NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks

24 January 2024

Papers citing "NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks"

29 / 29 papers shown

Title
On-Sensor Convolutional Neural Networks with Early-Exits Hazem Hesham Yousef Shalby Arianna De Vecchi Alice Scandelli Pietro Bartoli Diana Trojaniello Manuel Roveri Federica Villa 96 0 0 21 Mar 2025
MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Tobias King Yexu Zhou Tobias Röddiger Michael Beigl 58 3 0 27 Oct 2023
Enhancing Once-For-All: A Study on Parallel Blocks, Skip Connections and Early Exits Simone Sarti Eugenio Lomurno Andrea Falanti Matteo Matteucci 48 3 0 03 Feb 2023
HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling Halima Bouzidi Mohanad Odema Hamza Ouarnoughi Mohammad Abdullah Al Faruque Smail Niar 53 19 0 06 Dec 2022
A Survey on Dynamic Neural Networks for Natural Language Processing Canwen Xu Julian McAuley AI4CE 74 28 0 15 Feb 2022
Temporal Early Exits for Efficient Video Object Detection Amin Sabet Jonathon S. Hare Bashir M. Al-Hashimi G. Merrett 49 8 0 21 Jun 2021
ESAI: Efficient Split Artificial Intelligence via Early Exiting Using Neural Architecture Search Behnam Zeinali Di Zhuang Jerome Chang 44 6 0 21 Jun 2021
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification Yongming Rao Wenliang Zhao Benlin Liu Jiwen Lu Jie Zhou Cho-Jui Hsieh ViT 76 697 0 03 Jun 2021
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Boddeti 60 148 0 20 Jul 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 99 673 0 01 Jun 2020
Why should we add early exits to neural networks? Simone Scardapane M. Scarpiniti E. Baccarelli A. Uncini 62 123 0 27 Apr 2020
fastai: A Layered API for Deep Learning Jeremy Howard Sylvain Gugger AI4CE 122 867 0 11 Feb 2020
Modeling Teacher-Student Techniques in Deep Neural Networks for Knowledge Distillation Sajjad Abbasi M. Hajabdollahi N. Karimi S. Samavi 33 29 0 31 Dec 2019
Best Practices for Scientific Research on Neural Architecture Search Marius Lindauer Frank Hutter 54 144 0 05 Sep 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 102 1,279 0 26 Aug 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 133 18,106 0 28 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 340 6,772 0 06 May 2019
A Survey on Neural Architecture Search Martin Wistuba Ambrish Rawat Tejaswini Pedapati AI4CE 54 258 0 04 May 2019
ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation Xiaoliang Dai Peizhao Zhang Bichen Wu Hongxu Yin Fei Sun ... Yiming Wu Yangqing Jia Peter Vajda M. Uyttendaele N. Jha 66 272 0 21 Dec 2018
Designing Adaptive Neural Networks for Energy-Constrained Image Classification Dimitrios Stamoulis Ting-Wu Chin Anand P. Krishnan Haocheng Fang S. Sajja Mitchell Bognar Diana Marculescu 70 62 0 05 Aug 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 192 4,350 0 24 Jun 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 225 3,461 0 09 Mar 2018
BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks Surat Teerapittayanon Bradley McDanel H. T. Kung UQCV 93 1,140 0 06 Sep 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 291 5,825 0 14 Jun 2017
IDK Cascades: Fast Deep Learning by Learning not to Overthink Xin Wang Yujia Luo D. Crankshaw Alexey Tumanov Fisher Yu Joseph E. Gonzalez 58 108 0 03 Jun 2017
Metaheuristic Design of Feedforward Neural Networks: A Review of Two Decades of Research Varun Ojha Ajith Abraham V. Snás̃el 85 498 0 16 May 2017
Network Morphism Tao Wei Changhu Wang Y. Rui Chen Chen 75 176 0 05 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 190 5,342 0 21 Nov 2012