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Freiburg-Hannover-Tübingen

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.


4236 entries « 52 of 85 »

2021

1686.

Hao, Jie; Zhu, William

Layered Feature Representation for Differentiable Architecture Search Technical Report

2021.

Links | BibTeX

1685.

Choe, Hyeokjun; Na, Byunggook; Mok, Jisoo; Yoon, Sungroh

Variance-stationary Differentiable NAS Proceedings Article

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

Links | BibTeX

1684.

Mo, Shentong; Xia, Jingfei; Ren, Pinxu

Simulated Annealing for Neural Architecture Search Proceedings Article

In: OPT2021: 13th Annual Workshop on Optimization for Machine Learning, 2021.

Links | BibTeX

1683.

Wang, Zifu; Blaschko, Matthew B.

MRF-NAS: Improving UNet with Neural Architecture Search for Medical Image Segmentation Technical Report

2021.

Links | BibTeX

1682.

Huang, Ziyan; Wang, Zehua; Yang, Zhikai; Gu, Lixu

AdwU-Net: Adaptive Depth and Width U-Net for Medical Image Segmentation by Differentiable Neural Architecture Search Technical Report

2021.

Links | BibTeX

1681.

Tran, Linh Tam; Baea, Sung-Ho

Training-Free Hardware-Aware Neural Architecture Search with Reinforcement Learning Technical Report

2021.

Links | BibTeX

1680.

Gao, Yang; Zhang, Peng; Li, Zhao; Zhou, Chuan; Liu, Yongchao; Hu, Yue

Heterogeneous Graph Neural Architecture Search Proceedings Article

In: 2021 IEEE International Conference on Data Mining (ICDM), 2021.

Links | BibTeX

1679.

Prashanth, Thota Guna Durga; Reddy, Pendli Rishith

Anomaly based Intrusion Detection using Neural Networks in 5G Network Journal Article

In: International Journal for Research in Applied Science & Engineering Technology (IJRASET), vol. 9, iss. 12, 2021, ISSN: 2321-9653.

Links | BibTeX

1678.

Ye, Andre

Successful Neural Network Architecture Design Book Chapter

In: Apress, Berkeley, CA, 2021.

Links | BibTeX

1677.

Yan, C.; Chang, X.; Li, Z.; Guan, W.; Ge, Z.; Zhu, L.; Zheng, Q.

ZeroNAS: Differentiable Generative Adversarial Networks Search for Zero-Shot Learning Journal Article

In: IEEE Transactions on Pattern Analysis & Machine Intelligence, no. 01, pp. 1-1, 2021, ISSN: 1939-3539.

Links | BibTeX

1676.

Wang, Shurun; Tang, Hao; Wang, Bin; Mo, Jia

A Novel Approach to Detecting Muscle Fatigue Based on sEMG by Using Neural Architecture Search Framework Proceedings Article

In: IEEE Trans Neural Netw Learn Syst, 2021.

Links | BibTeX

1675.

Li, Siyi; Sun, Yanan; Yen, Gary G; Zhang, Mengjie

Automatic Design of Convolutional Neural Network Architectures Under Resource Constraints Proceedings Article

In: IEEE Trans Neural Netw Learn Syst ., 2021.

Links | BibTeX

1674.

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

AUTOSUMM: Automatic Model Creation for Text Summarization Proceedings Article

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

1673.

Liu, Zhengying

Automated Deep Learning : Principles and Practice PhD Thesis

2021.

Links | BibTeX

1672.

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, vol. 1, no. 01, pp. 1-1, 2021.

Links | BibTeX

1671.

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

1670.

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

1669.

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 , vol. 129, pp. 3299–3312, 2021.

Links | BibTeX

1668.

Oyelade, Olaide N.; Ezugwu, Absalom E.

A bioinspired neural architecture search based convolutional neural network for breast cancer detection using histopathology images Journal Article

In: Scientific Reports, 2021.

Links | BibTeX

1667.

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 Proceedings Article

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

Links | BibTeX

1666.

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

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

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

Links | BibTeX

1665.

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

Neural Architecture Search for Joint Human Parsing and Pose Estimation Proceedings Article

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

Links | BibTeX

1664.

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

Graph-Based Neural Architecture Search With Operation Embeddings Proceedings Article

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

Links | BibTeX

1663.

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

Pyramid Architecture Search for Real-Time Image Deblurring Proceedings Article

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

Links | BibTeX

1662.

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 Proceedings Article

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

Links | BibTeX

1661.

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

IDARTS: Interactive Differentiable Architecture Search Proceedings Article

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

Links | BibTeX

1660.

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 Proceedings Article

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

Links | BibTeX

1659.

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 Proceedings Article

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

Links | BibTeX

1658.

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 Proceedings Article

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

Links | BibTeX

1657.

Rana, Amrita; Kim, Kyung Ki

Robust architecture search using network adaptation Journal Article

In: Journal of Sensor Science and Technology, vol. 30, no. 5, pp. 290-294, 2021.

Links | BibTeX

1656.

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

1655.

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

1654.

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., vol. 5, no. 3, 2021.

Abstract | Links | BibTeX

1653.

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

1652.

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

1651.

Wendlinger, Lorenz; Berndl, Emanuel; Granitzer, Michael

Methods for Automatic Machine-Learning Workflow Analysis Proceedings Article

In: ECML PKDD 2021, 2021.

Links | BibTeX

1650.

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 , vol. E104-D , no. 8 , pp. 1232-1238, 2021, ISBN: 1745-1361.

Links | BibTeX

1649.

Ding, Yuhui; Yao, Quanming; Zhao, Huan; Zhang, Tong

DiffMG: Differentiable Meta Graph Search for Heterogeneous Graph Neural Networks Proceedings Article

In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery &amp$mathsemicolon$ Data Mining, ACM, 2021.

Links | BibTeX

1648.

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

1647.

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

1646.

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

Optimal Transport Kernels for Sequential and Parallel Neural Architecture Search Proceedings Article

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

Links | BibTeX

1645.

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

1644.

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

Moncae: Multi-Objective Neuroevolution of Convolutional Autoencoders Proceedings Article

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

Links | BibTeX

1643.

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

1642.

White, Colin; Nolen, Sam; Savani, Yash

Exploring the Loss Landscape in Neural Architecture Search Proceedings Article

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

Links | BibTeX

1641.

Sääw, Daniel; Nijweide, Frederik

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

2021.

Links | BibTeX

1640.

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

1639.

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

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

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

Links | BibTeX

1638.

Yu, Kaicheng

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

2021.

Abstract | Links | BibTeX

1637.

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

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

2021.

Links | BibTeX

4236 entries « 52 of 85 »