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Freiburg-Hannover-Tübingen

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.


3894 entries « 2 of 78 »

2025

3844.

Amoury, Sofia El; Smili, Youssef; Fakhri, Youssef

Design of an Optimal Convolutional Neural Network Architecture for MRI Brain Tumor Classification by Exploiting Particle Swarm Optimization Journal Article

In: Preprints, 2025.

Links | BibTeX

3843.

Su, Yulan; Zhang, Sisi; Lin, Zechao; Wang, Xingbin; Zhao, Lutan; Meng, Dan; Hou, Rui

Poseidon: A NAS-Based Ensemble Defense Method Against Multiple Perturbations Proceedings Article

In: Ide, Ichiro; Kompatsiaris, Ioannis; Xu, Changsheng; Yanai, Keiji; Chu, Wei-Ta; Nitta, Naoko; Riegler, Michael; Yamasaki, Toshihiko (Ed.): MultiMedia Modeling, pp. 215–228, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-2064-7.

Abstract | BibTeX

3842.

Zhang, Zhengzhuo; Zhuang, Liansheng

Progressive Neural Architecture Generation with Weaker Predictors Proceedings Article

In: Ide, Ichiro; Kompatsiaris, Ioannis; Xu, Changsheng; Yanai, Keiji; Chu, Wei-Ta; Nitta, Naoko; Riegler, Michael; Yamasaki, Toshihiko (Ed.): MultiMedia Modeling, pp. 229–242, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-2064-7.

Abstract | BibTeX

3841.

Sarker, Prodip Kumar

Transformer-based neural architecture search for effective visible-infrared person re-identification Journal Article

In: Neurocomputing, vol. 620, pp. 129257, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

3840.

Jin, Xiao; Yu, Wen; Chen, Dai-Wei; Shi, Wei

DFD-NAS: General deepfake detection via efficient neural architecture search Journal Article

In: Neurocomputing, vol. 619, pp. 129129, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

3839.

Li, Jie; Wang, Yuxia; Wang, Yifan; Yu, Ruiyun; Wang, Xingwei

HN-Darts:Hybrid Network Differentiable Architecture Search for Industrial Scenarios Proceedings Article

In: Hadfi, Rafik; Anthony, Patricia; Sharma, Alok; Ito, Takayuki; Bai, Quan (Ed.): PRICAI 2024: Trends in Artificial Intelligence, pp. 322–327, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-0116-5.

Abstract | Links | BibTeX

3838.

Reddy, P. N. Aravinda; Ramachandra, Raghavendra; Rao, K. Sreenivasa; Mitra, Pabitra

NeuralMultiling: A Novel Neural Architecture Search for Smartphone Based Multilingual Speaker Verification Proceedings Article

In: Antonacopoulos, Apostolos; Chaudhuri, Subhasis; Chellappa, Rama; Liu, Cheng-Lin; Bhattacharya, Saumik; Pal, Umapada (Ed.): Pattern Recognition, pp. 406–423, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-78341-8.

Abstract | Links | BibTeX

3837.

Chen, Jiakun; Xu, Jie; Hu, Jiahui; Qiao, Liqiang; Wang, Shuo; Huang, Feiran; Li, Chaozhuo

Context-Aware Structural Adaptive Graph Neural Networks Proceedings Article

In: Hadfi, Rafik; Anthony, Patricia; Sharma, Alok; Ito, Takayuki; Bai, Quan (Ed.): PRICAI 2024: Trends in Artificial Intelligence, pp. 467–479, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-0116-5.

Abstract | Links | BibTeX

3836.

Oloulade, Babatounde Moctard; Gao, Jianliang; Chen, Jiamin; Al-Sabri, Raeed; Wu, Zhenpeng; Abdullah, Monir

Shapley-guided pruning for efficient graph neural architecture prediction in distributed learning environments Journal Article

In: Information Sciences, vol. 695, pp. 121695, 2025, ISSN: 0020-0255.

Abstract | Links | BibTeX

3835.

Verma, Sahil; Kumar, Prabhat; Singh, Jyoti Prakash

MLP-GNAS: Meta-learning-based predictor-assisted Genetic Neural Architecture Search system Journal Article

In: Applied Soft Computing, vol. 169, pp. 112527, 2025, ISSN: 1568-4946.

Abstract | Links | BibTeX

3834.

Fu, Wei; Lou, Wenqi; Qin, Yunji; Gong, Lei; Wang, Chao; Zhou, Xuehai

MFNAS: Multi-fidelity Exploration in Neural Architecture Search with Stable Zero-Shot Proxy Proceedings Article

In: Hadfi, Rafik; Anthony, Patricia; Sharma, Alok; Ito, Takayuki; Bai, Quan (Ed.): PRICAI 2024: Trends in Artificial Intelligence, pp. 348–360, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-0116-5.

