HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling

Author:

Bouzidi Halima1,Odema Mohanad2,Ouarnoughi Hamza1,Al Faruque Mohammad Abdullah2,Niar Smail1

Affiliation:

1. LAMIH/UMR CNRS, Université Polytechnique Hauts-de-France,Valenciennes,France

2. University of California,Department of Electrical Engineering and Computer Science,Irvine,USA

Funder

National Science Foundation (NSF)

Publisher

IEEE

Reference16 articles.

1. EdgeBERT: Sentence-Level Energy Optimizations for Latency-Aware Multi-Task NLP Inference

2. A Novel Design of Adaptive and Hierarchical Convolutional Neural Networks using Partial Reconfiguration on FPGA

3. Once-for-all: Train one network and specialize it for efficient deployment;cai;ArXiv Preprint,2019

4. Predictive exit: Prediction of fine-grained early exits for computation-and energy-efficient inference;li;ArXiv Preprint,2022

5. Hardware-Software Co-design Approach for Deep Learning Inference

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4. MaGNAS: A Mapping-Aware Graph Neural Architecture Search Framework for Heterogeneous MPSoC Deployment;ACM Transactions on Embedded Computing Systems;2023-09-09

5. Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs;2023 60th ACM/IEEE Design Automation Conference (DAC);2023-07-09

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