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Hamza
OUARNOUGHI

  • Bâtiment Malvache
    Bureau 215
  • +33 3 27 51 1953
I am Hamza Ouarnoughi, I am an associate professor in the Computer Science Departement at Université des Hauts-de-France, Valenciennes. and a researcher in the Computer Science Department of the LAMIH laboratory.

From 2013 to 2017, I have been a Ph.D student at the University of Occidental Brittany in the Lab-STICC lab. My Ph.D thesis was supervised by Prof. Frank Singhoff and co-supervised by Dr. Jalil Boukhobza and Dr. Stéphane Rubini. My thesis is entitled "Autonomic virtual machines placement on hybrid storage system in IaaS cloud (in French)". 

From 2017 to 2018, I have been a temporary lecturer at the The University of Technology of Belfort-Montbéliard, and a research assistant in the Computer Science (DISC) department of the FEMTO-ST laboratory.

Diplômes universitaires

  • 2017 :
    PhD in Computer Science, Université de Bretagne Occidentale (UBO), Lab-STICC, Brest, France, funded by: Institute of Research & Technology (IRT) b<>com.

Revue internationale avec comité de lecture

Benmeziane H., El maghraoui K., Ouarnoughi H., Niar S. (2024). Grassroots Operator Search for Model Edge Adaptation using Mathematical Search Space. Future Generation Computer Systems, 1, pp. 1–21, ISSN 0167-739X. [IF=7.5]

Marchand A., Imine Y., Ouarnoughi H., Tarridec T., Gallais A. (2023). Firmware Integrity Protection: A Survey. IEEE Access. [IF=3.9] [DOI=10.1109/ACCESS.2023.3298833].

Benmeziane H., Ouarnoughi H., El maghraoui K., Niar S. (2023). Multi-Objective Hardware-Aware Neural Architecture Search with Pareto Rank-preserving Surrogate Models. ACM Transactions on Architecture and Code Optimization (TACO), Vol 20 Issue 2, pp. 1–21, ISSN 1544-3566. [IF=2.11]

Odema M., Bouzidi H., Ouarnoughi H., Al faruque M., Niar S. (2023). MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment. ACM Transactions on Embedded Computing Systems (TECS), 22, pp. 1-19. [IF=1.88]

Bouzidi H., Ouarnoughi H., Niar S., Ait el cadi A. (2022). Performance Modeling of Computer Vision-based CNN on Edge GPUs. ACM Transactions on Embedded Computing Systems, Vol 21, Issue 5, pp. 1-32, ISSN 1539-9087. [IF=2.58]

Ouarnoughi H., Grislin-Le strugeon E., Niar S. (2022). Simulating Multi-agent-based Computation Offloading for Autonomous Cars. Cluster Computing Journal, 25, pp. 2755–2766. [IF=1.9] [DOI=https://doi.org/10.1007/s10586-021-03440-y].

Actes de congrès organisé par le LAMIH

Niar S., Ouarnoughi H. (2023). 26th Euromicro Conference Series on Digital System Design (DSD). , Durres, Albania, IEEE Conference Publishing Services (CPS)

Conférence internationale avec actes et comité de lecture

Mecharbat L., Benmeziane H., Niar S., Ouarnoughi H., El maghraoui K. (2024). DFUSENAS: A Diffusion-Based Neural Architecture Search. International Joint Conference on Neural Networks (IJCNN), 1, YOKOHAMA, JAPAN, pp. In Press, juin .

Ghebriout M., Bouzidi H., Niar S., Ouarnoughi H. (2023). Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices. The 15th Asian Conference on Machine Learning, Istanbul, Turkeye, novembre .

Bouaziz S., Benmeziane H., Imine Y., Hamdad L., Niar S., Ouarnoughi H. (2023). FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning. IEEE International Conference on Computer Design (ICCD'23), Washington DC, USA, novembre .

Benmeziane H., El maghraoui K., Ouarnoughi H., Niar S. (2023). Pareto Rank-Preserving Supernetwork for Hardware-aware Neural Architecture Search. 26th European Conference on Artificial Intelligence (ECAI'23), Kraków, Poland, octobre .

Odema M., Bouzidi H., Ouarnoughi H., Niar S., Al faruque M. (2023). MaGNAS: A Mapping-Aware Graph Neural Architectural Search Framework for Heterogeneous MPSoC Deployment. CASES'23: International Conference on Compilers, Architectures, and Synthesis for Embedded Systems, HAMBURG, GERMANY, septembre .

Benmeziane H., Lammie C., Boybat I., Rasch M., Le gallo M., Tsai H., Muralidhar R., Niar S., Ouarnoughi H., Narayanan V., Sebastian A., El maghraoui K. (2023). AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing (Best Paper Award). IEEE INTERNATIONAL CONFERENCE ON EDGE COMPUTING & COMMUNICATIONS, CHICAGO, ILLINOIS USA, juillet .

