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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.


2208 entries « 3 of 45 »

2022

2108.

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

2107.

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

2106.

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

2105.

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

2104.

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

2103.

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

2102.

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

2101.

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

2100.

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

2099.

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

2098.

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

Graph Neural Networks: AutoML Book Chapter

In: pp. 371-389, 2022.

Links | BibTeX

2097.

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

2096.

Wang, Xin; Zhang, Ziwei; Zhu, Wenwu

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

2022.

Links | BibTeX

2095.

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

2094.

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

Neural Architecture Search for Inversion Technical Report

2022.

Links | BibTeX

2093.

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

2092.

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

2091.

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

2090.

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

2089.

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

2088.

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

2087.

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

2086.

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

2085.

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

2084.

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

2083.

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

2082.

Fedorov, Igor; Navarro, Ramon Matas; Tann, Hokchhay; Zhou, Chuteng; Mattina, Matthew; Whatmough, Paul N.

UDC: Unified DNAS for Compressible TinyML Models Technical Report

2022.

Links | BibTeX

2081.

Liu, Xin; Zhao, Jianwei; Li, Jie; Cao, Bin; Lv, Zhihan

Federated Neural Architecture Search for Medical Data Security Journal Article

In: IEEE Transactions on Industrial Informatics, pp. 1-1, 2022.

Links | BibTeX

2080.

Guo, Qingbei; Wu, Xiao-Jun; Kittler, Josef; Feng, Zhiquan

Differentiable neural architecture learning for efficient neural networks Journal Article

In: Pattern Recognition, vol. 126, pp. 108448, 2022, ISSN: 0031-3203.

Abstract | Links | BibTeX

2079.

Lin, Qiuzhen; Fang, Zhixiong; Chen, Yi; Tan, Kay Chen; Li, Yun

Evolutionary Architectural Search for Generative Adversarial Networks Journal Article

In: IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-12, 2022.

Links | BibTeX

2078.

Wang, Yabin; Ma, Zhiheng; Wei, Xing; Zheng, Shuai; Wang, Yaowei; Hong, Xiaopeng

ECCNAS: Efficient Crowd Counting Neural Architecture Search Journal Article

In: ACM Trans. Multimedia Comput. Commun. Appl., vol. 18, no. 1s, 2022, ISSN: 1551-6857.

Abstract | Links | BibTeX

2077.

Kim, Youngeun; Li, Yuhang; Park, Hyoungseob; Venkatesha, Yeshwanth; Panda, Priyadarshini

Neural Architecture Search for Spiking Neural Networks Technical Report

2022.

Links | BibTeX

2076.

Rho, Daniel; Park, Jinhyeok; Ko, Jong Hwan

NAS-VAD: Neural Architecture Search for Voice Activity Detection Technical Report

2022.

Links | BibTeX

2075.

Shu, Yao; Dai, Zhongxiang; Wu, Zhaoxuan; Low, Bryan Kian Hsiang

Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search Technical Report

2022.

Links | BibTeX

2074.

Chen, Mingzhe; Xiao, Xi; Zhang, Bin; Liu, Xinyu; Lu, Runiu

Neural Architecture Searching for Facial Attributes-based Depression Recognition Technical Report

2022.

Links | BibTeX

2073.

Mao, Pengli; Lin, Yan; Xue, Song; Zhang, Baochang

Remaining Useful Life Estimation of Aircraft Engines Using Differentiable Architecture Search Journal Article

In: Mathematics, vol. 10, no. 3, 2022, ISSN: 2227-7390.

Links | BibTeX

2072.

Zhang, Xiaofan; Zhou, Zongwei; Chen, Deming; Wang, Yu Emma

AutoDistill: an End-to-End Framework to Explore and Distill Hardware-Efficient Language Models Technical Report

2022.

Links | BibTeX

2071.

Litany, Or; Maron, Haggai; Acuna, David; Kautz, Jan; Chechik, Gal; Fidler, Sanja

Federated Learning with Heterogeneous Architectures using Graph HyperNetworks Technical Report

2022.

