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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.


1515 entries « 1 of 31 »

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1515.

Nguyen, N.; Chang, M. J.

CSNAS: Contrastive Self-supervised Learning Neural Architecture Search via Sequential Model-Based Optimization Journal Article

In: IEEE Transactions on Artificial Intelligence, 1 (01), pp. 1-1, 5555.

Links | BibTeX

2022

1514.

Li, Xudong; Zheng, Jianhua; Li, Mingtao; Ma, Wenzhen; Hu, Yang

One-shot neural architecture search for fault diagnosis using vibration signals Journal Article

In: Expert Systems with Applications, 190 , pp. 116027, 2022, ISSN: 0957-4174.

Abstract | Links | BibTeX

1513.

Grahn, Lea; Rachner, Jonas; Göppert, Amon; Saeed, Sazvan; Schmitt, Robert H.

Framework for Potential Analysis by Approximating Line-Less Assembly Systems with AutoML Inproceedings

In: Ändersen, Ann-Louise; Andersen, Rasmus; Brunoe, Thomas Ditlev; Larsen, Maria Stoettrup Schioenning; Nielsen, Kjeld; Napoleone, Alessia; Kjeldgaard, Stefan" (Ed.): Towards Sustainable Customization: Bridging Smart Products and Manufacturing Systems, pp. 423–430, Springer International Publishing, Cham, 2022, ISBN: 978-3-030-90700-6.

Abstract | Links | BibTeX

1512.

Cheng, Guoan; Matsune, Ai; Du, Hao; Liu, XinZhi; Zhan, Shu

Exploring more diverse network architectures for single image super-resolution Journal Article

In: Knowledge-Based Systems, 235 , pp. 107648, 2022, ISSN: 0950-7051.

Abstract | Links | BibTeX

1511.

Chen, Haoze; Zhang, Zhijie; Jin, Mingwu; Wang, Fengxiang

Prediction of dMRI signals with neural architecture search Journal Article

In: Journal of Neuroscience Methods, 365 , pp. 109389, 2022, ISSN: 0165-0270.

Abstract | Links | BibTeX

1510.

Nistor, Sergiu Cosmin; Czibula, Gabriela

IntelliSwAS: Optimizing deep neural network architectures using a particle swarm-based approach Journal Article

In: Expert Systems with Applications, 187 , pp. 115945, 2022, ISSN: 0957-4174.

Abstract | Links | BibTeX

1509.

Fei, Ke; Li, Qi; Zhu, Congcong

Non-technical losses detection using missing values’ pattern and neural architecture search Journal Article

In: International Journal of Electrical Power & Energy Systems, 134 , pp. 107410, 2022, ISSN: 0142-0615.

Abstract | Links | BibTeX

2021

1508.

Nangi, Sharmila Reddy; Tyagi, Atharv; Mundra, Jay; Mukherjee, Sagnik; Snehal, Raj; Chhaya, Niyati; Garimella, Aparna

AUTOSUMM: Automatic Model Creation for Text Summarization Inproceedings

In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, pp. 10162–10172, Ässociation for Computational Linguistics, Önline and Punta Cana, Dominican Republic, 2021.

Abstract | Links | BibTeX

1507.

Chen, Zerui; Huang, Yan; Yu, Hongyuan; Wang, Liang

Learning a Robust Part-Aware Monocular 3D Human Pose Estimator via Neural Architecture Search Journal Article

In: International Journal of Computer Vision (2021), 2021.

Links | BibTeX

1506.

Burrello, Alessio; Pagliari, Daniele Jahier; Risso, Matteo; Benatti, Simone; Macii, Enrico; Benini, Luca; Poncino, Massimo

Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices Journal Article

In: IEEE Trans Biomed Circuits Syst ., 2021.

Links | BibTeX

1505.

Wang, Ning; Gao, Yang; Chen, Hao; Wang, Peng; Tian, Zhi; Shen, Chunhua; Zhang, Yanning

NAS-FCOS: Efficient Search for Object Detection Architectures Journal Article

In: International Journal of Computer Vision , 129 , pp. 3299–3312, 2021.

Links | BibTeX

1504.

Oyelade, Olaide N.; Ezugwu, Absalom E.

A bioinspired neural architecture search based convolutional neural network for breast cancer detection using histopathology images Bachelor Thesis

2021.

Links | BibTeX

1503.

Zhou, Qinqin; Zheng, Xiawu; Cao, Liujuan; Zhong, Bineng; Xi, Teng; Zhang, Gang; Ding, Errui; Xu, Mingliang; Ji, Rongrong

EC-DARTS: Inducing Equalized and Consistent Optimization Into DARTS Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 11986-11995, 2021.

Links | BibTeX

1502.

Lin, Ming; Wang, Pichao; Sun, Zhenhong; Chen, Hesen; Sun, Xiuyu; Qian, Qi; Li, Hao; Jin, Rong

Zen-NAS: A Zero-Shot NAS for High-Performance Image Recognition Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 347-356, 2021.

Links | BibTeX

1501.

