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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.


1646 entries « 1 of 33 »

2022

1646.

Hu, Zhonggang; Bao, Wenxing; Qu, Kewen; Liang, Hongbo

Image-based neural architecture automatic search method for hyperspectral image classification Journal Article

In: J. of Applied Remote Sensing, 16 , 2022.

Links | BibTeX

1645.

Diao, Huabin; Li, Gongyan; Xu, Shaoyun; Hao, Yuexing

PA-NAS: Partial operation activation for memory-efficient architecture search Journal Article

In: Applied Intelligence, 2022.

Links | BibTeX

1644.

Klos, Andreas; Rosenbaum, Marius; Schiffmann, Wolfram

Neural Architecture Search based on Genetic Algorithm and Deployed in a Bare-Metal Kubernetes Cluster Journal Article

In: International Journal of Networking and Computing, 12 (1), 2022.

Links | BibTeX

1643.

Jiang, Chunheng; Pedapati, Tejaswini; Chen, Pin-Yu; Sun, Yizhou; Gao, Jianxi

Neural Capacitance: A New Perspective of Neural Network Selection via Edge Dynamics Technical Report

, 2022.

Links | BibTeX

1642.

Durbha, Krishna Srikar; Amuru, Saidhiraj

AutoML Models for Wireless Signals Classification and their effectiveness against Adversarial Attacks Inproceedings

In: 2022 14th International Conference on COMmunication Systems NETworkS (COMSNETS), pp. 265-269, 2022.

Links | BibTeX

1641.

Pochelu, Pierrick; Petiton, Serge G.; Conche, Bruno

A Deep Neural Networks Ensemble Workflow from Hyperparameter Search to Inference Leveraging GPU Clusters Inproceedings

In: International Conference on High Performance Computing in Asia-Pacific Region, pp. 61–71, Association for Computing Machinery, Virtual Event, Japan, 2022, ISBN: 9781450384988.

Abstract | Links | BibTeX

1640.

Chen, Yi-Ping; Tsai, Chun-Wei

An Effective Neural Architecture Optimization Algorithm for CNN Based on Search Economics Inproceedings

In: Proceedings of the 2021 ACM International Conference on Intelligent Computing and Its Emerging Applications, pp. 40–45, Association for Computing Machinery, Jinan, China, 2022, ISBN: 9781450391603.

Abstract | Links | BibTeX

1639.

Wu, Meng-Ting; Lin, Hung-I; Tsai, Chun-Wei

A Training-Free Genetic Neural Architecture Search Inproceedings

In: Proceedings of the 2021 ACM International Conference on Intelligent Computing and Its Emerging Applications, pp. 65–70, Association for Computing Machinery, Jinan, China, 2022, ISBN: 9781450391603.

Abstract | Links | BibTeX

1638.

Yipeng, Lv; Wenbing, Lv; Kaixuan, Han; Wentao, Tao; Ling, Zheng; Shizhuang, Weng; Lingsheng, Huang

Determination of wheat kernels damaged by Fusarium head blight using monochromatic images of effective wavelengths from hyperspectral imaging coupled with an architecture self-search deep network Journal Article

In: Food Control, pp. 108819, 2022, ISSN: 0956-7135.

Abstract | Links | BibTeX

1637.

Zhang, Haoyu; Jin, Yaochu; Jin, Yaochu; Hao, Kuangrong

Evolutionary Search for Complete Neural Network Architectures with Partial Weight Sharing Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2022.

Links | BibTeX

1636.

Zhou, Jian; Zheng, Lianyu; Wang, Yiwei; Wang, Cheng; Gao, Robert X.

Automated model generation for machinery fault diagnosis based on reinforcement learning and neural architecture search Journal Article

In: IEEE Transactions on Instrumentation and Measurement, pp. 1-1, 2022.

Links | BibTeX

1635.

Zhan, Cheng; Zhang, Licheng; Zhao, Xin; Lee, Chang-Chun; Huang, Shujiao

Neural Architecture Search for Inversion Technical Report

, 2022.

Links | BibTeX

1634.

Rorabaugh, Ariel Keller; Caino-Lores, Silvina; Johnston, Travis; Taufer, Michela

Building High-throughput Neural Architecture Search Workflows via a Decoupled Fitness Prediction Engine Journal Article

In: IEEE Transactions on Parallel and Distributed Systems, pp. 1-1, 2022.

Links | BibTeX

1633.

Wang, Xin; Zhang, Ziwei; Zhu, Wenwu

Automated Graph Machine Learning: Approaches, Libraries and Directions Technical Report

, 2022.

Links | BibTeX

1632.

Rorabaugh, Ariel Keller; Caíno-Lores, Silvina; Johnston, Travis; Taufer, Michela

High frequency accuracy and loss data of random neural networks trained on image datasets Journal Article

In: Data in Brief, 40 , pp. 107780, 2022, ISSN: 2352-3409.

Abstract | Links | BibTeX

1631.

Zhou, Kaixiong; Liu, Zirui; Duan, Keyu; Hu, Xia

Graph Neural Networks: AutoML Book Chapter

In: pp. 371-389, 2022.

Links | BibTeX

1630.

Ding, Yadong; Wu, Yu; Huang, Chengyue; Tang, Siliang; Wu, Fei; Yang, Yi; Zhu, Wenwu; Zhuang, Yueting

NAP: Neural Architecture search with Pruning Journal Article

In: Neurocomputing, 2022, ISSN: 0925-2312.

