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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.


4015 entries « 2 of 81 »

2025

3965.

Mendis, Hashan Roshantha; Yen, Chih-Hsuan; Kang, Chih-Kai; Hsiu, Pi-Cheng

Intermittent-Friendly Neural Architecture Search: Demystifying Accuracy and Overhead Trade-Offs Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-1, 2025.

Links | BibTeX

3964.

Hoang, Anh Tuan; Viharos, Zsolt János

Model Input-Output Configuration Search With Embedded Feature Selection for Sensor Time-Series and Image Classification Journal Article

In: IEEE Access, vol. 13, pp. 58960-58977, 2025.

Links | BibTeX

3963.

Lin, Yuxin; Zhu, Chaoyang

Detection of Pedestrian Movement Poses in High-Speed Autonomous Driving Environments Using DVS Proceedings Article

In: Yang, Jie; Zheng, Yuanjie; Gong, Chen (Ed.): Pattern Analysis and Machine Intelligence, pp. 54–66, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-3349-4.

Abstract | Links | BibTeX

3962.

Gupta, Vyom Kumar; Yadav, Abhishek; Kumar, Mirgender; Kumar, Binod; Sunny,

On-Chip Implementation of Neural Network-Based Classifier Models for E-Nose With Chemometric Analysis Journal Article

In: IEEE Transactions on Instrumentation and Measurement, vol. 74, pp. 1-8, 2025.

Links | BibTeX

3961.

Huang, Junhao; Xue, Bing; Sun, Yanan; Zhang, Mengjie; Yen, Gary G.

Automated design of neural networks with multi-scale convolutions via multi-path weight sampling Journal Article

In: Pattern Recognition, vol. 165, pp. 111605, 2025, ISSN: 0031-3203.

Abstract | Links | BibTeX

3960.

Chen, Oscal Tzyh-Chiang; Chang, Yu-Xuan; Chung, Chih-Yu; Cheng, Ya-Yun; HA, Manh-Hung

Hardware-Aware Iterative One-Shot Neural Architecture Search With Adaptable Knowledge Distillation for Efficient Edge Computing Journal Article

In: IEEE Access, vol. 13, pp. 54204-54222, 2025.

Links | BibTeX

3959.

Tong, Lyuyang; Liu, Jie; Du, Bo

SceneFormer: Neural Architecture Search of Transformers for Remote Sensing Scene Classification Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-15, 2025.

Links | BibTeX

3958.

Zhu, Lixian; Wang, Su; Jin, Xiaokun; Zheng, Kai; Zhang, Jian; Sun, Shuting; Tian, Fuze; Cai, Ran; Hu, Bin

MDH-NAS: Accelerating EEG Signal Classification with Mixed-Level Differentiable and Hardware-Aware Neural Architecture Search Journal Article

In: IEEE Internet of Things Journal, pp. 1-1, 2025.

Links | BibTeX

3957.

Alotaibi, Abrar; Ahmed, Moataz

Neural Architecture Search for Generative Adversarial Networks: A Comprehensive Review and Critical Analysis Journal Article

In: Applied Sciences, vol. 15, no. 7, 2025, ISSN: 2076-3417.

Abstract | Links | BibTeX

3956.

Chen, Zhen-Song; Ding, Hong-Wei; Wang, Xian-Jia; Pedrycz, Witold

ZeroLM: Data-Free Transformer Architecture Search for Language Models Technical Report

2025.

Links | BibTeX

3955.

Xue, Xin; Zhou, Haoyi; Chen, Tianyu; Zhang, Shuai; Long, Yizhou; Li, Jianxin

Instructing the Architecture Search for Spatial-temporal Sequence Forecasting with LLM Technical Report

2025.

Links | BibTeX

3954.

Li, Kefan; Wan, Yuting; Ma, Ailong; Zhong, Yanfei

A Lightweight Multi-Scale and Multi-Attention Hyperspectral Image Classification Network Based on Multi-Stage Search Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, pp. 1-1, 2025.

Links | BibTeX

3953.

Xue, Yu; Hu, Bohan; Neri, Ferrante

A Surrogate Model With Multiple Comparisons and Semi-Online Learning for Evolutionary Neural Architecture Search Journal Article

In: IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-13, 2025.

Links | BibTeX

3952.

Wang, Mansheng; Gu, Yu; Yang, Lidong; Zhang, Baohua; Wang, Jing; Lu, Xiaoqi; Li, Jianjun; Liu, Xin; Zhao, Ying; Yu, Dahua; Tang, Siyuan; He, Qun

A novel high-precision bilevel optimization method for 3D pulmonary nodule classification Journal Article

In: Physica Medica, vol. 133, pp. 104954, 2025, ISSN: 1120-1797.

