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.


1810 entries « 1 of 37 »

2023

1810.

Franchini, Giorgia; Ruggiero, Valeria; Porta, Federica; Zanni, Luca

Neural architecture search via standard machine learning methodologies Journal Article

In: Mathematics in Engineering, 2023.

Links | BibTeX

2022

1809.

Xiao, Anqi; Shen, Biluo; Shi, Xiaojing; Zhang, Zhe; Zhang, Zeyu; Tian, Jie; Ji, Nan; Hu, Zhenhua

Intraoperative Glioma Grading Using Neural Architecture Search and Multi-modal Imaging Journal Article

In: IEEE Engineering in Medicine and Biology Society , 2022.

Links | BibTeX

1808.

Spurlock, Kyle; Elgazzar, Heba

A genetic mixed-integer optimization of neural network hyper-parameters Journal Article

In: The Journal of Supercomputing, 2022.

Links | BibTeX

1807.

N., Sasikaladevi; A., Revathi

Neural Architecture Search Network for the Diagnosis of COVID From the Radiographic Images Journal Article

In: Applications of Computational Science in Artificial Intelligence, 2022.

Links | BibTeX

1806.

Meng, Hang; Li, Fei; Yang, Zhen; Zhu, Qiang; Fan, Chaogang; Zhan, Shu

Salient Patch Based NAS for Grading of Colorectal Cancer Histology Images Inproceedings

In: The 13th International Multi-Conference on Complexity, Informatics and Cybernetics: IMCIC 2022, 2022.

Links | BibTeX

1805.

Wang, Yong; Qiao, Xiaobin; Wang, Gai-Ge

Architecture evolution of convolutional neural network using monarch butterfly optimization Journal Article

In: Journal of Ambient Intelligence and Humanized Computing , 2022.

Links | BibTeX

1804.

Cai, Han; Lin, Ji; Lin, Yujun; Liu, Zhijian; Tang, Haotian; Wang, Hanrui; Zhu, Ligeng; Han, Song

Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Journal Article

In: ACM Trans. Des. Autom. Electron. Syst., vol. 27, no. 3, 2022, ISSN: 1084-4309.

Abstract | Links | BibTeX

1803.

Ding, Yadong; Wu, Yu; Huang, Chengyue; Tang, Siliang; Yang, Yi; Wei, Longhui; Zhuang, Yueting; Tian, Qi

Learning to Learn by Jointly Optimizing Neural Architecture and Weights Inproceedings

In: CVPR2022, 2022.

Links | BibTeX

1802.

Xu, Sean; Li, Yihui; Zhang, Yice; Xu, Ruifeng; Li, Jianxin; Shi, Guozhong; Hu, Feiran

Contrastive Learning for Multiple Models in One Supernet Inproceedings

In: Cognitive Computing – ICCC 2021, 2022.

Links | BibTeX

1801.

Jia, Liang; Tian, Ye; Zhang, Junguo

Compression of Deep Learning Models for Resource-Constrained Devices Journal Article

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

Links | BibTeX

1800.

Guo, Hongwei; Zhuang, Xiaoying; Chen, Pengwan; Alajlan, Naif; Rabczuk, Timon

Stochastic deep collocation method based on neural architecture search and transfer learning for heterogeneous porous media Journal Article

In: Engineering with Computers , 2022.

Links | BibTeX

1799.

Yao, Xiao; Li, Fang; Zeng, Yifeng

Relational structure predictive neural architecture search for multimodal fusion Journal Article

In: Soft Computing, 2022.

Links | BibTeX

1798.

Adhikary, Sourav; Anwar, Md. Musfique; Chowdhury, Mohammad Jabed Morshed; *, Iqbal H. Sarker

Genetic Algorithm-based Optimal Deep Neural Network for Detecting Network Intrusions Technical Report

2022.

Links | BibTeX

1797.

Jiang, Yiyang; Yang, Fan; Yu, Bei; Zhou, Dian; Zeng, Xuan

Efficient Layout Hotspot Detection via Neural Architecture Search Journal Article

In: ACM Trans. Des. Autom. Electron. Syst., 2022, ISSN: 1084-4309, (Just Accepted).