Abstract | BibTeX

3833.

Wang, Yu; Fan, Jiahao; Sun, Yanan

Classification of sewer pipe defects based on an automatically designed convolutional neural network Journal Article

In: Expert Systems with Applications, vol. 264, pp. 125806, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

3832.

Zhong, Rui; Xu, Yuefeng; Zhang, Chao; Yu, Jun

Efficient multiplayer battle game optimizer for numerical optimization and adversarial robust neural architecture search Journal Article

In: Alexandria Engineering Journal, vol. 113, pp. 150-168, 2025, ISSN: 1110-0168.

Abstract | Links | BibTeX

3831.

Man, Wenxing; Xu, Liming; He, Chunlin

Evolutionary architecture search for generative adversarial networks using an aging mechanism-based strategy Journal Article

In: Neural Networks, vol. 181, pp. 106877, 2025, ISSN: 0893-6080.

Abstract | Links | BibTeX

3830.

Liu, Wenbo; Deng, Tao; An, Rui; Yan, Fei

DARTS-CGW: Research on Differentiable Neural Architecture Search Algorithm Based on Coarse Gradient Weighting Proceedings Article

In: Lin, Zhouchen; Cheng, Ming-Ming; He, Ran; Ubul, Kurban; Silamu, Wushouer; Zha, Hongbin; Zhou, Jie; Liu, Cheng-Lin (Ed.): Pattern Recognition and Computer Vision, pp. 31–44, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-97-8502-5.

Abstract | Links | BibTeX

3829.

Garcia-Garcia, Cosijopii; Derbel, Bilel; Morales-Reyes, Alicia; Escalante, Hugo Jair

Speeding up the Multi-objective NAS Through Incremental Learning Proceedings Article

In: Martínez-Villaseñor, Lourdes; Ochoa-Ruiz, Gilberto (Ed.): Advances in Soft Computing, pp. 3–15, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-75543-9.

Abstract | Links | BibTeX

3828.

Solis-Martin, David; Galan-Paez, Juan; Borrego-Diaz, Joaquin

Bayesian Model Selection Pruning in Predictive Maintenance Proceedings Article

In: Quintián, Héctor; Corchado, Emilio; Lora, Alicia Troncoso; García, Hilde Pérez; Pérez, Esteban Jove; Rolle, José Luis Calvo; de Pisón, Francisco Javier Martínez; Bringas, Pablo García; Álvarez, Francisco Martínez; Herrero, Álvaro; Fosci, Paolo (Ed.): Hybrid Artificial Intelligent Systems, pp. 263–274, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-74183-8.

Abstract | Links | BibTeX

3827.

Solis-Martin, David; Galan-Paez, Juan; Borrego-Diaz, Joaquin

Bayesian Model Selection Pruning in Predictive Maintenance Proceedings Article

In: Quintián, Héctor; Corchado, Emilio; Lora, Alicia Troncoso; García, Hilde Pérez; Pérez, Esteban Jove; Rolle, José Luis Calvo; de Pisón, Francisco Javier Martínez; Bringas, Pablo García; Álvarez, Francisco Martínez; Herrero, Álvaro; Fosci, Paolo (Ed.): Hybrid Artificial Intelligent Systems, pp. 263–274, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-74183-8.

Abstract | Links | BibTeX

3826.

Wang, Weibo; Li, Hua

NAS FD Lung: A novel lung assist diagnostic system based on neural architecture search Journal Article

In: Biomedical Signal Processing and Control, vol. 100, pp. 107022, 2025, ISSN: 1746-8094.

Abstract | Links | BibTeX

3825.

Wu, Zhenpeng; Chen, Jiamin; Al-Sabri, Raeed; Oloulade, Babatounde Moctard; Gao, Jianliang

Asymmetric augmented paradigm-based graph neural architecture search Journal Article

In: Information Processing & Management, vol. 62, no. 1, pp. 103897, 2025, ISSN: 0306-4573.

Abstract | Links | BibTeX

3824.

Jiang, Zhiying; Liu, Risheng; Yang, Shuzhou; Zhang, Zengxi; Fan, Xin

DRNet: Learning a dynamic recursion network for chaotic rain streak removal Journal Article

In: Pattern Recognition, vol. 158, pp. 111004, 2025, ISSN: 0031-3203.

Abstract | Links | BibTeX

3823.

