghraoui, Carlos A. Varela
2004	Misc	`conf`	Towards a middleware framework for dynamically reconfigurable scietific computing. High Performance Computing Workshop Kaoutar El Maghraoui, Travis J. Desell, Boleslaw K. Szymanski, James D. Teresco, Carlos A. Varela
2003	Misc	`conf`	Adaptive Computation over Dynamic and Heterogeneous Networks. PPAM Kaoutar El Maghraoui, Joseph E. Flaherty, Boleslaw K. Szymanski, James D. Teresco, Carlos A. Varela