Abstract | Links | BibTeX

1796.

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, vol. 16, 2022.

Links | BibTeX

1795.

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

1794.

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, vol. 12, no. 1, 2022.

Links | BibTeX

1793.

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, vol. 134, pp. 107410, 2022, ISSN: 0142-0615.

Abstract | Links | BibTeX

1792.

Nistor, Sergiu Cosmin; Czibula, Gabriela

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

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

Abstract | Links | BibTeX

1791.

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

Prediction of dMRI signals with neural architecture search Journal Article

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

Abstract | Links | BibTeX

1790.

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, vol. 235, pp. 107648, 2022, ISSN: 0950-7051.

Abstract | Links | BibTeX

1789.

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

1788.

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, vol. 190, pp. 116027, 2022, ISSN: 0957-4174.

Abstract | Links | BibTeX

1787.

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

Automated search space and search strategy selection for AutoML Journal Article

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

Abstract | Links | BibTeX

1786.

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, vol. 27, no. 4, pp. 692-708, 2022.

Links | BibTeX

1785.

Baymurzina, Dilyara; Golikov, Eugene; Burtsev, Mikhail

A review of neural architecture search Journal Article

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

Abstract | Links | BibTeX

1784.

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, vol. 239, pp. 107968, 2022, ISSN: 0950-7051.

Abstract | Links | BibTeX

1783.

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, vol. 77, pp. 102316, 2022, ISSN: 1361-8415.

Abstract | Links | BibTeX

1782.

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, vol. 147, pp. 63-71, 2022, ISSN: 0893-6080.

Abstract | Links | BibTeX

1781.

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, vol. 239, pp. 107984, 2022, ISSN: 0950-7051.

Abstract | Links | BibTeX

1780.

Chen, Dong; Shen, Hao; Shen, Yuchen

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

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

Abstract | Links | BibTeX

1779.

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, vol. 14, no. 1, 2022, ISSN: 2072-4292.

Abstract | Links | BibTeX

1778.

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, vol. 12, no. 1, 2022, ISSN: 2079-9268.

Abstract | Links | BibTeX

1777.

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

1776.

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

Graph Neural Networks: AutoML Book Chapter

In: pp. 371-389, 2022.

Links | BibTeX

1775.

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, vol. 40, pp. 107780, 2022, ISSN: 2352-3409.

Abstract | Links | BibTeX

1774.

Wang, Xin; Zhang, Ziwei; Zhu, Wenwu

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

2022.

Links | BibTeX

1773.

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

1772.

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

Neural Architecture Search for Inversion Technical Report

2022.

Links | BibTeX

1771.

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

1770.

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

1769.

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

1768.

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

1767.

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

1766.

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

1765.

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

1764.

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

1763.

Cai, Han; Lin, Ji; Han, Song

Chapter 4 - Efficient methods for deep learning Incollection

In: Davies, E. R.; Turk, Matthew A. (Ed.): Advanced Methods and Deep Learning in Computer Vision, pp. 159-190, Academic Press, 2022, ISBN: 978-0-12-822109-9.

Abstract | Links | BibTeX

1762.

Tan, Huixin; Lai, Jiewei; Liu, Yunbi; Song, Yuzhang; Wang, Jinliang; Chen, Mingyang; Yan, Yong; Zhong, Liming; Feng, Qianjin; Yang, Wei

Neural architecture search for real-time quality assessment of wearable multi-lead ECG on mobile devices Journal Article

In: Biomedical Signal Processing and Control, vol. 74, pp. 103495, 2022, ISSN: 1746-8094.

Abstract | Links | BibTeX

1761.

Traoré, Kalifou René; Camero, Andrés; Zhu, Xiao Xiang

Landscape of Neural Architecture Search across sensors: how much do they differ ? Technical Report

2022.

Links | BibTeX

1810 entries « 1 of 37 »