Abstract | Links | BibTeX

1629.

Reiser, Daniel; Reichel, Peter; Pechmann, Stefan; Mallah, Maen; Oppelt, Maximilian; Hagelauer, Amelie; Breiling, Marco; Fey, Dietmar; Reichenbach, Marc

A Framework for Ultra Low-Power Hardware Accelerators Using NNs for Embedded Time Series Classification Journal Article

In: Journal of Low Power Electronics and Applications, 12 (1), 2022, ISSN: 2079-9268.

Abstract | Links | BibTeX

1628.

Zhang, Zhen; Liu, Shanghao; Zhang, Yang; Chen, Wenbo

RS-DARTS: A Convolutional Neural Architecture Search for Remote Sensing Image Scene Classification Journal Article

In: Remote Sensing, 14 (1), 2022, ISSN: 2072-4292.

Abstract | Links | BibTeX

1627.

Chen, Dong; Shen, Hao; Shen, Yuchen

PT-NAS: Designing efficient keypoint-based object detectors for desktop CPU platforms Journal Article

In: Neurocomputing, 476 , pp. 38-52, 2022, ISSN: 0925-2312.

Abstract | Links | BibTeX

1626.

Zhang, Yang; Zong, Ruohan; Kou, Ziyi; Shang, Lanyu; Wang, Dong

On streaming disaster damage assessment in social sensing: A crowd-driven dynamic neural architecture searching approach Journal Article

In: Knowledge-Based Systems, 239 , pp. 107984, 2022, ISSN: 0950-7051.

Abstract | Links | BibTeX

1625.

Sivangi, Kaushik Bhargav; Dasari, Chandra Mohan; Amilpur, Santhosh; Bhukya, Raju

NoAS-DS: Neural optimal architecture search for detection of diverse DNA signals Journal Article

In: Neural Networks, 147 , pp. 63-71, 2022, ISSN: 0893-6080.

Abstract | Links | BibTeX

1624.

Liu, Shengfeng; Ge, Fangfei; Zhao, Lin; Wang, Tianfu; Ni, Dong; Liu, Tianming

NAS-optimized topology-preserving transfer learning for differentiating cortical folding patterns Journal Article

In: Medical Image Analysis, 77 , pp. 102316, 2022, ISSN: 1361-8415.

Abstract | Links | BibTeX

1623.

Fan, Zhenkun; Hu, Guosheng; Sun, Xin; Wang, Gaige; Dong, Junyu; Su, Chi

Self-attention neural architecture search for semantic image segmentation Journal Article

In: Knowledge-Based Systems, 239 , pp. 107968, 2022, ISSN: 0950-7051.

Abstract | Links | BibTeX

1622.

Baymurzina, Dilyara; Golikov, Eugene; Burtsev, Mikhail

A review of neural architecture search Journal Article

In: Neurocomputing, 474 , pp. 82-93, 2022, ISSN: 0925-2312.

Abstract | Links | BibTeX

1621.

Oloulade, Babatounde Moctard; Gao, Jianliang; Chen, Jiamin; Lyu, Tengfei; Al-Sabri, Raeed

Graph neural architecture search: A survey Journal Article

In: Tsinghua Science and Technology, 27 (4), pp. 692-708, 2022.

Links | BibTeX

1620.

Xue, Chao; Hu, Mengting; Huang, Xueqi; Li, Chun-Guang

Automated search space and search strategy selection for AutoML Journal Article

In: Pattern Recognition, 124 , pp. 108474, 2022, ISSN: 0031-3203.

Abstract | Links | BibTeX

1619.

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

1618.

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

1617.

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

1616.

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

1615.

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

1614.

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

1613.

Jixiang Li Shun Lu, Jianchao Tan

TNASP: A Transformer-based NAS Predictor with a Self-evolution Framework Inproceedings

In: 35th Conference on Neural Information Processing Systems (NeurIPS 2021), 2021.

Links | BibTeX

1612.

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

Heterogeneous Graph Neural Architecture Search Inproceedings

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

Links | BibTeX

1611.

Tran, Linh Tam; Baea, Sung-Ho

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

2021.

Links | BibTeX

1610.

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

1609.

Wang, Zifu; Blaschko, Matthew B.

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

2021.

Links | BibTeX

1608.

Mo, Shentong; Xia, Jingfei; Ren, Pinxu

Simulated Annealing for Neural Architecture Search Inproceedings

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

Links | BibTeX

1607.

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

Variance-stationary Differentiable NAS Inproceedings

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

Links | BibTeX

1606.

Hao, Jie; Zhu, William

Layered Feature Representation for Differentiable Architecture Search Technical Report

2021.

Links | BibTeX

1605.

Ye, Andre

Successful Neural Network Architecture Design Book Chapter

In: Apress, Berkeley, CA, 2021.

Links | BibTeX

1604.

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, (01), pp. 1-1, 2021, ISSN: 1939-3539.

Links | BibTeX

1603.

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

Automatic Design of Convolutional Neural Network Architectures Under Resource Constraints Inproceedings

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

Links | BibTeX

1602.

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

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

In: IEEE Trans Neural Netw Learn Syst, 2021.

Links | BibTeX

1601.

Liu, Zhengying

Automated Deep Learning : Principles and Practice PhD Thesis

2021.

Links | BibTeX

1600.

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

1599.

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, 2021.

Links | BibTeX

1598.

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

1597.

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

1646 entries « 1 of 33 »