Hamza Ouarnoughi
- A Comprehensive Survey on Hardware-Aware Neural Architecture Search
2021/01/22 by Hadjer Benmeziane, Benmeziane, Hadjer, Kaoutar El Maghraoui +9 · 18 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computational Complexity (cs.CC) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment
2023/07/16 by Mohanad Odema, Halima Bouzidi, Odema, Mohanad +7 · 4 citations
Engineering · Materials Science · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Parallel #and Cluster Computing (cs.DC)
- Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs
2023/02/24 by Halima Bouzidi, Bouzidi, Halima, Mohanad Odema +7 · 3 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling
2022/12/06 by Halima Bouzidi, Mohanad Odema, Bouzidi, Halima +7 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Memory and Neural Computing #Neural Networks and Applications
- Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices
2023/09/12 by Mohamed Imed Eddine Ghebriout, Halima Bouzidi, Ghebriout, Mohamed Imed Eddine +5 · 2 citations
Computer Science · Engineering · #Advanced Chemical Sensor Technologies #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- Performance Prediction for Convolutional Neural Networks in Edge Devices
2020/10/21 by Halima Bouzidi, Bouzidi, Halima, Hamza Ouarnoughi +4 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning
2023/11/12 by Sofiane Bouaziz, Bouaziz, Sofiane, Hadjer Benmeziane +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)