S. Niar

Most-cited papers

A Comprehensive Survey on Hardware-Aware Neural Architecture Search
Hadjer Benmeziane, K. El Maghraoui, Hamza Ouarnoughi, S. Niar +2 more
2021arXiv.org156 citations
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Hardware-Aware Neural Architecture Search: Survey and Taxonomy
Hadjer Benmeziane, K. El Maghraoui, Hamza Ouarnoughi, S. Niar +2 more
2021International Joint Conference on Artificial Intelligence135 citations Open access
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Two stage particle swarm optimization to solve the flexible job shop predictive scheduling problem considering possible machine breakdowns
M. Nouiri, A. Bekrar, A. Jemai, D. Trentesaux +2 more
2017Computers & industrial engineering123 citations
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Design Space exploration of FPGA-based accelerators with multi-level parallelism
G. Zhong, A. Prakash, Siqi Wang, Yun Liang +2 more
2017Design, Automation and Test in Europe66 citations
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Are CNNs Reliable Enough for Critical Applications? An Exploratory Study
M. A. Neggaz, Ihsen Alouani, S. Niar, Fadi Kurdahi
2020IEEE design & test55 citations
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A Novel Heterogeneous Approximate Multiplier for Low Power and High Performance
Ihsen Alouani, Hamzeh Ahangari, O. Ozturk, S. Niar
2018IEEE Embedded Systems Letters53 citations Open access
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Adaptive video-based algorithm for accident detection on highways
Boutheina Maaloul, A. Taleb-Ahmed, S. Niar, N. Harb +1 more
2017International Symposium on Industrial Embedded Systems48 citations
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A Reliability Study on CNNs for Critical Embedded Systems
M. A. Neggaz, Ihsen Alouani, P. R. Lorenzo, S. Niar
2018ICCD44 citations
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AS8-static random access memory (SRAM): asymmetric SRAM architecture for soft error hardening enhancement
Ihsen Alouani, W. Elsharkasy, A. Eltawil, Fadi Kurdahi +1 more
2017IET Circuits Devices Syst.38 citations
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HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling
Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, M. A. Al Faruque +1 more
2022Design, Automation and Test in Europe31 citations Open access
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Performance prediction for convolutional neural networks on edge GPUs
Halima Bouzidi, Hamza Ouarnoughi, S. Niar, Abdessamad Ait El-Cadi
2021ACM International Conference on Computing Frontiers26 citations
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AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing
Hadjer Benmeziane, C. Lammie, I. Boybat, M. Rasch +8 more
2023International Conference on Edge Computing [Services Society]19 citations Open access
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FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning
Sofiane Bouaziz, Hadjer Benmeziane, Youcef Imine, Leila Hamdad +2 more
2023ICCD19 citations Open access
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MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment
Mohanad Odema, Halima Bouzidi, Hamza Ouarnoughi, S. Niar +1 more
2023ACM Transactions on Embedded Computing Systems18 citations Open access
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Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs
Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, S. Niar +1 more
2023Design Automation Conference17 citations Open access
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Multi-objective Hardware-aware Neural Architecture Search with Pareto Rank-preserving Surrogate Models
Hadjer Benmeziane, Hamza Ouarnoughi, K. El Maghraoui, S. Niar
2023ACM Transactions on Architecture and Code Optimization (TACO)16 citations Open access
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HAPE: A high-level area-power estimation framework for FPGA-based accelerators
M. Makni, S. Niar, M. Baklouti, M. Abid
2018Microprocessors and microsystems15 citations
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Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices
Mohamed Imed Eddine Ghebriout, Halima Bouzidi, S. Niar, Hamza Ouarnoughi
2023Asian Conference on Machine Learning14 citations Open access
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Performance Modeling of Computer Vision-based CNN on Edge GPUs
Halima Bouzidi, Hamza Ouarnoughi, S. Niar, Abdessamad Ait El-Cadi
2022ACM Transactions on Embedded Computing Systems13 citations
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Railway Obstacle Detection Using Unsupervised Learning: An Exploratory Study
Amine Boussik, Wael Ben-Messaoud, S. Niar, A. Taleb-Ahmed
20212021 IEEE Intelligent Vehicles Symposium (IV)13 citations Open access
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Preemption-Aware Allocation, Deadline Assignment for Conditional DAGs on Partitioned EDF
H. Zahaf, Giuseppe Lipari, S. Niar, Abou El Hassan Benyamina
2020IEEE International Conference on Embedded and Real-Time Computing Systems and Applications13 citations
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Hardware resource estimation for heterogeneous FPGA-based SoCs
M. Makni, M. Baklouti, S. Niar, M. Abid
2017ACM Symposium on Applied Computing13 citations
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Performance Prediction for Convolutional Neural Networks in Edge Devices
Halima Bouzidi, Hamza Ouarnoughi, S. Niar, A. A. El Cadi
2020arXiv.org12 citations
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Adaptive Vehicle Detection for Real-time Autonomous Driving System
Maryam Hemmati, Morteza Biglari-Abhari, S. Niar
2019Design, Automation and Test in Europe12 citations
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A New Rescheduling Heuristic for Flexible Job Shop Problem with Machine Disruption
M. Nouiri, A. Bekrar, A. Jemai, A. Ammari +1 more