Shen, Mingzhu; Liang, Feng; Gong, Ruihao; Li, Yuhang; Li, Chuming; Lin, Chen; Yu, Fengwei; Yan, Junjie; Ouyang, Wanli

Once Quantization-Aware Training: High Performance Extremely Low-Bit Architecture Search Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 5340-5349, 2021.

Links | BibTeX

1500.

Xue, Song; Wang, Runqi; Zhang, Baochang; Wang, Tian; Guo, Guodong; Doermann, David

IDARTS: Interactive Differentiable Architecture Search Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 1163-1172, 2021.

Links | BibTeX

1499.

Chu, Xiangxiang; Zhang, Bo; Li, Qingyuan; Xu, Ruijun; Li, Xudong

SCARLET-NAS: Bridging the Gap Between Stability and Scalability in Weight-Sharing Neural Architecture Search Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, pp. 317-325, 2021.

Links | BibTeX

1498.

Hu, Xiaobin; Ren, Wenqi; Yu, Kaicheng; Zhang, Kaihao; Cao, Xiaochun; Liu, Wei; Menze, Bjoern

Pyramid Architecture Search for Real-Time Image Deblurring Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 4298-4307, 2021.

Links | BibTeX

1497.

Chatzianastasis, Michail; Dasoulas, George; Siolas, Georgios; Vazirgiannis, Michalis

Graph-Based Neural Architecture Search With Operation Embeddings Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, pp. 393-402, 2021.

Links | BibTeX

1496.

Zeng, Dan; Huang, Yuhang; Bao, Qian; Zhang, Junjie; Su, Chi; Liu, Wu

Neural Architecture Search for Joint Human Parsing and Pose Estimation Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 11385-11394, 2021.

Links | BibTeX

1495.

Chen, Ziye; Zhan, Yibing; Yu, Baosheng; Gong, Mingming; Du, Bo

Not All Operations Contribute Equally: Hierarchical Operation-Adaptive Predictor for Neural Architecture Search Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 10508-10517, 2021.

Links | BibTeX

1494.

Wang, Yaoming; Liu, Yuchen; Dai, Wenrui; Li, Chenglin; Zou, Junni; Xiong, Hongkai

Learning Latent Architectural Distribution in Differentiable Neural Architecture Search via Variational Information Maximization Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 12312-12321, 2021.

Links | BibTeX

1493.

Rana, Amrita; Kim, Kyung Ki

Robust architecture search using network adaptation Journal Article

In: Journal of Sensor Science and Technology, 30 (5), pp. 290-294, 2021.

Links | BibTeX

1492.

Yan, Kefan; Wang, Shunlong; Guan, Yuwei; Jiang, Ailian

TNAS: Neural Network Architecture Search Sampling Module Based on Variational Autoencoder Journal Article

In: CONVERTER, pp. 288-296, 2021.

Links | BibTeX

1491.

Hao, Jie; Cai, Zhiling; Li, Ruijia; Zhu, William

Saliency: a new selection criterion of important architectures in neural architecture search Journal Article

In: Neural Computing and Applications, 2021.

Links | BibTeX

1490.

Cazasnoves, Anthony; Ganaye, Pierre-Antoine; Sanchis, Kévin; Ceillier, Tugdual

Neural Architecture Search in operational context: a remote sensing case-study Technical Report

Preligens 2021.

Links | BibTeX

1489.

Jia, Hong; Hu, Jiawei; Hu, Wen

SwingNet: Ubiquitous Fine-Grained Swing Tracking Framework via Stochastic Neural Architecture Search and Adversarial Learning Journal Article

In: Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 5 (3), 2021.

Abstract | Links | BibTeX

1488.

Yang, Xin; Fan, Jiangfeng; Wu, Chenhuan; Zhou, Dake; Li, Tao

NasmamSR: a fast image super-resolution network based on neural architecture search and multiple attention mechanism Journal Article

In: Multimedia Systems (2021), 2021.

Links | BibTeX

1487.

Zhao, Zimin; Kang, Ying; Hou, Aiqin; Gan, Daguang

SP-DARTS: Synchronous Progressive Differentiable Neural Architecture Search for Image Classification Journal Article

In: IEICE TRANSACTIONS on Information and Systems , E104-D (8 ), pp. 1232-1238, 2021, ISBN: 1745-1361.

Links | BibTeX

1486.

Wendlinger, Lorenz; Berndl, Emanuel; Granitzer, Michael

Methods for Automatic Machine-Learning Workflow Analysis Inproceedings

In: ECML PKDD 2021, 2021.

Links | BibTeX

1485.

Zhu, Yanming; Meijering, Erik

Automatic Improvement of Deep Learning Based Cell Segmentation in Time-Lapse Microscopy by Neural Architecture Search Journal Article

In: Bioinformatics, 2021.

Links | BibTeX

1484.

Zhao, Jiejie; Lv, Weifeng; Du, Bowen; Ye, Junchen; Sun, Leilei; Xiong, Guixi

Deep multi-task learning with flexible and compact architecture search Journal Article

In: International Journal of Data Science and Analytics , 2021.