Rahman, Abdur; Street, Jason; Wooten, James; Marufuzzaman, Mohammad; Gude, Veera G.; Buchanan, Randy; Wang, Haifeng

MoistNet: Machine vision-based deep learning models for wood chip moisture content measurement Journal Article

In: Expert Systems with Applications, vol. 259, pp. 125363, 2025, ISSN: 0957-4174.

Links | BibTeX

3822.

Öcal, Göktuğ; Özgövde, Atay

Network-aware federated neural architecture search Journal Article

In: Future Generation Computer Systems, vol. 162, pp. 107475, 2025, ISSN: 0167-739X.

Abstract | Links | BibTeX

2024

3821.

Souza, Melwin D.; Prabhu, G. Ananth; Kumara, Varuna

Advanced Breast Cancer Detection Using Spatial Attention and Neural Architecture Search (SANAS-Net) Journal Article

In: SN Computer Science , vol. 6, 2024.

Links | BibTeX

3820.

Wang, Ruochen

Automated Machine Learning in the Era of Large Foundation Models PhD Thesis

2024.

Links | BibTeX

3819.

Alaoui, Ali Omari; Boutahir, Mohamed Khalifa; Bahi, Omaima El; Hessane, Abdelaaziz; Farhaoui, Yousef; Allaoui, Ahmad El

Accelerating deep learning model development—towards scalable automated architecture generation for optimal model design Journal Article

In: Multimedia Tools and Applications , 2024.

Links | BibTeX

3818.

Tan, Zhiwen; Guo, Daqi; Chen, Junan; Chen, Lei

M2M-Net: multi-objective neural architecture search using dynamic M2M population decomposition Journal Article

In: Neural Computing and Applications, 2024.

Links | BibTeX

3817.

Wu, Zhenpeng; Chen, Jiamin; Gao, Jianliang

Adaptive Drug Repositioning Prediction Proceedings Article

In: 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 767-772, IEEE Computer Society, Los Alamitos, CA, USA, 2024.

Abstract | Links | BibTeX

3816.

AL-Sabri, Raeed; Gao, Jianliang; Chen, Jiamin; Oloulade, Babatounde Moctard; Wu, Zhenpeng; Abdullah, Monir; Hu, Xiaohua

M3GNAS: Multi-modal Multi-view Graph Neural Architecture Search for Medical Outcome Predictions Proceedings Article

In: 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 1783-1788, IEEE Computer Society, Los Alamitos, CA, USA, 2024.

Abstract | Links | BibTeX

3815.

Garc'ıa, Jesús L. Llano; Monroy, Raúl; Hernández, V'ıctor Adrián Sosa

Neural architecture search for image super-resolution: A review on the emerging state-of-the-art Journal Article

In: Neurocomput., vol. 610, no. C, 2024, ISSN: 0925-2312.

Links | BibTeX

3814.

Cheng, Jian; Jiang, Jinbo; Kang, Haidong; Ma, Lianbo

A Hybrid Neural Architecture Search Algorithm Optimized via Lifespan-PSO for Coal Mine Image Recognition Journal Article

In: Preprints, 2024.

Links | BibTeX

3813.

Fouchal, Amel; Tikhamarine, Yazid; Benbouras, Mohammed Amin; Souag-Gamane, Doudja; Heddam, Salim

Biological oxygen demand prediction using artificial neural network and random forest models enhanced by the neural architecture search algorithm Journal Article

In: Modeling Earth Systems and Environment , vol. 11, 2024.

Links | BibTeX

3812.

Sombo, Bem; Apeh, Simon Tooswem; Edeoghon, Isi Arthur

An Artificial Neural Network-Based Caller Authentication and Identification Algorithm in Cellular Communication Networks Journal Article

In: International Journal of Applied Methods in Electronics and Computers, 2024.

Links | BibTeX

3811.

Shi, Xinjie; Guo, Chenxia; Yang, Ruifeng; Song, Yizhe

Adaptive evolutionary neural architecture search based on one-dimensional convolutional neural network for electric rudder fault diagnosis Journal Article

In: Measurement Science and Technology, vol. 36, no. 1, pp. 016038, 2024.

Abstract | Links | BibTeX

3810.

Zhou, Ao; Yang, Jianlei; Qi, Yingjie; Qiao, Tong; Shi, Yumeng; Duan, Cenlin; Zhao, Weisheng; Hu, Chunming

HGNAS: Hardware-Aware Graph Neural Architecture Search for Edge Devices Journal Article

In: IEEE Transactions on Computers, vol. 73, no. 12, pp. 2693-2707, 2024, ISSN: 1557-9956.

