Hamza Ouarnoughi

According to our database, Hamza Ouarnoughi authored at least 42 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Grassroots operator search for model edge adaptation using mathematical search space.

Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar

Future Gener. Comput. Syst., 2024

Combining Neural Architecture Search and Automatic Code Optimization: A Survey.

Inas Bachiri, Hadjer Benmeziane, Smaïl Niar, Riyadh Baghdadi, Hamza Ouarnoughi, Abdelkrime Aries

CoRR, 2024

SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search.

Halima Bouzidi, Smaïl Niar, Hamza Ouarnoughi, El-Ghazali Talbi

CoRR, 2024

DfuseNAS: A Diffusion-Based Neural Architecture Search.

Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar, Kaoutar El Maghraoui

Proceedings of the International Joint Conference on Neural Networks, 2024

2023

MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment.

Mohanad Odema, Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Mohammad Abdullah Al Faruque

ACM Trans. Embed. Comput. Syst., October, 2023

Multi-objective Hardware-aware Neural Architecture Search with Pareto Rank-preserving Surrogate Models.

Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar

ACM Trans. Archit. Code Optim., June, 2023

Grassroots Operator Search for Model Edge Adaptation.

Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar

CoRR, 2023

Treasure What You Have: Exploiting Similarity in Deep Neural Networks for Efficient Video Processing.

Hadjer Benmeziane, Halima Bouzidi, Hamza Ouarnoughi, Ozcan Ozturk, Smaïl Niar

CoRR, 2023

Firmware Integrity Protection: A Survey.

Antoine Marchand, Youcef Imine, Hamza Ouarnoughi, Titouan Tarridec, Antoine Gallais

IEEE Access, 2023

FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning.

Sofiane Bouaziz, Hadjer Benmeziane, Youcef Imine, Leila Hamdad, Smaïl Niar, Hamza Ouarnoughi

Proceedings of the 41st IEEE International Conference on Computer Design, 2023

AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing.

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

Proceedings of the IEEE International Conference on Edge Computing and Communications, 2023

Pareto Rank-Preserving Supernetwork for Hardware-Aware Neural Architecture Search.

Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar

Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling.

Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Mohammad Abdullah Al Faruque, Smaïl Niar

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs.

Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Smaïl Niar, Mohammad Abdullah Al Faruque

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices.

Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar

Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for Edge AI, 2023

Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices.

Mohamed Imed Eddine Ghebriout, Halima Bouzidi, Smaïl Niar, Hamza Ouarnoughi

Proceedings of the Asian Conference on Machine Learning, 2023

2022

Performance Modeling of Computer Vision-based CNN on Edge GPUs.

Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi

ACM Trans. Embed. Comput. Syst., September, 2022

Simulating multi-agent-based computation offloading for autonomous cars.

Hamza Ouarnoughi, Emmanuelle Grislin-Le Strugeon, Smaïl Niar

Clust. Comput., 2022

Evolutionary-Based Co-optimization of DNN and Hardware Configurations on Edge GPU.

Halima Bouzidi, Hamza Ouarnoughi, El-Ghazali Talbi, Abdessamad Ait El Cadi, Smaïl Niar

Proceedings of the Optimization and Learning - 5th International Conference, 2022

Modélisation et simulation multi-agents pour la gestion des tâches entre véhicules et infrastructures dans le cadre de la ville intelligente (démonstration).

Emmanuelle Grislin-Le Strugeon, Hamza Ouarnoughi

Proceedings of the SMA et Smart Cities, 2022

Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search.

Hadjer Benmeziane, Smaïl Niar, Hamza Ouarnoughi, Kaoutar El Maghraoui

Proceedings of the International IEEE Symposium on Performance Analysis of Systems and Software, 2022

Real-time style transfer with efficient vision transformers.

Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar

Proceedings of the EdgeSys@EuroSys 2022: Proceedings of the 5th International Workshop on Edge Systems, Analytics and Networking, Rennes, France, April 5, 2022

Co-Optimization of DNN and Hardware Configurations on Edge GPUs.

Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, El-Ghazali Talbi, Abdessamad Ait El Cadi

Proceedings of the 25th Euromicro Conference on Digital System Design, 2022

2021

A Comprehensive Survey on Hardware-Aware Neural Architecture Search.

Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang

CoRR, 2021

Hardware-Aware Neural Architecture Search: Survey and Taxonomy.

Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar, Martin Wistuba, Naigang Wang

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Execution Time Modeling for CNN Inference on Embedded GPUs.

Noureddine Bouhali, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi

Proceedings of the DroneSE and RAPIDO '21: Methods and Tools, 2021

Performance prediction for convolutional neural networks on edge GPUs.

Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi

Proceedings of the CF '21: Computing Frontiers Conference, 2021

Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models.

Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar

Proceedings of the ArabWIC 2021: The 7th Annual International Conference on Arab Women in Computing in Conjunction with the 2nd Forum of Women in Research, 2021

2020

Performance Prediction for Convolutional Neural Networks in Edge Devices.

Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi

CoRR, 2020

A GPU enhanced LIDAR Perception System for Autonomous Vehicles.

Abderrahim Haneche, Mohammed Yazid Lachachi, Smaïl Niar, Hamza Ouarnoughi

Proceedings of the 28th Euromicro International Conference on Parallel, 2020

Cross-layer CNN Approximations for Hardware Implementation.

Karim M. A. Ali, Ihsen Alouani, Abdessamad Ait El Cadi, Hamza Ouarnoughi, Smaïl Niar

Proceedings of the Applied Reconfigurable Computing. Architectures, Tools, and Applications, 2020

A Multi-Agent Approach for Vehicle-to-Fog Fair Computation Offloading.

Emmanuelle Grislin-Le Strugeon, Hamza Ouarnoughi, Smaïl Niar

Proceedings of the 17th IEEE/ACS International Conference on Computer Systems and Applications, 2020

2019

Optimizing the cost of DBaaS object placement in hybrid storage systems.

Djillali Boukhelef, Jalil Boukhobza, Kamel Boukhalfa, Hamza Ouarnoughi, Laurent Lemarchand

Future Gener. Comput. Syst., 2019

Hierarchical Platform for Autonomous Driving.

Hamza Ouarnoughi, Mohamed A. Neggaz, Berkay Gulcan, Özcan Özturk, Smaïl Niar

Proceedings of the INTESA 2019 Proceedings, 2019

2017

Placement autonomique de machines virtuelles sur un système de stockage hybride dans un cloud IaaS. (Autonomic virtual machines placement on hybrid storage system in IaaS cloud).

Hamza Ouarnoughi

PhD thesis, 2017

COPS: Cost Based Object Placement Strategies on Hybrid Storage System for DBaaS Cloud.

Djillali Boukhelef, Kamel Boukhalfa, Jalil Boukhobza, Hamza Ouarnoughi, Laurent Lemarchand

Proceedings of the 17th IEEE/ACM International Symposium on Cluster, 2017

2016

A Methodology for Estimating Performance and Power Consumption of Embedded Flash File Systems.

Pierre Olivier, Jalil Boukhobza, Eric Senn, Hamza Ouarnoughi

ACM Trans. Embed. Comput. Syst., 2016

Integrating I/Os in Cloudsim for Performance and Energy Estimation.

Hamza Ouarnoughi, Jalil Boukhobza, Frank Singhoff, Stéphane Rubini

ACM SIGOPS Oper. Syst. Rev., 2016

Considering I/O Processing in CloudSim for Performance and Energy Evaluation.

Hamza Ouarnoughi, Jalil Boukhobza, Frank Singhoff, Stéphane Rubini, Erwann Kassis

Proceedings of the High Performance Computing, 2016

A Cost Model for Virtual Machine Storage in Cloud IaaS Context.

Hamza Ouarnoughi, Jalil Boukhobza, Frank Singhoff, Stéphane Rubini

Proceedings of the 24th Euromicro International Conference on Parallel, 2016

2014

A multi-level I/O tracer for timing and performance storage systems in IaaS cloud.

Hamza Ouarnoughi, Jalil Boukhobza, Frank Singhoff, Stéphane Rubini

Proceedings of the REACTION 2014, 2014

2013

Performance analysis and modeling of SQLite embedded databases on flash file systems.

Hamza Ouarnoughi, Jalil Boukhobza, Pierre Olivier, Loïc Plassart, Ladjel Bellatreche

Des. Autom. Embed. Syst., 2013