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Kaoutar El Maghraoui
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2020 – today
- 2024
- [j8]Hadjer Benmeziane
, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar:
Grassroots operator search for model edge adaptation using mathematical search space. Future Gener. Comput. Syst. 157: 29-40 (2024) - [c31]Imane Hamzaoui, Hadjer Benmeziane, Zayneb Cherif, Kaoutar El Maghraoui:
Analog In-Memory Computing with Uncertainty Quantification for Efficient Edge-based Medical Imaging Segmentation. Tiny Papers @ ICLR 2024 - [c30]Mohammed Nowaz Rabbani Chowdhury, Meng Wang, Kaoutar El Maghraoui, Naigang Wang, Pin-Yu Chen, Christopher D. Carothers:
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts. ICML 2024 - [i9]Imane Hamzaoui, Hadjer Benmeziane, Zayneb Cherif, Kaoutar El Maghraoui:
Analog In-Memory Computing with Uncertainty Quantification for Efficient Edge-based Medical Imaging Segmentation. CoRR abs/2403.08796 (2024) - [i8]Mohammed Nowaz Rabbani Chowdhury, Meng Wang, Kaoutar El Maghraoui, Naigang Wang, Pin-Yu Chen, Christopher D. Carothers:
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts. CoRR abs/2405.16646 (2024) - 2023
- [j7]Hadjer Benmeziane
, Hamza Ouarnoughi
, Kaoutar El Maghraoui
, Smaïl Niar
:
Multi-objective Hardware-aware Neural Architecture Search with Pareto Rank-preserving Surrogate Models. ACM Trans. Archit. Code Optim. 20(2): 29:1-29:21 (2023) - [c29]Brandon Dominique, Kaoutar El Maghraoui, David Piorkowski
, Lorraine Herger:
FactSheets for Hardware-Aware AI Models: A Case Study of Analog In Memory Computing AI Models. SSE 2023: 148-158 - [c28]Hadjer Benmeziane
, Kaoutar El Maghraoui
, Hamza Ouarnoughi, Smaïl Niar:
Pareto Rank-Preserving Supernetwork for Hardware-Aware Neural Architecture Search. ECAI 2023: 239-246 - [c27]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:
AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing. EDGE 2023: 233-244 - [i7]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:
AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing. CoRR abs/2305.10459 (2023) - [i6]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:
Using the IBM Analog In-Memory Hardware Acceleration Kit for Neural Network Training and Inference. CoRR abs/2307.09357 (2023) - [i5]Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar:
Grassroots Operator Search for Model Edge Adaptation. CoRR abs/2309.11246 (2023) - 2022
- [j6]Ozcan Ozturk, Sabri Pllana, Smaïl Niar, Kaoutar El Maghraoui
:
Special issue on recent advances in autonomous vehicle solutions in the digital continuum. Computing 104(3): 459-460 (2022) - [c26]Hadjer Benmeziane, Hamza Ouranoughi, Smaïl Niar, Kaoutar El Maghraoui
:
CaW-NAS: Compression Aware Neural Architecture Search. DSD 2022: 391-397 - [c25]Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui
, Smaïl Niar:
Real-time style transfer with efficient vision transformers. EdgeSys@EuroSys 2022: 31-36 - [c24]Hadjer Benmeziane, Smaïl Niar, Hamza Ouarnoughi, Kaoutar El Maghraoui
:
Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search. ISPASS 2022: 267-276 - [c23]Naigang Wang, Chi-Chun (Charlie) Liu, Swagath Venkataramani, Sanchari Sen, Chia-Yu Chen, Kaoutar El Maghraoui, Vijayalakshmi Srinivasan, Leland Chang:
Deep Compression of Pre-trained Transformer Models. NeurIPS 2022 - 2021
- [c22]Lorraine M. Herger, Kaoutar El Maghraoui
, I-Hsin Chung, Chekuri Choudary, Kim Tran, Todd Deshane:
Toward an Enterprise-ready Composable Infrastructure as a Service. SCC 2021: 116-125 - [c21]Malte J. Rasch, Diego Moreda, Tayfun Gokmen, Manuel Le Gallo, Fabio Carta, Cindy Goldberg, Kaoutar El Maghraoui
, Abu Sebastian
, Vijay Narayanan
:
