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ORCIDHadjer Benmeziane
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2020 – today
- 2026
[c22]Zehao Fan, Yunzhen Liu, Garrett Gagnon, Zhenyu Liu, Yayue Hou, Hadjer Benmeziane, Kaoutar El Maghraoui, Liu Liu:
STARC: Selective Token Access with Remapping and Clustering for Efficient LLM Decoding on PIM Systems. ASPLOS (2) 2026: 1863-1879- 2025
- [j3]Corey Lammie
, Yuxuan Wang, Flavio Ponzina, Joshua Alexander Harrison Klein, Hadjer Benmeziane, Marina Zapater, Irem Boybat, Abu Sebastian, Giovanni Ansaloni, David Atienza:
LionHeart: A Layer-Based Mapping Framework for Heterogeneous Systems With Analog In-Memory Computing Tiles. IEEE Trans. Emerg. Top. Comput. 13(4): 1383-1395 (2025) - [c21]Asif Ali Khan, Hadjer Benmeziane, Hamid Farzaneh, João Paulo C. de Lima, William Andrew Simon, Yiyu Shi, Zheyu Yan, Abu Sebastian, X. Sharon Hu, Jerónimo Castrillón, Corey Lammie:
Hardware-Aware Compilation and Simulation for In-Memory Computing. CASES 2025: 31-32 - [c20]Geoffrey W. Burr, H. Tsai, Irem Boybat, William Andrew Simon, Julian Büchel, Athanasios Vasilopoulos, Pritish Narayanan, Andrea Fasoli, Kohji Hosokawa, Manuel Le Gallo, M. Ishii, Yasuteru Kohda, Atsuya Okazaki, A. Chen, Charles Mackin, Elena Ferro, Kaoutar El Maghraoui, Hadjer Benmeziane, T. Philicelli, Corey Lammie, Alexander M. Friz, Jose Luquin, S. Jain, Abu Sebastian, V. Narayanan:
Analog-AI Hardware Accelerators for Low-Latency Transformer-Based Language Models (Invited). CICC 2025: 1-6 - [c19]H. Tsai, Hadjer Benmeziane, Irem Boybat, Julian Büchel, Pritish Narayanan, Manuel Le Gallo, S. Jain, Athanasios Vasilopoulos, W. Simon, Kohji Hosokawa, M. Ishii, Yasuteru Kohda, A. Chen, Charles Mackin, Kaoutar El Maghraoui, Atsuya Okazaki, Alexander M. Friz, Jose Luquin, Abu Sebastian, V. Narayanan, Geoffrey W. Burr:
Analog AI Accelerators for Transformer-based Language Models: Hardware, Workload, and Power Performance. IMW 2025: 1-4 - [c18]Athanasios Vasilopoulos, Emma Boulharts, Corey Lammie, Julian Büchel, Hadjer Benmeziane, Manuel Le Gallo, Abu Sebastian:
A framework for analog-digital mixed-precision neural network training and inference. ISCAS 2025: 1-5 - [i13]Riselda Kodra, Hadjer Benmeziane, Irem Boybat, William Andrew Simon:
Enhancing Downstream Analysis in Genome Sequencing: Species Classification While Basecalling. CoRR abs/2504.07065 (2025) - [i12]Aniss Bessalah, Hatem Mohamed Abdelmoumen, Karima Benatchba, Hadjer Benmeziane:
AnalogNAS-Bench: A NAS Benchmark for Analog In-Memory Computing. CoRR abs/2506.18495 (2025) - [i11]Junfeng Wu, Hadjer Benmeziane, Kaoutar El Maghraoui, Liu Liu, Yinan Wang:
SparseST: Exploiting Data Sparsity in Spatiotemporal Modeling and Prediction. CoRR abs/2511.14753 (2025) - [i10]Zehao Fan, Zhenyu Liu, Yunzhen Liu, Yayue Hou, Hadjer Benmeziane, Kaoutar El Maghraoui, Liu Liu:
Context-Aware Mixture-of-Experts Inference on CXL-Enabled GPU-NDP Systems. CoRR abs/2512.04476 (2025) - 2024
- [j2]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) - [c17]Kaoutar El Maghraoui, Kim Tran, Kurtis Ruby, Borja Godoy, Jordan Murray, Manuel Le Gallo-Bourdeau, Todd Deshane, Pablo Gonzalez, Diego Moreda, Hadjer Benmeziane, Corey Liam Lammie, Julian Büchel, Malte J. Rasch, Abu Sebastian, Vijay Narayanan:
Analog AI as a Service: A Cloud Platform for In-Memory Computing. SSE 2024: 43-53 - [c16]Hadjer Benmeziane, Kaoutar El Maghraoui:
Are Large Language Models Good Neural Architecture Generators for Edge? EDGE 2024: 162-165 - [c15]Arnold Caleb Asiimwe, William Das, Hadjer Benmeziane, Kaoutar El Maghraoui:
