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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.


2248 entries « 1 of 45 »

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2248.

Chen, J.; Gao, J.; Lyu, T.; Oloulade, B.; Hu, X.

AutoMSR: Auto Molecular Structure Representation Learning for Multi-label Metabolic Pathway Prediction Journal Article

In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, no. 01, pp. 1-11, 5555, ISSN: 1557-9964.

Abstract | Links | BibTeX

2023

2247.

Sun, Yanan; Yen, Gary G.; Zhang, Mengjie

Differential Evolution for Architecture Design Book Chapter

In: Evolutionary Deep Neural Architecture Search: Fundamentals, Methods, and Recent Advances, pp. 193–202, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-16868-0.

Abstract | Links | BibTeX

2246.

Sun, Yanan; Yen, Gary G.; Zhang, Mengjie

Architecture Design for Skip-Connection Based CNNs Book Chapter

In: Evolutionary Deep Neural Architecture Search: Fundamentals, Methods, and Recent Advances, pp. 147–170, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-16868-0.

Abstract | Links | BibTeX

2245.

Sun, Yanan; Yen, Gary G.; Zhang, Mengjie

Hybrid GA and PSO for Architecture Design Book Chapter

In: Evolutionary Deep Neural Architecture Search: Fundamentals, Methods, and Recent Advances, pp. 171–180, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-16868-0.

Abstract | Links | BibTeX

2244.

Sun, Yanan; Yen, Gary G.; Zhang, Mengjie

End-to-End Performance Predictors Book Chapter

In: Evolutionary Deep Neural Architecture Search: Fundamentals, Methods, and Recent Advances, pp. 237–255, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-16868-0.

Abstract | Links | BibTeX

2243.

Graham-Knight, John Brandon; Bond, Corey; Najjaran, Homayoun; Lucet, Yves; Lasserre, Patricia

Predicting and explaining performance and diversity of neural network architecture for semantic segmentation Journal Article

In: Expert Systems with Applications, vol. 214, pp. 119101, 2023, ISSN: 0957-4174.

Abstract | Links | BibTeX

2242.

Kolganov, Pavel A.; Tiumentsev, Yury V.

Än Attempt to Formalize the Formulation of the Network Architecture Search Problem for Convolutional Neural Networks Inproceedings

In: Kryzhanovsky, Boris; Dunin-Barkowski, Witali; Redko, Vladimir; Tiumentsev, Yury (Ed.): Ädvances in Neural Computation, Machine Learning, and Cognitive Research VI", pp. 550–556, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-19032-2.

Abstract | BibTeX

2241.

Zharikov, Ilia; Krivorotov, Ivan; Maximov, Egor; Korviakov, Vladimir; Letunovskiy, Alexey

Ä Review of One-Shot Neural Architecture Search Methods Inproceedings

In: Kryzhanovsky, Boris; Dunin-Barkowski, Witali; Redko, Vladimir; Tiumentsev, Yury (Ed.): Ädvances in Neural Computation, Machine Learning, and Cognitive Research VI", pp. 130–147, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-19032-2.

Abstract | BibTeX

2240.

Li, Chuanyou; Zhang, Kun; Li, Yifan; Shang, Jiangwei; Zhang, Xinyue; Qian, Lei

ANNA: Accelerating Neural Network Accelerator through software-hardware co-design for vertical applications in edge systems Journal Article

In: Future Generation Computer Systems, vol. 140, pp. 91-103, 2023, ISSN: 0167-739X.

Abstract | Links | BibTeX

2239.

Wen, Yingpeng; Yu, Weijiang; Li, Dongsheng; Du, Jiangsu; Huang, Dan; Xiao, Nong

CosNAS: Enhancing estimation on cosmological parameters via neural architecture search Journal Article

In: New Astronomy, vol. 99, pp. 101955, 2023, ISSN: 1384-1076.

Abstract | Links | BibTeX

2238.

Souquet, Léo; Shvai, Nadiya; Llanza, Arcadi; Nakib, Amir

Convolutional neural network architecture search based on fractal decomposition optimization algorithm Journal Article

In: Expert Systems with Applications, vol. 213, pp. 118947, 2023, ISSN: 0957-4174.

Abstract | Links | BibTeX

2237.

Deng, TianJin; Wu, Jia

Efficient graph neural architecture search using Monte Carlo Tree search and prediction network Journal Article

In: Expert Systems with Applications, vol. 213, pp. 118916, 2023, ISSN: 0957-4174.

Abstract | Links | BibTeX

2236.