A Flexible and Fast PyTorch Toolkit for Simulating Training and Inference on Analog Crossbar Arrays. AICAS 2021: 1-4 - [c20]Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui
, Smaïl Niar:
Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models. ArabWIC 2021: 21:1-21:6 - [c19]Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang:
Hardware-Aware Neural Architecture Search: Survey and Taxonomy. IJCAI 2021: 4322-4329 - [c18]Kaoutar El Maghraoui
, Lorraine M. Herger, Chekuri Choudary, Kim Tran, Todd Deshane, David Hanson:
Performance Analysis of Deep Learning Workloads on a Composable System. IPDPS Workshops 2021: 951-954 - [e5]Manar Abu Talib, Laila Benhlima, Kaoutar El Maghraoui:
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. ACM 2021, ISBN 978-1-4503-8418-6 [contents] - [i4]Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang:
A Comprehensive Survey on Hardware-Aware Neural Architecture Search. CoRR abs/2101.09336 (2021) - [i3]Kaoutar El Maghraoui, Lorraine M. Herger, Chekuri Choudary, Kim Tran, Todd Deshane, David Hanson:
Performance Analysis of Deep Learning Workloads on a Composable System. CoRR abs/2103.10911 (2021) - [i2]Malte J. Rasch, Diego Moreda, Tayfun Gokmen, Manuel Le Gallo, Fabio Carta, Cindy Goldberg, Kaoutar El Maghraoui, Abu Sebastian, Vijay Narayanan:
A flexible and fast PyTorch toolkit for simulating training and inference on analog crossbar arrays. CoRR abs/2104.02184 (2021) - 2020
- [c17]Xiao Sun, Naigang Wang, Chia-Yu Chen, Jiamin Ni, Ankur Agrawal, Xiaodong Cui, Swagath Venkataramani, Kaoutar El Maghraoui, Vijayalakshmi Srinivasan, Kailash Gopalakrishnan:
Ultra-Low Precision 4-bit Training of Deep Neural Networks. NeurIPS 2020
2010 – 2019
- 2019
- [c16]Waldemar Hummer, Vinod Muthusamy, Thomas Rausch
, Parijat Dube, Kaoutar El Maghraoui
, Anupama Murthi, Punleuk Oum:
ModelOps: Cloud-Based Lifecycle Management for Reliable and Trusted AI. IC2E 2019: 113-120 - [e4]Kaoutar El Maghraoui, Dalila Chiadmi, Laila Benhlima, Nariman Ammar:
Proceedings of the 6th Annual International Conference on Arab Women in Computing, ArabWIC 2019, Research Track, Rabat, Morocco, March 7-9, 2019. ACM 2019, ISBN 978-1-4503-6089-0 [contents] - 2018
- [c15]Scott Boag, Parijat Dube, Kaoutar El Maghraoui
, Benjamin Herta, Waldemar Hummer, K. R. Jayaram, Rania Khalaf, Vinod Muthusamy, Michael H. Kalantar, Archit Verma:
Dependability in a Multi-tenant Multi-framework Deep Learning as-a-Service Platform. DSN Workshops 2018: 43-46 - [i1]Scott Boag, Parijat Dube, Kaoutar El Maghraoui, Benjamin Herta, Waldemar Hummer, K. R. Jayaram, Rania Khalaf, Vinod Muthusamy, Michael H. Kalantar, Archit Verma:
Dependability in a Multi-tenant Multi-framework Deep Learning as-a-Service Platform. CoRR abs/1805.06801 (2018) - 2017
- [j5]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:
Advanced search system for IT support services. IBM J. Res. Dev. 61(1): 3:27-3:40 (2017) - 2016
- [c14]Rongda Zhu, Yu Deng, Soumitra Sarkar, Kaoutar El Maghraoui
, Harigovind V. Ramasamy, Alan Bivens:
Towards More Effective Solution Retrieval in IT Support Services Using Systems Log. ICSOC 2016: 730-744 - [e3]Peter Desnoyers, Kaoutar El Maghraoui:
4th Workshop on Interactions of NVM/Flash with Operating Systems and Workloads, INFLOW@OSDI 2016, Savannah, GA, USA, November 1, 2016. USENIX Association 2016 [contents] - 2014
- [j4]Joefon Jann, R. Sarma Burugula, Ching-Farn Eric Wu, Kaoutar El Maghraoui
:
Towards an immortal operating system in virtual environments. Parallel Comput. 40(9): 526-535 (2014) - [e2]Kaoutar El Maghraoui, Gokul B. Kandiraju:
2nd Workshop on Interactions of NVM/Flash with Operating Systems and Workloads, INFLOW '14, Broomfield, CO, USA, October 5, 2014. USENIX Association 2014 [contents] - 2013
