Halima Bouzidi

According to our database, Halima Bouzidi authored at least 13 papers between 2020 and 2024.

Collaborative distances:

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

2024

Efficient Deployment of Deep Neural Networks on Hardware Devices for Edge AI. (Déploiement efficace des réseaux de neurones profonds sur les dispositifs matériels pour l'IA en Edge).

Halima Bouzidi

PhD thesis, 2024

Model for Peanuts: Hijacking ML Models without Training Access is Possible.

Mahmoud Ghorbel, Halima Bouzidi, Ioan Marius Bilasco, Ihsen Alouani

CoRR, 2024

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

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

CoRR, 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

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

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

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

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

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

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

2020

Performance Prediction for Convolutional Neural Networks in Edge Devices.

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

CoRR, 2020