Links | BibTeX

2070.

Hong, Zhenhou; Wang, Jianzong; Qu, Xiaoyang; Zhao, Chendong; Liu, Jie; Xiao, Jing

Neural Architecture Search as Self-assessor in Semi-supervised Learning Inproceedings

In: Liao, Xiangke; Zhao, Wei; Chen, Enhong; Xiao, Nong; Wang, Li; Gao, Yang; Shi, Yinghuan; Wang, Changdong; Huang, Dan (Ed.): Big Data, pp. 95–107, Springer Singapore, Singapore, 2022, ISBN: 978-981-16-9709-8.

Abstract | Links | BibTeX

2069.

Gao, Feng; Song, Bin; Wang, Dan; Qin, Hao

MR-DARTS: Restricted connectivity differentiable architecture search in multi-path search space Journal Article

In: Neurocomputing, vol. 482, pp. 27-39, 2022, ISSN: 0925-2312.

Abstract | Links | BibTeX

2068.

Ahn, Saehyun; Chang, Jung-Woo; Yoon, Hyeon-Seok; Kang, Suk-Ju

TouchNAS: Efficient Touch Detection Model Design Methodology for Resource-Constrained Devices Journal Article

In: IEEE Sensors Journal, pp. 1-1, 2022.

Links | BibTeX

2067.

Hassantabar, Shayan; Dai, Xiaoliang; Jha, Niraj K.

CURIOUS: Efficient Neural Architecture Search Based on a Performance Predictor and Evolutionary Search Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-1, 2022.

Links | BibTeX

2066.

Li, Wei; Wen, Shiping; Shi, Kaibo; Yang, Yin; Huang, Tingwen

Neural Architecture Search with a Lightweight Transformer for Text-to-Image Synthesis Journal Article

In: IEEE Transactions on Network Science and Engineering, pp. 1-1, 2022.

Links | BibTeX

2065.

Pauletto, Loïc; Amini, Massih-Reza; Winckler, Nicolas

Self Semi Supervised Neural Architecture Search for Semantic Segmentation Technical Report

2022.

Links | BibTeX

2064.

Xu, Dongkuan; Mukherjee, Subhabrata; Liu, Xiaodong; Dey, Debadeepta; Wang, Wenhui; Zhang, Xiang; Awadallah, Ahmed Hassan; Gao, Jianfeng

AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models Technical Report

2022.

Links | BibTeX

2063.

Wei, Hui; Lee, Feifei; Hu, Chunyan; Chen, Qiu

MOO-DNAS: Efficient Neural Network Design via Differentiable Architecture Search Based on Multi-Objective Optimization Journal Article

In: IEEE Access, vol. 10, pp. 14195-14207, 2022.

Links | BibTeX

2062.

Guo, Bicheng; He, Shibo; Chen, Tao; Chen, Jiming; Ye, Peng

Neural Architecture Ranker Technical Report

2022.

Links | BibTeX

2061.

Na, Byunggook; Mok, Jisoo; Park, Seongsik; Lee, Dongjin; Choe, Hyeokjun; Yoon, Sungroh

AutoSNN: Towards Energy-Efficient Spiking Neural Networks Technical Report

2022.

Links | BibTeX

2060.

Rguibi, Zakaria; Hajami, Abdelmajid; Dya, Zitouni

Äutomatic Searching of Deep Neural Networks for Medical Imaging Diagnostic Inproceedings

In: Saidi, Rajaa; Bhiri, Brahim El; Maleh, Yassine; Mosallam, Ayman; Essaaidi, Mohammed (Ed.): Ädvanced Technologies for Humanity", pp. 129–140, Springer International Publishing, Cham, 2022, ISBN: 978-3-030-94188-8.

Abstract | BibTeX

2059.

Cardoso, Rui P.; Hart, Emma; Kurka, David Burth; Pitt, Jeremy V.

Augmenting Novelty Search with a Surrogate Model to Engineer Meta-Diversity in Ensembles of Classifiers Technical Report

2022.

Links | BibTeX

2208 entries « 3 of 45 »