- [c13]Hyeran Jeon, Kaoutar El Maghraoui
, Gokul B. Kandiraju:
Investigating hybrid SSD FTL schemes for Hadoop workloads. Conf. Computing Frontiers 2013: 20:1-20:10 - [e1]Kaoutar El Maghraoui, Gokul B. Kandiraju:
Proceedings of the 1st Workshop on Interactions of NVM/FLASH with Operating Systems and Workloads, INFLOW 2013, Farmington, Pennsylvania, USA, November 3, 2013. ACM 2013, ISBN 978-1-4503-2462-5 [contents] - 2012
- [c12]Gokul B. Kandiraju, Kaoutar El Maghraoui
:
A flexible OS-based approach for characterizing solid-state disk endurance. Conf. Computing Frontiers 2012: 223-232 - [c11]Justin R. Funston, Kaoutar El Maghraoui
, Joefon Jann, Pratap Pattnaik, Alexandra Fedorova:
An SMT-Selection Metric to Improve Multithreaded Applications' Performance. IPDPS 2012: 1388-1399 - [c10]Joefon Jann, R. Sarma Burugula, Ching-Farn Eric Wu, Kaoutar El Maghraoui
:
An OS-Hypervisor Infrastructure for Automated OS Crash Diagnosis and Recovery in a Virtualized Environment. SBAC-PAD 2012: 195-202 - 2011
- [c9]David Daly, Parijat Dube, Kaoutar El Maghraoui
, Dan E. Poff, Li Zhang:
A Hybrid Approach for Large Cache Performance Studies. QEST 2011: 47-56 - 2010
- [c8]Kaoutar El Maghraoui
, Gokul B. Kandiraju, Joefon Jann, Pratap Pattnaik:
Modeling and simulating flash based solid-state disks for operating systems. WOSP/SIPEW 2010: 15-26
2000 – 2009
- 2009
- [j3]Kaoutar El Maghraoui
, Travis J. Desell, Boleslaw K. Szymanski
, Carlos A. Varela:
Malleable iterative MPI applications. Concurr. Comput. Pract. Exp. 21(3): 393-413 (2009) - 2007
- [b1]Kaoutar El Maghraoui:
A framework for the dynamic reconfiguration of scientific applications in grid environments. Rensselaer Polytechnic Institute, USA, 2007 - [j2]Travis J. Desell, Kaoutar El Maghraoui
, Carlos A. Varela:
Malleable applications for scalable high performance computing. Clust. Comput. 10(3): 323-337 (2007) - [c7]Kaoutar El Maghraoui
, Travis J. Desell, Boleslaw K. Szymanski
, Carlos A. Varela:
Dynamic Malleability in Iterative MPI Applications. CCGRID 2007: 591-598 - 2006
- [j1]Kaoutar El Maghraoui
, Travis J. Desell, Boleslaw K. Szymanski
, Carlos A. Varela:
The Internet Operating System: Middleware for Adaptive Distributed Computing. Int. J. High Perform. Comput. Appl. 20(4): 467-480 (2006) - [c6]Wei-Jen Wang, Kaoutar El Maghraoui
, John Cummings, Jim Napolitano, Boleslaw K. Szymanski
, Carlos A. Varela:
A Middleware Framework for Maximum Likelihood Evaluation over Dynamic Grids. e-Science 2006: 105 - [c5]Kaoutar El Maghraoui
, Alok Meghranjani, Tamar Eilam, Michael H. Kalantar, Alexander V. Konstantinou:
Model Driven Provisioning: Bridging the Gap Between Declarative Object Models and Procedural Provisioning Tools. Middleware 2006: 404-423 - [p1]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:
Approaches to Architecture-Aware Parallel Scientific Computation. Parallel Processing for Scientific Computing 2006: 33-58 - 2005
- [c4]Kaoutar El Maghraoui
, Boleslaw K. Szymanski
, Carlos A. Varela:
An Architecture for Reconfigurable Iterative MPI Applications in Dynamic Environments. PPAM 2005: 258-271 - 2004
- [c3]Travis J. Desell, Kaoutar El Maghraoui, Carlos A. Varela:
Load Balancing of Autonomous Actors over Dynamic Networks. HICSS 2004 - [c2]Kaoutar El Maghraoui
, Travis J. Desell, Boleslaw K. Szymanski
, James D. Teresco, Carlos A. Varela:
Towards a middleware framework for dynamically reconfigurable scietific computing. High Performance Computing Workshop 2004: 275-301 - 2003
- [c1]Kaoutar El Maghraoui
, Joseph E. Flaherty, Boleslaw K. Szymanski
, James D. Teresco, Carlos A. Varela:
Adaptive Computation over Dynamic and Heterogeneous Networks. PPAM 2003: 1083-1090
Coauthor Index
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