Liu, Yang; Liang, Xinle; Luo, Jiahuan; He, Yuanqin; Chen, Tianjian; Yao, Quanming; Yang, Qiang

Cross-Silo Federated Neural Architecture Search for Heterogeneous and Cooperative Systems Book Chapter

In: Razavi-Far, Roozbeh; Wang, Boyu; Taylor, Matthew E.; Yang, Qiang (Ed.): Federated and Transfer Learning, pp. 57–86, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-11748-0.

Abstract | Links | BibTeX

2235.

Liang, Jingkang; Liao, Yixiao; Li, Weihua

Differentiable Architecture Searched Network with Tree-Structured Parzen Estimators for Rotating Machinery Fault Diagnosis Inproceedings

In: Zhang, Hao; Feng, Guojin; Wang, Hongjun; Gu, Fengshou; Sinha, Jyoti K. (Ed.): Proceedings of IncoME-VI and TEPEN 2021, pp. 959–970, Springer International Publishing, Cham, 2023, ISBN: 978-3-030-99075-6.

Abstract | BibTeX

2234.

Rajarajeswari, S.; Patil, Annapurna P.; Madhyastha, Aditya; Jaitly, Akshat; Jha, Himangshu Shekhar; Bhave, Sahil Rajesh; Das, Mayukh; Pradeep, N. S.

Design and Develop Hardware Aware DNN for Faster Inference Inproceedings

In: Ärai, Kohei" (Ed.): Intelligent Systems and Applications, pp. 309–318, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-16075-2.

Abstract | BibTeX

2233.

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

2232.

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

2231.

Men, Yanger; Li, Jingtao

Image Steganography of convolutional neural network based on neural architecture search Technical Manual

2022.

Links | BibTeX

2230.

Raj, Aditya; Sathish, Rakshith; Tandra Sarka and, Ramanathan Sethuraman; Sheet, Debdoot

Designing Deep Neural High-Density Compression Engines for Radiology Images Journal Article

In: Circuits, Systems, and Signal Processing, 2022.

Links | BibTeX

2229.

Gao, Zejun; Cao, Fei; He, Chuan; Feng, Xiaowei; Xu, Jianfeng; Qin, Jianqiang

Network Optimization Algorithm for Radar Active Jamming Identification Based on Neural Architecture Search Inproceedings

In: Progress In Electromagnetics Research, 2022.

Links | BibTeX

2228.

Chitnis, Shubham; Hosseini, Ramtin; Xie, Pengtao

Brain tumor classification based on neural architecture search Inproceedings

In: 2022.

Links | BibTeX

2227.

Lu, Zhichao; Cheng, Ran; Huang, Shihua; Zhang, Haoming; Qiu, Changxiao; Yang, Fan

Surrogate-assisted Multiobjective Neural Architecture Search for Real-time Semantic Segmentation Technical Manual

2022.

Links | BibTeX

2226.

Ning, Xuefei; Zhou, Zixuan; Zhao, Junbo; Zhao, Tianchen; Deng, Yiping; Tang, Changcheng; Liang, Shuang; Yang, Huazhong; Wang, Yu

TA-GATES: An Encoding Scheme for Neural Network Architectures Inproceedings

In: 36th Conference on Neural Information Processing Systems (NeurIPS 2022), 2022.

Links | BibTeX

2225.

Yang, Zhao; Sun, Qingshuang

Toward efficient neural architecture search with dynamic mapping-adaptive sampling for resource-limited edge device Inproceedings

In: Neural Computing and Applications , 2022.

Links | BibTeX

2224.

Nalluri, Sravani; Sasikala, R.

A deep neural architecture for SOTA pneumonia detection from chest X-rays Inproceedings

In: International Journal of System Assurance Engineering and Management , 2022.

Links | BibTeX

2223.

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

CrowdNAS: A Crowd-Guided Neural Architecture Searching Approach to Disaster Damage Assessment Journal Article

In: Proc. ACM Hum.-Comput. Interact., vol. 6, no. CSCW2, 2022.

Abstract | Links | BibTeX

2222.

Lu, Zexin; Xia, Wenjun; Huang, Yongqiang; Hou, Mingzheng; Chen, Hu; Zhou, Jiliu; Shan, Hongming; Zhang, Yi

M<sup>3</sup>NAS: Multi-Scale and Multi-Level Memory-Efficient Neural Architecture Search for Low-Dose CT Denoising Journal Article

In: IEEE transactions on medical imaging, vol. PP, 2022, ISSN: 0278-0062.

Abstract | Links | BibTeX

2221.

Lu, Bingqian

Towards Ultra-Efficient Machine Learning for Edge Inference PhD Thesis

2022.

