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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.


2034 entries « 1 of 41 »

2023

2034.

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

2033.

Wang, Ziyan; Qi, Feng; Zou, Liming

Continuous Evolution for Efficient Neural Architecture Search Based on Improved NSGA-III Algorithm Inproceedings

In: Sun, Jiande; Wang, Yue; Huo, Mengyao; Xu, Lexi (Ed.): Signal and Information Processing, Networking and Computers, pp. 979–986, Springer Nature Singapore, Singapore, 2023, ISBN: 978-981-19-3387-5.

Abstract | BibTeX

2022

2032.

ke, Songyu; Song, Li; Bao, Kainan; Pan, Zheyi; Zhang, Junbo; Zheng, Yu

EAST: An Enhanced Automated Machine Learning Library for Spatio-Temporal Forecasting Inproceedings

In: DeepSpatial ’22, Washington, DC, USA, 2022.

BibTeX

2031.

Chen, Shengbo; Jiang, Kai; Liu, Xianrui; Yang, Kangkang; Lei, Zhou

TGAS-ReID: Efficient architecture search for person re-identification via greedy decisions with topological order Journal Article

In: Applied Intelligence , 2022.

Links | BibTeX

2030.

Li, Jolen; Galazis, Christopher; Popov, Illarion; Ovchinnikov, Lev; Vesnin, Sergey; Losev, Alexander; Goryanin, Igor

Dynamic Weight Agnostic Neural Networks and Medical Microwave Radiometry (MWR) for Breast Cancer Diagnostics Technical Report

2022.

Links | BibTeX

2029.

Jeong, Joonhyun; Yu, Joonsang; Han, Dongyoon; Yoo, YoungJoon

Neural Architecture Search with Loss Flatness-aware Measure Inproceedings

In: DyNN workshop at the 39th International Conference on Machine Learning, 2022.

Links | BibTeX

2028.

Peng, Cheng; Li, Yangyang; Shang, Ronghua; Jiao, Licheng

ReCNAS: Resource-Constrained Neural Architecture Search Based on Differentiable Annealing and Dynamic Pruning Journal Article

In: IEEE Trans Neural Netw Learn Syst , 2022.

Links | BibTeX

2027.

Suchopárová, Gabriela; Neruda, Roman

Graph Embedding for Neural Architecture Search with Input-Output Information Inproceedings

In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2026.

van Gastel, Rob; Vanschoren, Joaquin

Regularized Meta-Learning for Neural Architecture Search Inproceedings

In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2025.

Chatzimichailidis, Avraam; Zela, Arber; Keuper, Janis; Yang, Yang

GSparsity: Unifying Network Pruning and Neural Architecture Search by Group Sparsity Inproceedings

In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2024.

Chen, Panyue; Wang, Rui; Zhao, Ping; Liu, Guanming; Wei, Zhihua

Searching Efficient Dynamic Graph CNN for Point Cloud Processing Inproceedings

In: 1st International Conference on Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2023.

Zhang, Tianning; Kee, Chun Yun; Ang, Yee Sin; LI, Erping; Ang, Lay Kee

Symmetry Enhanced Network Architecture Search for Complex Metasurface Design Journal Article

In: IEEE Access, 2022.

Links | BibTeX

2022.

Gupta, Abhibha; Sheth, Parth; Xie, Pengtao

Neural architecture search for pneumonia diagnosis from chest X-rays Journal Article

In: Scientific Reports, vol. 12, 2022.

Links | BibTeX

2021.

Gridin, Ivan

Automated Deep Learning Using Neural Network Intelligence Book

2022, ISBN: 978-1-4842-8148-2.

Links | BibTeX

2020.

Liu, Jia; Jin, Yaochu

Bi-fidelity Multi-objective Neural Architecture Search for Adversarial Robustness with Surrogate as a Helper-objective Inproceedings

In: 2022.

Links | BibTeX

2019.

Fayyazifar, Najmeh

Deep learning and neural architecture search for cardiac arrhythmias classification PhD Thesis

2022.

Links | BibTeX

2018.