Abstract | Links | BibTeX

3951.

Winter, Benjamin David; Teahan, William John

Evaluating a Novel Neuroevolution and Neural Architecture Search System Technical Report

2025.

Links | BibTeX

3950.

Winter, Benjamin David; Teahan, William J.

Ecological Neural Architecture Search Technical Report

2025.

Links | BibTeX

3949.

Jeon, Jeimin; Oh, Youngmin; Lee, Junghyup; Baek, Donghyeon; Kim, Dohyung; Eom, Chanho; Ham, Bumsub

Subnet-Aware Dynamic Supernet Training for Neural Architecture Search Technical Report

2025.

Links | BibTeX

3948.

Onzo, Bernard-marie; Xue, Yu; Neri, Ferrante

Surrogate-assisted evolutionary neural architecture search based on smart-block discovery Journal Article

In: Expert Systems with Applications, vol. 277, pp. 127237, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

3947.

Xie, Xiaofeng; Gao, Yuelin; Zhang, Yuming

An improved Artificial Protozoa Optimizer for CNN architecture optimization Journal Article

In: Neural Networks, pp. 107368, 2025, ISSN: 0893-6080.

Abstract | Links | BibTeX

3946.

Zhao, Tianchen; Wang, Xianpeng; Song, Xiangman

Multiobjective Backbone Network Architecture Search Based on Transfer Learning in Steel Defect Detection Journal Article

In: Neurocomputing, pp. 130012, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

3945.

Gambella, Matteo; Pittorino, Fabrizio; Roveri, Manuel

Architecture-Aware Minimization (A$^2$M): How to Find Flat Minima in Neural Architecture Search Technical Report

2025.

Links | BibTeX

3944.

Tan, Wanrong; Huang, Lingling; Li, Hong; Tan, Menghao; Xie, Jin; Gao, Weifeng

Neural architecture search with integrated template-modules for efficient defect detection Journal Article

In: Expert Systems with Applications, pp. 127211, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

3943.

Sun, Jingyu; Zhang, Hanting; Wang, Jianfeng

Enhancing Time Series Prediction with Evolutionary Algorithm-based Optimization of LSTM Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3942.

R., José Ribamar Durand; Junior, Geraldo Braz; Silva, Italo Francyles Santos; Oliveira, Rui Miguel Gil Costa

HistAttentionNAS: A CNN built via NAS for Penile Cancer Diagnosis using Histopathological Images Journal Article

In: Procedia Computer Science, vol. 256, pp. 764-771, 2025, ISSN: 1877-0509, (CENTERIS - International Conference on ENTERprise Information Systems / ProjMAN - International Conference on Project MANagement / HCist - International Conference on Health and Social Care Information Systems and Technologies).

Abstract | Links | BibTeX

3941.

Zhang, Yunlong; Chen, Nan; Wang, Yonghe; Su, Xiangdong; Bao, Feilong

Multilingual Parameter-Sharing Adapters: A Method for Optimizing Low-Resource Neural Machine Translation Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3940.

Xie, Lunchen; Lomurno, Eugenio; Gambella, Matteo; Ardagna, Danilo; Roveri, Manual; Matteucci, Matteo; Shi, Qingjiang

ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm Technical Report

2025.

Links | BibTeX

3939.

Zhang, Heng; Chen, Ziqian; Xia, Wei; Xiong, Gang; Gou, Gaopeng; Li, Zhen; Huang, Guangyan; Li, Yunpeng

ANASETC: Automatic Neural Architecture Search for Encrypted Traffic Classification Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3938.

Zein, Abbas Kassem; Diab, Rand Abou; Yaacoub, Mohamad; Ibrahim, Ali

Neural Architecture Search for Optimized TinyML Applications Proceedings Article

In: Roch, Massimo Ruo; Bellotti, Francesco; Berta, Riccardo; Martina, Maurizio; Ros, Paolo Motto (Ed.): Applications in Electronics Pervading Industry, Environment and Society, pp. 481–488, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-84100-2.

Abstract | Links | BibTeX

3937.

Capello, Alessio; Berta, Riccardo; Fresta, Matteo; Lazzaroni, Luca; Bellotti, Francesco

Leveraging Neural Architecture Search for Structural Health Monitoring on Resource-Constrained Devices Proceedings Article

In: Roch, Massimo Ruo; Bellotti, Francesco; Berta, Riccardo; Martina, Maurizio; Ros, Paolo Motto (Ed.): Applications in Electronics Pervading Industry, Environment and Society, pp. 323–330, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-84100-2.