Links | BibTeX

2220.

Park, Jae Bok; Lee, Kyung Hee; Kwak, Ji Young; Cho, Chang Sik

Deployment Framework Design Techniques for Optimized Neural Network Applicati Technical Manual

2022.

Links | BibTeX

2219.

Jin, Charles; Phothilimthana, Phitchaya Mangpo; Roy, Sudip

Neural Architecture Search Using Property Guided Synthesis Journal Article

In: Proc. ACM Program. Lang., vol. 6, no. OOPSLA2, 2022.

Abstract | Links | BibTeX

2218.

Nowak, Aleksandra I.; Janik, Romuald A.

Discovering wiring patterns influencing neural network performance Inproceedings

In: ECML PKDD 22, 2022.

Links | BibTeX

2217.

Stolle, Kurt; Vogel, Sebastian; van der Sommen, Fons; Sanberg, Willem

Block-Level Surrogate Models for Inference Time Estimation in Hardware-Aware Neural Architecture Search Inproceedings

In: ECML PKDD 22, 2022.

Links | BibTeX

2216.

Bhowmik, Pritom

Machine Learning in Production: From Experimented ML Model to System Journal Article

In: Journal of Robotics and Automation Research, 2022.

Links | BibTeX

2215.

Yuan, Wanqi; Fu, Chenping; Liu, Risheng; Fan, Xin

SSoB: searching a scene-oriented architecture for underwater object detection Journal Article

In: The Visual Computer, 2022.

Links | BibTeX

2214.

Li, Yilan; Lu, Yantao; Cui, Helei; Velipasalar, Senem

Improving robustness and efficiency of edge computing models Journal Article

In: Wireless Networks , 2022.

Links | BibTeX

2213.

Arhore, Edore G.; Yasaee, Mehdi; Dayyani, Iman

Optimisation of convolutional neural network architecture using genetic algorithm for the prediction of adhesively bonded joint strength Journal Article

In: Structural and Multidisciplinary Optimization, 2022.

Links | BibTeX

2212.

Liu, Yang; Liu, Jing; Li, Yifan

Automatic search of architecture and hyperparameters of graph convolutional networks for node classification Journal Article

In: Applied Intelligence , 2022.

Links | BibTeX

2211.

Phan, Quan Minh; Luong, Ngoc Hoang

Enhancing multi-objective evolutionary neural architecture search with training-free Pareto local search Journal Article

In: Applied Intelligence, 2022.

Links | BibTeX

2210.

Fadzail, N F; Zali, S Mat; Mid1, E C; Jailani, R

Application of Automated Machine Learning (AutoML) Method in Wind Turbine Fault Detection Journal Article

In: Journal of Physics: Conference Series, 2022.

Links | BibTeX

2209.

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

2208.

Bin, Wang; Hui, Ning

Notebook for PAN at CLEF 2022:Profiling Irony and Stereotype Spreaders on Twitter Inproceedings

In: CLEF 2022: Conference and Labs of the Evaluation Forum, 2022.

Links | BibTeX

2207.

Arasakumaran, Umamageswari; Johnson, Shiny Duela; Sara, Dioline; Kothandaraman, Raja

An Enhanced Identification and Classification Algorithm for Plant Leaf Diseases Based on Deep Learning. Journal Article

In: Traitement du Signal, vol. 39, iss. 3, 2022.

Links | BibTeX

2206.

Bechtel, M.; Weng, Q.; Yun, H.

DeepPicarMicro: Applying TinyML to Autonomous Cyber Physical Systems Inproceedings

In: 2022 IEEE 28th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), pp. 120-127, IEEE Computer Society, Los Alamitos, CA, USA, 2022.

Abstract | Links | BibTeX

2205.

Fakieh, Bahjat; Ragab, Mahmoud

Automated COVID-19 Classification Using Heap-Based Optimization with the Deep Transfer Learning Model Journal Article Forthcoming

In: Computational Intelligence and its Applications in Biomedical Engineering, vol. 2022, Forthcoming.

Links | BibTeX

2204.

Turner, Jack

Efficient Neural Networks PhD Thesis

2022.

Links | BibTeX

2203.

Zheng, Kai; Zhao, Haochen; Zhao, Qichang; Wang, Bin; Gao, Xin; Wang, Jianxin

NASMDR: a framework for miRNA-drug resistance prediction using efficient neural architecture search and graph isomorphism networks Journal Article

In: Brief Bioinform., 2022.

Links | BibTeX

2202.

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

2201.

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

2200.

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

2199.

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

2248 entries « 1 of 45 »