Bouzidi H., Odema M., Ouarnoughi H., Al faruque M., Niar S. (2023). Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs. Design Automation Conference (DAC'2013), San Fransisco USA, juillet .

Bouzidi H., Odema M., Ouarnoughi H., Al faruque M., Niar S. (2023). HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling. Design, Automation and Test in Europe Conference (DATE'2023), Antwerp, Belgium, pp. 1-6, avril .

Mecharbat L., Benmeziane H., Ouarnoughi H., Niar S. (2022). HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices. Workshop on Compilers, Deployment, and Tooling for Edge AI (In parallel with Embedded Systems Week 2022), octobre .

Bouzidi H., Ouarnoughi H., Niar S., Talbi E.-G., Ait el cadi A. (2022). Co-Optimization of DNN and Hardware Configurations on Edge GPUs. 25th Euromicro Conference on Digital System Design (DSD), Gran Canaria, Spain, septembre .

Benmeziane H., Ouarnoughi H., Niar S., El maghraoui K. (2022). CaW-NAS: Compression Aware Neural Architecture Search. 25th Euromicro Conference on Digital System Design (DSD), Gran Canaria, Spain, septembre .

Bouzidi H., Ouarnoughi H., Talbi E.-G., Ait el cadi A., Niar S. (2022). Evolutionary-Based Co-Optimization of Deep Neural Networks and Hardware Configurations on Edge GPU. International Conference on Optimization and Learning, Springer, Italy, pp. 1-8, juillet .

Benmeziane H., Ouarnoughi H., El maghraoui K., Niar S. (2022). Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search. The International Symposium on Performance Analysis of Systems and Software (ISPASS 2022), 1, Singapore, pp. 1-6, mai .

Benmeziane H., Ouarnoughi H., Niar S., El maghraoui K. (2022). Real-time Style Transfer with Efficient Vision Transformers. 5th International Workshop on Edge Systems, Analytics and Networking (EdgeSys 2022), Rennes-France, avril .

Bouzidi H., Ouarnoughi H., Talbi E.-G., Ait el cadi A., Niar S. (2021). Evolutionary-based Optimization of Hardware Configurations for DNN on Edge GPUs. META'21, The 8th International Conference on Metaheuristics and Nature Inspired Computing, Marrakech, Morocco, octobre .

Benmeziane H., Ouarnoughi H., El maghraoui K., Niar S. (2021). Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models. 7th International Conference on Arab Women in Computing (ArabWIC 2021), Sharja, United Arab Emirates, août .

Benmeziane H., El maghraoui K., Ouarnoughi H., Niar S., Wistuba M., Wang N. (2021). Hardware-Aware Neural Architecture Search: Survey and Taxonomy. International Joint Conference on Artificial Intelligence (IJCAI 2021), Montreal, Canada, août .

Bouzidi H., Ouarnoughi H., Niar S., Ait el cadi A. (2021). Performance Prediction for Convolutional Neural Networks on Edge GPUs. ACM International Conference on Computing Frontiers 2021, Catania Italy, pp. 8, mai .

Bouhali N., Ouarnoughi H., Niar S., Ait el cadi A. (2021). Execution Time Modeling for CNN Inference on Embedded GPUs. Rapid Simulation and Performance Evaluation: Methods and Tools (RAPIDO 2021), Budapest, Hungary, janvier .

Grislin-Le strugeon E., Ouarnoughi H., Niar S. (2020). A Multi-Agent Approach for Vehicle-to-Fog Fair Computation Offloading. Proceedings of AICCSA 2020, the 17th ACS/IEEE International Conference on Computer Systems and Applications (November 2-5), IEEE, Antalya, Turkey, novembre .

Ali K., Alouani I., Ait el cadi A., Ouarnoughi H., Niar S. (2020). Cross-Layer CNN Approximations for Hardware Implementation. Applied Reconfigurable Computing. Architectures, Tools, and Applications - 16th International Symposium, ARC 2020, Springer, Toledo, Spain, pp. 151-165, avril .

Haneche A., Lachachi Y., Ouarnoughi H., Niar S. (2020). A GPU enhanced LIDAR Perception System for Autonomous Vehicles. Parallel, Distributed, and Network-Based Processing, mars .

Ouarnoughi H., Neggaz M., Gulcan E., Ozturk O., Niar S. (2019). Hierarchical Collborative Platform for Autonomous Driving. Workshop on INTelligent Embedded Systems Architectures and Applications (ESWEEK'2019), NY USA, octobre .

Conférence nationale avec actes et comité de lecture

Grislin-Le strugeon E., Ouarnoughi H. (2022). Modélisation et simulation multi-agents pour la gestion des tâches entre véhicules et infrastructures dans le cadre de la ville intelligente. Journées Francophones sur les Systèmes Multi-Agents (JFSMA), Saint Etienne, juin .

Séminaire et autres communications

Benmeziane H., El maghraoui K., Ouarnoughi H., Niar S., Wistuba M., Wang N. (2021). A Comprehensive Survey on Hardware-Aware Neural Architecture Search. , arXiv.org, janvier .