AutoML.org

Freiburg-Hannover

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.


2378 entries « 48 of 48 »

0000

28.

Cheng, Hsin-Pai

Efficient and Generalizable Neural Architecture Search for Visual Recognition PhD Thesis

0000.

Links | BibTeX

27.

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

Operation-level Progressive Differentiable Architecture Search Technical Report

0000.

Links | BibTeX

26.

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

25.

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

0000.

Links | BibTeX

24.

Kandukuri, Nikhil; Sakhtivel, Sangeetha; Xie, Pengtao

Neural Architecture Search For Skin Cancer Detection Technical Report

0000.

Links | BibTeX

23.

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

22.

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

21.

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

20.

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

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

0000.

Links | BibTeX

19.

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

18.

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

0000.

Links | BibTeX

17.

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

16.

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

15.

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

14.

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

13.

Xue, Fanghui

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

0000.

Links | BibTeX

12.

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

0000.

BibTeX

11.

Duggal, Rahul

Robust Efficient Edge AI: New Principles and Frameworks for Empowering Artifical Intelligence on Edge Device ON EDGE DEVICES PhD Thesis

0000.

Links | BibTeX

10.

Wen, Hao; Kang, Jingsu

Searching for Effective Neural Network Architectures for Heart Murmur Detection from Phonocardiogram Technical Report

0000.

Links | BibTeX

9.

Loni, Mohammad

Efficient Design of Scalable Deep Neural Networks for Resource-Constrained Edge Devices PhD Thesis

0000.

Links | BibTeX

8.

Wenfeng Feng and, Xin Zhang; Song, Qiushuang; Sun, Guoying

Incoherence of Deep Isotropic Neural Networks increase their performance on Image Classification Technical Manual

0000.

Links | BibTeX

7.

Malkova, Aleksandra; Amini, Massih-Reza; Denis, Benoit; Villien, Christophe

Radio Map Reconstruction with Deep Neural Networks in a Weakly Labeled Learning Context with use of Heterogeneous Side Information Technical Manual

0000.

Links | BibTeX

6.

Aboalam, Kawther; Neuswirth, Christoph; Pernau, Florian; Schiebel, Stefan; Spaethe, Fabian; Strohrmann, Manfred

Image Processing and Neural Network Optimization Methods for Automatic Visual Inspection Technical Manual

0000.

Links | BibTeX

5.

Mishra, Vidyanand; Kane, Lalit

A survey of designing convolutional neural network using evolutionary algorithms Journal Article

In: Artificial Intelligence Review, 0000.

Links | BibTeX

4.

Sun, Yanan; Yen, Gary G.; Zhang, Mengjie

Evolutionary Deep Neural Architecture Search: Fundamentals, Methods, and recent AdvanceYa Book

0000.

Links | BibTeX

3.

Park, Minje

Proxy Data Generation for Fast and Efficient Neural Architecture Search Journal Article

In: Journal of Electrical Engineering & Technology 2022, 0000.

Links | BibTeX

2.

Singh, Yeshwant; Biswas, Anupam

Lightweight convolutional neural network architecture design for music genre classification using evolutionary stochastic hyperparameter selection Journal Article

In: Expert Systems, vol. n/a, no. n/a, pp. e13241, 0000.

Abstract | Links | BibTeX

1.

Gupta, Pritha; Drees, Jan Peter; Hüllermeier, Eyke

Automated Side-Channel Attacks using Black-Box Neural Architecture Search Technical Report

0000.

Links | BibTeX

2378 entries « 48 of 48 »