Abstract | Links | BibTeX

3809.

Li, Gai; Cao, Chunhong; Fu, Huawei; Li, Xingxing; Gao, Xieping

Modeling Functional Brain Networks for ADHD via Spatial Preservation-Based Neural Architecture Search Journal Article

In: IEEE J Biomed Health Inform , 2024.

Links | BibTeX

3808.

Min, Yongzhi; Jing, Qinglong; Li, Yaxing

Method for rail surface defect detection based on neural network architecture search Journal Article

In: Measurement Science and Technology, 2024.

Links | BibTeX

3807.

Sun, Hongmin; Kan, Ao; Liu, Jianhao; Du, Wei

HG-search: multi-stage search for heterogeneous graph neural networks Journal Article

In: Applied Intelligence , 2024.

Links | BibTeX

3806.

Kundu, Akash; Sarkar, Aritra; Sadhu, Abhishek

KANQAS: Kolmogorov-Arnold Network for Quantum Architecture Search Journal Article

In: EPJ Quantum Technology , 2024.

Links | BibTeX

3805.

Jia Ma,; Ma, Xinru; Li, Chulian; Li, Tongyan

Vehicle-drone collaborative distribution path planning based on neural architecture search under the influence of carbon emissions Journal Article

In: Discover Computing , vol. 27, 2024.

Links | BibTeX

3804.

Patil, Tejwardhan

Quantum-Enhanced Neural Architecture Search (Q-NAS) Technical Report

2024.

Links | BibTeX

3803.

Li, Jialin; Cao, Xuan; Chen, Renxiang; Zhao, Chengying; Huang, Xianzhen

Network architecture search methods for constructing efficient fault diagnosis models in rotating machinery Journal Article

In: Measurement Science and Technology, vol. 36, no. 1, pp. 016144, 2024.

Abstract | Links | BibTeX

3802.

Gao, Jianhua; Liu, Zeming; Wang, Yizhuo; Ji, Weixing

RaNAS: Resource-Aware Neural Architecture Search for Edge Computing Journal Article

In: ACM Trans. Archit. Code Optim., 2024, ISSN: 1544-3566, (Just Accepted).

Abstract | Links | BibTeX

3801.

Lovison-Franco, Bruno; Miquel, Jonathan; Romdhane, Aymen; Prenat, Guillaume; Anghel, Lorena; Novo, David; Benoit, Pascal

Trade-offs in Neural Network Compression: Quantized and Binary Models for Keyword Spotting Proceedings Article

In: ICECS 2024 - 31st IEEE International Conference on Electronics Circuits and Systems, pp. In press, Nancy, France, 2024.

Links | BibTeX

3800.

Kolodochka, Dmytro; Polyakova, Marina; Nesteriuk, Oleksandr; Makarichev, Victor

LaMa network architecture search for image inpainting Journal Article

In: ICST-2024: Information Control Systems & Technologies, , 2024.

Links | BibTeX

3799.

D'souza, Melwin; Gurpur, Ananth Prabhu; Kumara, Varuna

SANAS-Net: spatial attention neural architecture search for breast cancer detection Journal Article

In: IAES International Journal of Artificial Intelligence (IJ-AI), vol. 13, no. 3, 2024, ISBN: 2252-8938.

Links | BibTeX

3798.

Zhang, Shutao; Chen, Qian

Deep Learning Approach for CSI Feedback in Massive MIMO Technical Report

2024.

Links | BibTeX

3797.

Bargagna, Filippo; Zigrino, Donato; Santi, Lisa Anita De; Genovesi, Dario; Scipioni, Michele; Favilli, Brunella; Vergaro, Giuseppe; Emdin, Michele; Giorgetti, Assuero; Positano, Vincenzo; Santarelli, Maria Filomena

Automated Neural Architecture Search for Cardiac Amyloidosis Classification from [18F]-Florbetaben PET Images Journal Article

In: 2024.

Links | BibTeX

3796.

Selg, Hardi; Shibin, Konstantin; Tsertov, Anton; Jenihhin, Maksim; Ellervee, Peeter; Raik, Jaan

Special Session: In-Field ML-Assisted Intermittent Fault Localization and Management in RISC-V SoCs Proceedings Article

In: 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), pp. 1-6, IEEE Computer Society, Los Alamitos, CA, USA, 2024.

Abstract | Links | BibTeX

3795.

Patel, Kush

AutoML and Automated Data Science by Democratizing AI through End-to-End Automation Journal Article

In: Ijraset Journal For Research in Applied Science and Engineering Technology, 2024.

Links | BibTeX

3894 entries « 2 of 78 »