EfficientMedSAM: Accelerating Medical Image Segmentation via Neural Architecture Search and Knowledge Distillation. EDGE 2024: 166-173 - [c14]Hadjer Benmeziane:
A Pre-Search Evaluation Framework for Assessing Search Space Complexity. Tiny Papers @ ICLR 2024 - [c13]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 - [c12]Hadjer Benmeziane, Imane Hamzaoui, Zayneb Cherif, Kaoutar El Maghraoui:
Medical Neural Architecture Search: Survey and Taxonomy. IJCAI 2024: 7932-7940 - [c11]Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar, Kaoutar El Maghraoui:
DfuseNAS: A Diffusion-Based Neural Architecture Search. IJCNN 2024: 1-8 - [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]Inas Bachiri, Hadjer Benmeziane, Smaïl Niar, Riyadh Baghdadi, Hamza Ouarnoughi, Abdelkrime Aries:
Combining Neural Architecture Search and Automatic Code Optimization: A Survey. CoRR abs/2408.04116 (2024) - 2023
- [b1]Hadjer Benmeziane:
Efficient Hardware-aware Neural Architecture Search for Edge Computing. (Optimisation Automatique des Applications d'Apprentissage Profond sur Plateformes Matérielles Edges). Polytechnic University of Hauts-de-France, 2023 - [j1]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) - [c10]Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar:
HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices. CODAI 2023: 41-45 - [c9]Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar:
Pareto Rank-Preserving Supernetwork for Hardware-Aware Neural Architecture Search. ECAI 2023: 239-246 - [c8]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 - [c7]Sofiane Bouaziz, Hadjer Benmeziane, Youcef Imine, Leila Hamdad, Smaïl Niar, Hamza Ouarnoughi:
FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning. ICCD 2023: 444-447 - [c6]Hadjer Benmeziane, Amine Ziad Ounnoughene, Imane Hamzaoui, Younes Bouhadjar:
Skip Connections in Spiking Neural Networks: An Analysis of Their Effect on Network Training. IPDPS Workshops 2023: 790-794 - [i7]Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar:
HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices. CoRR abs/2303.04440 (2023) - [i6]Hadjer Benmeziane, Amine Ziad Ounnoughene, Imane Hamzaoui, Younes Bouhadjar:
Skip Connections in Spiking Neural Networks: An Analysis of Their Effect on Network Training. CoRR abs/2303.13563 (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]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) - [i3]Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smaïl Niar:
Grassroots Operator Search for Model Edge Adaptation. CoRR abs/2309.11246 (2023) - [i2]Sofiane Bouaziz, Hadjer Benmeziane, Youcef Imine, Leila Hamdad, Smaïl Niar, Hamza Ouarnoughi:
FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning. CoRR abs/2311.06917 (2023) - 2022
- [c5]Hadjer Benmeziane, Hamza Ouarnoughi, Smaïl Niar, Kaoutar El Maghraoui:
CaW-NAS: Compression Aware Neural Architecture Search. DSD 2022: 391-397 - [c4]Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar:
Real-time style transfer with efficient vision transformers. EdgeSys@EuroSys 2022: 31-36 - [c3]Hadjer Benmeziane, Smaïl Niar, Hamza Ouarnoughi, Kaoutar El Maghraoui:
Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search. ISPASS 2022: 267-276 - 2021
- [c2]Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smaïl Niar:
Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models. ArabWIC 2021: 21:1-21:6 - [c1]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 - [i1]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)
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