Links | BibTeX

1483.

Nguyen, Vu; Le, Tam; Yamada, Makoto; Osborne, Michael A

Optimal Transport Kernels for Sequential and Parallel Neural Architecture Search Inproceedings

In: Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event, 2021.

Links | BibTeX

1482.

Ünal, Hamit Taner; Başçiftçi, Fatih

Evolutionary design of neural network architectures: a review of three decades of research Journal Article

In: Artificial Intelligence Review, 2021.

Links | BibTeX

1481.

Coquelin, Daniel; Sedona, Rocco; Riedel, Morris; Götz, Markus

Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems Technical Report

2021.

Links | BibTeX

1480.

Yu, Kaicheng

From Human-Designed Convolutional Neural Networks Towards Robust Neural Architecture Search PhD Thesis

2021.

Abstract | Links | BibTeX

1479.

Siems, Julien; Klein, Aaron; Archambeau, Cedric; Mahsereci, Maren

Dynamic Pruning of a Neural Networkvia Gradient Signal-to-Noise Ratio Inproceedings

In: 8th ICML Workshop on Automated Machine Learning (2021), 2021.

Links | BibTeX

1478.

Tian, Ye; Peng, Shichen; Yang, Shangshang; Zhang, Xingyi; Tan, Kay Chen; Jin, Yaochu

Action Command Encoding for SurrogateAssisted Neural Architecture Search Technical Report

2021.

Links | BibTeX

1477.

Sääw, Daniel; Nijweide, Frederik

Exploring the feasibility of Weight Agnostic Neural Networks for low-end hardware Technical Report

2021.

Links | BibTeX

1476.

White, Colin; Nolen, Sam; Savani, Yash

Exploring the Loss Landscape in Neural Architecture Search Inproceedings

In: 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021), 2021.

Links | BibTeX

1475.

Lin, Yi; Liu, Yanfei; Liu, Jingguang; Liu, Guocai; Ma, Kai; Zheng, Yefeng

LE-NAS: Learning-based Ensemble with Neural Architecture Search for 3D Radiotherapy Dose Prediction Journal Article

In: 2021.

Links | BibTeX

1474.

Dimanov, Daniel; Balaguer-Ballester, Emili; Singleton, Colin; Rostami, Shahin

Moncae: Multi-Objective Neuroevolution of Convolutional Autoencoders Inproceedings

In: 2nd Workshop on Neural Architecture Search at ICLR 2021, 2021.

Links | BibTeX

1473.

Jin, Yaochu; Wang, Handing; Sun, Chaoli

Surrogate-Assisted Evolutionary Neural Architecture Search Inproceedings

In: Data-Driven Evolutionary Optimization, pp. 373-387, 2021, ISBN: 978-3-030-74640-7.

Links | BibTeX

1472.

Zhu, Wei; Ni, Yuan; Wang, Xiaoling; Xie, Guotong; Zhang, Fang

Discovering Better Model Architectures for Medical Query Understanding Inproceedings

In: Proceedings of NAACL HLT 2021: IndustryTrack Papers, pp. 230-237, 2021.

Links | BibTeX

1471.

Dai, Xiaoliang; Wan, Alvin; Zhang, Peizhao; Wu, Bichen; He, Zijian; Wei, Zhen; Chen, Kan; Tian, Yuandong; Yu, Matthew; Vajda, Peter; Gonzalez, Joseph E.

FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Incollection

In: CVPR2021, 2021.

Links | BibTeX

1470.

Ma, Xiaohan; Si, Chang; Wang, Ying; Liu, Cheng; Zhang1, Lei

NASA: Accelerating Neural Network Design with a NAS Processor Inproceedings

In: 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture (ISCA), 2021.

Links | BibTeX

1469.

Liu, Shaoli; Zheng, Chengjian; Lu, Kaidi; Gao, Si; Wang, Ning; Wang, Bofei; Zhang, Diankai; Zhang, Xiaofeng; Xu, Tianyu

EVSRNet: Efficient Video Super-Resolution With Neural Architecture Search Inproceedings

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2480-2485, 2021.

Links | BibTeX

1468.

Geraeinejad, V.; Seenan, S.; Modarressi, M.; Daneshtalab, M.

RoCo-NAS : Robust and Compact Neural Architecture Search Inproceedings

In: The international joint conference on neural networks IJCNN, 2021.

Links | BibTeX

1467.

Tsokov, Stefan; Lazarova, Milena; Aleksieva-Petrova, Adelina

An Evolutionary Approach to the Design of Convolutional Neural Networks for Human Activity Recognition Journal Article

In: Indian Journal of Computer Science and Engineering, 2021.

Links | BibTeX

1466.

Huang, Shenyang; Francois-Lavet, Vincent; Rabusseau, Guillaume

Understanding Capacity Saturation in Incremental Learning Inproceedings

In: The 34th Canadian Conference on Artificial Intelligence, 2021.

Links | BibTeX

1515 entries « 1 of 31 »