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Running Hardware-Aware Neural Architecture Search on Embedded Devices Under 512MB of RAM

2024 IEEE International Conference on Consumer Electronics (ICCE)
This document proposes a novel approach to hardware-aware neural architecture search (HW NAS) that considers the resources available on the computing platform running it, enabling its execution on various embedded devices. The presented HW NAS produces tiny convolutional neural networks (CNNs) targeting low-end microcontroller units (MCUs), typically ...
Edoardo Ragusa, Paolo Gastaldo, Antonio Frisoli   +2 more
exaly   +3 more sources

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Evolution of hardware-aware neural architecture search (NAS) on the edge

Real-Time Image Processing and Deep Learning 2023, 2023
Blake Richey, Mitchell Clay, Christos Grecos, Mukul V. Shirvaikar   +3 more
openaire   +1 more source

Facilitating hardware-aware neural architecture search with learning-based predictive models

Journal of Systems Architecture, 2023
Xueying Wang 0003, Guangli Li, Xiu Ma, Xiaobing Feng 0002   +3 more
openaire   +2 more sources

Neural Architecture Search Survey: A Hardware Perspective

ACM Computing Surveys, 2023
Arun Kumar Somani, Krishna Teja Chitty-Venkata   +1 more
exaly  

Hardware-aware neural architecture search for stochastic computing-based neural networks on tiny devices

Journal of Systems Architecture, 2023
Yuhong Song, Edwin Hsing-Mean Sha, Qingfeng Zhuge, Rui Xu 0013, Xiaowei Xu 0004, Bingzhe Li, Lei Yang 0018   +6 more
openaire   +1 more source

Hardware-Aware Neural Architecture Search with Mixed-Precision Quantization

2025 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)
Maman, Natalie, Schiele, Gregor
openaire   +1 more source

HaeNAS: Hardware-Aware Efficient Neural Architecture Search via Zero-Cost Proxy

International Conferences on Software Engineering and Knowledge Engineering, 2023
Yaodanjun Ren, Chen Chen, Zhengwei Qi
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One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search

Performance Evaluation Review, 2022
Shaolei Ren, Yiyu Shi
exaly  

Supporting in-Sensor Computing with Hardware-Aware Neural Architecture Search

Mattia Garavagno, Andrea, Ragusa, Edoardo, Zunino, Rodolfo, Frisoli, Antonio, Gastaldo, Paolo   +4 more
openaire   +1 more source

Efficient Hardware-Aware Neural Architecture Search for Image Super-Resolution on Mobile Devices

2023
Xindong Zhang, Hui Zeng 0001, Lei Zhang 0006   +2 more
openaire   +1 more source