2017Service Orientation in Holonic and Multi-Agent Manufacturing12 citations
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Recent advances in Machine Learning based Advanced Driver Assistance System applications
G. Tatar, Salih Bayar, I. Çiçek, S. Niar
2024Microprocessors and microsystems10 citations Open access
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Rapid in-memory matrix multiplication using associative processor
M. A. Neggaz, Hasan Erdem Yantır, S. Niar, A. Eltawil +1 more
2018Design, Automation and Test in Europe10 citations
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Adaptive Real-Time Object Detection for Autonomous Driving Systems
Maryam Hemmati, Morteza Biglari-Abhari, S. Niar
2022Journal of Imaging9 citations Open access
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Simulating multi-agent-based computation offloading for autonomous cars
Hamza Ouarnoughi, Emmanuelle Grislin-Le Strugeon, S. Niar
2021Cluster Computing9 citations
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Execution Time Modeling for CNN Inference on Embedded GPUs
Noureddine Bouhali, Hamza Ouarnoughi, S. Niar, Abdessamad Ait El-Cadi
2021DroneSE/RAPIDO@HiPEAC9 citations
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Efficient modelling of IEEE 802.11p MAC output process for V2X interworking enhancement
F. Salem, Y. Elhillali, S. Niar
2018IET Networks9 citations Open access
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Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search
Hadjer Benmeziane, S. Niar, Hamza Ouarnoughi, K. El Maghraoui
2022IEEE International Symposium on Performance Analysis of Systems and Software8 citations
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Performance Exploration of AMBA AXI4 Bus Protocols for Wireless Sensor Networks
M. Makni, M. Baklouti, S. Niar, M. Abid
2017ACS/IEEE International Conference on Computer Systems and Applications8 citations
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HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices
Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, S. Niar
2023CODAI7 citations Open access
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Pedestrian Detection and Classification for Autonomous Train
Ankur Mahtani, Wael Ben-Messaoud, A. Taleb-Ahmed, S. Niar +1 more
2020International Conference on Image Processing, Applications and Systems7 citations
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Real-time multi-scale pedestrian detection for driver assistance systems
Maryam Hemmati, Morteza Biglari-Abhari, S. Niar, S. Berber
2017Design Automation Conference7 citations
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A Multi-Agent Approach for Vehicle-to-Fog Fair Computation Offloading
Emmanuelle Grislin-Le Strugeon, Hamza Ouarnoughi, S. Niar
2020ACS/IEEE International Conference on Computer Systems and Applications6 citations
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User model-based method for IEEE 802.11p performance evaluation in vehicular safety applications
F. Salem, Y. Elhillali, S. Niar
2017International Conference on Vehicular Electronics and Safety6 citations
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A Memory Reliability Enhancement Technique for Multi Bit Upsets
Alexandre Chabot, Ihsen Alouani, R. Nouacer, S. Niar
2020Journal of Signal Processing Systems5 citations
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Adaptive Reliability for Fault Tolerant Multicore Systems
Ihsen Alouani, Thomas Wild, A. Herkersdorf, S. Niar
2017Euromicro Symposium on Digital Systems Design5 citations Open access
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Real-time style transfer with efficient vision transformers
Hadjer Benmeziane, Hamza Ouarnoughi, K. El Maghraoui, S. Niar
2022EdgeSys@EuroSys4 citations
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ENOrMOUS: ENergy Optimization for MObile plateform using User needS
Ismat Chaib Draa, S. Niar, E. L. Strugeon, Morteza Biglari-Abhari +1 more
2019Journal of systems architecture4 citations Open access
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Power optimization techniques for associative processors
Hasan Erdem Yantır, A. Eltawil, S. Niar, Fadi Kurdahi
2018Journal of systems architecture4 citations
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Grassroots operator search for model edge adaptation using mathematical search space
Hadjer Benmeziane, K. El Maghraoui, Hamza Ouarnoughi, S. Niar
2024Future generations computer systems3 citations
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SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search
Halima Bouzidi, S. Niar, Hamza Ouarnoughi, E. Talbi
2024Annual Conference on Genetic and Evolutionary Computation3 citations Open access
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CaW-NAS: Compression Aware Neural Architecture Search
Hadjer Benmeziane, Hamza Ouranoughi, S. Niar, K. El Maghraoui
2022Euromicro Symposium on Digital Systems Design3 citations
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Machine learning for improving mobile user satisfaction
Ismat Chaib Draa, Fabien Bouquillon, S. Niar, E. L. Strugeon
2019ACM Symposium on Applied Computing3 citations
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Neural Architecture Search and Automatic Code Optimization: Techniques, trends, and challenges
Inas Bachiri, S. Niar, Riyadh Baghdadi, Hamza Ouarnoughi
2025Journal of systems architecture2 citations Open access
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Combining Neural Architecture Search and Automatic Code Optimization: A Survey
Inas Bachiri, Hadjer Benmeziane, S. Niar, Riyadh Baghdadi +2 more
2024arXiv.org2 citations
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DfuseNAS: A Diffusion-Based Neural Architecture Search
Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, S. Niar +1 more
2024IEEE International Joint Conference on Neural Network2 citations
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