Wen, Long; Wang, You; Li, Xinyu

A new automatic convolutional neural network based on deep reinforcement learning for fault diagnosis Journal Article

In: Frontiers of Mechanical Engineering, vol. 17, 2022.

Links | BibTeX

2017.

Parallel and Distributed Methods for Autonomous Design of Artificial Neural Networks PhD Thesis

2022.

Links | BibTeX

2016.

Sun, Zhenhong; Lin, Ming; Sun, Xiuyu; Tan, Zhiyu; Li, Hao; Jin, Rong

MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Inproceedings

In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 20810–20826, PMLR, 2022.

Abstract | Links | BibTeX

2015.

Sun, Zhenhong; Lin, Ming; Sun, Xiuyu; Tan, Zhiyu; Li, Hao; Jin, Rong

MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Inproceedings

In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 20810–20826, PMLR, 2022.

Abstract | Links | BibTeX

2014.

Marchisio, Alberto; Mrazek, Vojtech; Massa, Andrea; Bussolino, Beatrice; Martina, Maurizio; Shafique, Muhammad

HARNAS: Neural Architecture Search Jointly Optimizing for Hardware Efficiency and Adversarial Robustness of Convolutional and Capsule Networks Inproceedings

In: DyNN workshop at the 39th International Conference on Machine Learning, 2022.

Links | BibTeX

2013.

Malkova, Aleksandra

Reconstruction of Radio Power Maps with Deep Neural Networks in a Weakly Labeled Learning Context PhD Thesis

Universite Grenoble Alpes, 2022.

Links | BibTeX

2012.

Chu, Jianjun; Yu, Xiaoshan; Yang, Shangshang; Qiu, Jianfeng; Wang, Qijun

Architecture entropy sampling-based evolutionary neural architecture search and its application in osteoporosis diagnosis Journal Article

In: Complex & Intelligent Systems , 2022.

Links | BibTeX

2011.

Sapra, Dolly

Efficient neural architectures for edge devices Supervisors PhD Thesis

2022.

Links | BibTeX

2010.

Pinos, Michal; Mrazek, Vojtech; Sekanina, Lukas

Evolutionary approximation and neural architecture search Journal Article

In: Genet Program Evolvable Mach (2022), 2022.

Links | BibTeX

2009.

Rosero, Santiago Vladimir Gomez

Evolving Deep Neural Network Architectures for Time Series Data PhD Thesis

2022.

Links | BibTeX

2008.

Lima, Ricardo H. R.; Magalhães, Dimmy; Pozo, Aurora; Mendiburu, Alexander; Santana, Roberto

A grammar-based GP approach applied to the design of deep neural networks Journal Article

In: Genetic Programming and Evolvable Machines , 2022.

Links | BibTeX

2007.

Hendrickx, Lotte; Ranst, Wiebe Van; Goedemé, Toon

Hot-Started NAS for Task-Specific Embedded Applications Inproceedings

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 1971-1978, 2022.

Links | BibTeX

2006.

Pinos, Michal; Mrazek, Vojtech; Sekanina, Lukas

Evolutionary approximation and neural architecture search Journal Article

In: Genetic Programming and Evolvable Machines, 2022.

Links | BibTeX

2005.

YANG, Yibo; SHEN, Zhengyang; LI, Huan; LIN, Zhouchen

Optimization-Inspired Manual Architecture Design and Neural Architecture Search Journal Article

In: SCIENCE CHINA Information Sciences, 2022.

BibTeX

2004.

Yue, Zhixiong; Guo, Pengxin; Zhang, Yu; Liang, Jie

Learning Feature Alignment Architecture for Domain Adaptation Inproceedings

In: IJCNN 2022, 2022.

Links | BibTeX

2003.

Ayman, Afiya; Martinez, Juan; Pugliese, Philip; Dubey, Abhishek; Laszka, Aron

Neural Architecture and Feature Search for Predicting the Ridership of Public Transportation Routes Inproceedings

In: proceedings of the 8th IEEE International Conference on Smart Computing (SMARTCOMP 2022), 2022.

Links | BibTeX

2002.

