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Literature on Neural Architecture Search

Maintained by Difan Deng and Marius Lindauer.

The following list considers papers related to neural architecture search. It is by no means complete. If you miss a paper on the list, please let us know.

Please note that although NAS methods steadily improve, the quality of empirical evaluations in this field are still lagging behind compared to other areas in machine learning, AI and optimization. We would therefore like to share some best practices for empirical evaluations of NAS methods, which we believe will facilitate sustained and measurable progress in the field. If you are interested in a teaser, please read our blog post or directly jump to our checklist.

Transformers have gained increasing popularity in different domains. For a comprehensive list of papers focusing on Neural Architecture Search for Transformer-Based spaces, the awesome-transformer-search repo is all you need.


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16.

Zhu, Xunyu; Li, Jian; Liu, Yong; Liao, Jun; Wang, Weiping

Operation-level Progressive Differentiable Architecture Search Technical Report

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Links | BibTeX

15.

Huang, Sian-Yao; Chu, Wei-Ta

OSNASLib: One-Shot NAS Library Inproceedings

In: ICCV 2021 Workshop on Neural Architectures: Past, Present and Future, 0000.

Links | BibTeX

14.

Madhu, G.; Bharadwaj, B. Lalith; Boddeda, Rohit; Vardhan, Sai; Kautish, K. Sandeep; Alnowibet, Khalid; Alrasheedi, Adel F.; Mohamed, Ali Wagdy

Deep Stacked Ensemble Learning Model for COVID-19 Classification Technical Report

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Links | BibTeX

13.

Kandukuri, Nikhil; Sakhtivel, Sangeetha; Xie, Pengtao

Neural Architecture Search For Skin Cancer Detection Technical Report

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Links | BibTeX

12.

Jiang, Yingying; Gan, Zhuoxin; Lin, Ke; A, Yong

AttNAS: Searching Attentions for Lightweight Semantic Segmentation Inproceedings

In: British Machine Vision Conference (BMVC) 2021, 0000.

Links | BibTeX

11.

Loni, Mohammad; Mousavi, Hamid; Riazati, Mohammad; Daneshtalab, Masoud; Sjödin, Mikael

TAS : Ternarized Neural Architecture Search for Resource-Constrained Edge Devices Inproceedings

In: Design, Automation and Test in Europe ConferenceDesign, Automation and Test in Europe Conference (DATE) 2022, ANTWERP, BELGIUM :, 0000.

Abstract | Links | BibTeX

10.

Ma, Zhiyuan; Yu, Wenting; Zhang, Peng; Huang, Zhi; Lin, Anni; Xia, Yan

LPI Radar Waveform Recognition Based on Neural Architecture Search Journal Article

In: Computational Intelligence and Neuroscience, vol. 2022, 0000.

Links | BibTeX

9.

Salam, Hanan; Manoranjan, Viswonathan; Jian, Jiang; Celiktutan, Oya

Learning Personalised Models for Automatic Self-Reported Personality Recognition Technical Report

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Links | BibTeX

8.

Dhanaraja, Mayur; Dob, Huyen; Nairb, Dinesh; Xub, Cong

Leveraging Tensor Methods in Neural Architecture Search for the automatic development of lightweight Convolutional Neural Networks Journal Article

In: 0000.

Links | BibTeX

7.

Yang, Chengrun; Bender, Gabriel; Liu, Hanxiao; Kindermans, Pieter-Jan; Udell, Madeleine; Lu, Yifeng; Le, Quoc; Huang, Da

TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets Technical Report

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Links | BibTeX

6.

Hao, Yao; Zhang, Xizhe; Wang, Jie; Zhao, Tianyu; Sun, Baozhou

Improvement of IMRT QA prediction using imaging-based neural architecture search Journal Article

In: Medical Physics, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

5.

Zhai, Qihang; Li, Yan; Zhang, Zilin; Li, Yunjie; Wang, Shafei

Adaptive feature extraction and fine-grained modulation recognition of multi-function radar under small sample conditions Journal Article

In: IET Radar, Sonar & Navigation, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

4.

Wang, Ye-Qun; Li, Jian-Yu; Chen, Chun-Hua; Zhang, Jun; Zhan, Zhi-Hui

Scale adaptive fitness evaluation-based particle swarm optimisation for hyperparameter and architecture optimisation in neural networks and deep learning Journal Article

In: CAAI Transactions on Intelligence Technology, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

3.

Hu, Weifei; jinyi Shao,; Jiao, Qing; Wang, Chuxuan; Cheng, Jin; Liu, Zhenyu; Tan, Jianrong

A new differentiable architecture search method for optimizing convolutional neural networks in the digital twin of intelligent robotic grasping Journal Article

In: Journal of Intelligent Manufacturing, 0000.

Links | BibTeX

2.

Xue, Fanghui

Relaxation and Optimization for Automated Learning of Neural Network Architectures DISSERTATION PhD Thesis

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Links | BibTeX

1.

Mokhtari, Nassim; Nédélec, Alexis; Gilles, Marlene; Loor, Pierre De

Improving Neural Architecture Search by Mixing a FireFly algorithm with a Training Free Evaluation Technical Report

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BibTeX

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