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2020 – today
- 2024
[b1]Halima Bouzidi:
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). Polytechnic University of Hauts-de-France, France, 2024- [i8]Halima Bouzidi, Smaïl Niar, Hamza Ouarnoughi, El-Ghazali Talbi:
SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search. CoRR abs/2402.13204 (2024) - [i7]Mahmoud Ghorbel, Halima Bouzidi, Ioan Marius Bilasco, Ihsen Alouani:
Model for Peanuts: Hijacking ML Models without Training Access is Possible. CoRR abs/2406.01708 (2024) - 2023
- [j2]Mohanad Odema
, Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Mohammad Abdullah Al Faruque:
MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment. ACM Trans. Embed. Comput. Syst. 22(5s): 108:1-108:26 (2023) - [c6]Mohamed Imed Eddine Ghebriout, Halima Bouzidi, Smaïl Niar, Hamza Ouarnoughi:
Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices. ACML 2023: 374-389 - [c5]Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Smaïl Niar, Mohammad Abdullah Al Faruque:
Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs. DAC 2023: 1-6 - [c4]Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Mohammad Abdullah Al Faruque, Smaïl Niar:
HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling. DATE 2023: 1-6 - [i6]Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Smaïl Niar, Mohammad Abdullah Al Faruque:
Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs. CoRR abs/2302.12926 (2023) - [i5]Hadjer Benmeziane, Halima Bouzidi, Hamza Ouarnoughi, Ozcan Ozturk, Smaïl Niar:
Treasure What You Have: Exploiting Similarity in Deep Neural Networks for Efficient Video Processing. CoRR abs/2305.06492 (2023) - [i4]Mohanad Odema, Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Mohammad Abdullah Al Faruque:
MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment. CoRR abs/2307.08065 (2023) - [i3]Mohamed Imed Eddine Ghebriout, Halima Bouzidi, Smaïl Niar, Hamza Ouarnoughi:
Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices. CoRR abs/2309.06612 (2023) - 2022
- [j1]Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi:
Performance Modeling of Computer Vision-based CNN on Edge GPUs. ACM Trans. Embed. Comput. Syst. 21(5): 64:1-64:33 (2022) - [c3]Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, El-Ghazali Talbi, Abdessamad Ait El Cadi:
Co-Optimization of DNN and Hardware Configurations on Edge GPUs. DSD 2022: 398-405 - [c2]Halima Bouzidi, Hamza Ouarnoughi, El-Ghazali Talbi, Abdessamad Ait El Cadi, Smaïl Niar:
Evolutionary-Based Co-optimization of DNN and Hardware Configurations on Edge GPU. OLA 2022: 3-12 - [i2]Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Mohammad Abdullah Al Faruque, Smaïl Niar:
HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling. CoRR abs/2212.03354 (2022) - 2021
- [c1]Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi:
Performance prediction for convolutional neural networks on edge GPUs. CF 2021: 54-62 - 2020
- [i1]Halima Bouzidi, Hamza Ouarnoughi, Smaïl Niar, Abdessamad Ait El Cadi:
Performance Prediction for Convolutional Neural Networks in Edge Devices. CoRR abs/2010.11297 (2020)
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