He, Zhimin; Su, Junjian; Chen, Chuangtao; Pan, Minghua; Situ, Haozhen

Search space pruning for quantum architecture search Inproceedings

In: The European Physical Journal Plus , 2022.

Links | BibTeX

2001.

Zhang, Xinbang; Jin, Qizhao; Yu, Tingzhao; Xiang, Shiming; Kuang, Qiuming; Prinet, Véronique; Pan, Chunhong

Multi-modal spatio-temporal meteorological forecasting with deep neural network Inproceedings

In: ISPRS journal of photogrammetry and remote sensing, 2022.

Links | BibTeX

2000.

Zhang, Xinbang; Jin, Qizhao; Yu, Tingzhao; Xiang, Shiming; Kuang, Qiuming; Prinet, Véronique; Pan, Chunhong

Multi-modal spatio-temporal meteorological forecasting with deep neural network Inproceedings

In: ISPRS journal of photogrammetry and remote sensing, 2022.

Links | BibTeX

1999.

Zhang, Xinbang; Jin, Qizhao; Yu, Tingzhao; Xiang, Shiming; Kuang, Qiuming; Prinet, Véronique; Pan, Chunhong

Multi-modal spatio-temporal meteorological forecasting with deep neural network Inproceedings

In: ISPRS journal of photogrammetry and remote sensing, 2022.

Links | BibTeX

1998.

Li, Xiao; Lei, Lin; Zhang, Caiguang; Kuang, Gangyao

Multimodal Semantic Consistency-Based Fusion Architecture Search for Land Cover Classification Technical Report

2022.

Links | BibTeX

1997.

Kishore, Jaydeep; Mukherjee, Snehasis

Autotuned Classication Based on Knowledge Transferred from Self-supervised Models Technical Report

2022.

Links | BibTeX

1996.

Yan, Chengrun

Automated Machine Learning Under Resource Constraints PhD Thesis

2022.

Links | BibTeX

1995.

Louati, Hassen; Bechikh, Slim; Louati, Ali; Aldaej, Abdulaziz; Said, Lamjed Ben

Joint design and compression of convolutional neural networks as a Bi-level optimization problem Journal Article

In: Neural Computing and Applications , 2022.

Links | BibTeX

1994.

Luo, Jiapeng; Wang, Zhongfeng

Automatically search an optimal face detector for a specific deployment environment Journal Article

In: EURASIP Journal on Advances in Signal Processing, 2022.

Links | BibTeX

1993.

Kung, S. Y.

XNAS: A Regressive/Progressive NAS for Deep Learning Journal Article

In: ACM Trans. Sen. Netw., 2022, ISSN: 1550-4859, (Just Accepted).

Abstract | Links | BibTeX

1992.

AL-Ghamdi, Abdullah S. AL-Malaise; Ragab, Mahmoud; AlGhamdi, Saad Abdulla; Asseri, Amer H.; ans Deepika Koundal, Romany F. Mansour

Cognitive Computing Paradigms for Medical Big Data Processing and its Trends Journal Article

In: Computational Intelligence and Neuroscience, 2022.

Links | BibTeX

1991.

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

1990.

Spurlock, Kyle; Elgazzar, Heba

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

In: The Journal of Supercomputing, 2022.

Links | BibTeX

1989.

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

1988.

Chen, Luoyu

A Progressive and Joint Method for Micro and Macro Architecture Search Journal Article

In: Journal of Physics: Conference Series, vol. 2253, no. 1, pp. 012019, 2022.

Abstract | Links | BibTeX

1987.

Yang, Ying; Zhang, Xu; Pan, Hu

Path-Based Computation Encoder for Neural Architecture Search Journal Article

In: Journal of Information Processing Systems , vol. 18, 2022.

Links | BibTeX

1986.

Du, Yuxuan; Huang, Tao; You, Shan; Hsieh, Min-Hsiu; Tao, Dacheng

Quantum circuit architecture search for variational quantum algorithms Journal Article

In: npj Quantum Information volume, 2022.

Links | BibTeX

1985.

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

2034 entries « 1 of 41 »