Abstract | Links | BibTeX

3936.

Miriyala, Srinivas; Vajrala, Sowmya; Kumar, Hitesh; Kodavanti, Sravanth; Rajendiran, Vikram

Mobile-friendly Image de-noising: Hardware Conscious Optimization for Edge Application Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3935.

Li, Xin; Fu, Keren; Zhao, Qijun

Camouflaged Object Detection via Neural Architecture Search Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3934.

Zein, Hadi Al; Waterlaat, Nick; Alkanat, Tunc

Neural Architecture Search for Ultra-low Memory Blood Glucose Forecasting on the Edge Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3933.

Liu, Wenbo; Deng, Tao; Yan, Fei

HID-NAS: A Novel Neural Architecture Search Pipeline for High Information Density Data Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3932.

Zhang, Binyan; Ren, Ao; Zhang, Zihao; Duan, Moming; Liu, Duo; Tan, Yujuan; Zhong, Kan

MPNAS: Multimodal Sentiment Analysis Pruning via Neural Architecture Search Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3931.

Sun, Shuoyang; Zhang, Kaiwen; Fang, Hao; Chen, Bin; Li, Jiawei; Huo, Enze; Xia, Shu-Tao

RobNAS: Robust Neural Architecture Search for Point Cloud Adversarial Defense Proceedings Article

In: ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2025.

Links | BibTeX

3930.

Chen, Renqi; Nian, Fan; Cen, Yuhui; Peng, Yiheng; Wang, Hongbo; Yu, Zekuan; Luo, Jingjing

L-SSHNN: A Larger search space of Semi-Supervised Hybrid NAS Network for echocardiography segmentation Journal Article

In: Expert Systems with Applications, pp. 127084, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

3929.

Liu, Yingzhe; Fu, Fangfa; Sun, Xuejian

Research on Approximate Computation of Signal Processing Algorithms for AIoT Processors Based on Deep Learning Journal Article

In: Electronics, vol. 14, no. 6, 2025, ISSN: 2079-9292.

Abstract | Links | BibTeX

3928.

Zhou, Haoxiang; Wei, Zikun; Liu, Dingbang; Zhang, Liuyang; Ding, Chenchen; Yang, Jiaqi; Mao, Wei; Yu, Hao

A Layer-wised Mixed-Precision CIM Accelerator with Bit-level Sparsity-aware ADCs for NAS-Optimized CNNs Proceedings Article

In: Proceedings of the 30th Asia and South Pacific Design Automation Conference, pp. 720–726, Association for Computing Machinery, Tokyo, Japan, 2025, ISBN: 9798400706356.

Abstract | Links | BibTeX

3927.

Yang, Fan; Abedin, Mohammad Zoynul; Hajek, Petr; Qiao, Yanan

Blockchain and Machine Learning in the Green Economy: Pioneering Carbon Neutrality Through Innovative Trading Technologies Journal Article

In: IEEE Transactions on Engineering Management, pp. 1-40, 2025.

Links | BibTeX

3926.

Rong, Xiaobin; Wang, Dahan; Hu, Yuxiang; Zhu, Changbao; Chen, Kai; Lu, Jing

UL-UNAS: Ultra-Lightweight U-Nets for Real-Time Speech Enhancement via Network Architecture Search Miscellaneous

2025.

Links | BibTeX

3925.

Wang, Qiyi; Shao, Yinning; Ma, Yunlong; Liu, Min

NodeNAS: Node-Specific Graph Neural Architecture Search for Out-of-Distribution Generalization Technical Report

2025.

Links | BibTeX

3924.

Chouhan, Avinash; Chutia, Dibyajyoti; Deb, Biswarup; Aggarwal, Shiv Prasad

Attention-Based Neural Architecture Search for Effective Semantic Segmentation of Satellite Images Proceedings Article

In: Noor, Arti; Saroha, Kriti; Pricop, Emil; Sen, Abhijit; Trivedi, Gaurav (Ed.): Emerging Trends and Technologies on Intelligent Systems, pp. 325–335, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-97-5703-9.

Abstract | Links | BibTeX

3923.

Cai, Zicheng; Tang, Yaohua; Lai, Yutao; Wang, Hua; Chen, Zhi; Chen, Hao

SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models Technical Report

2025.

Links | BibTeX

3922.

Rumiantsev, Pavel; Coates, Mark

Variation Matters: from Mitigating to Embracing Zero-Shot NAS Ranking Function Variation Technical Report

2025.

Links | BibTeX

3921.

Ding, Zhenyang; Pu, Ninghao; Miao, Qihui; Chen, Zhiqiang; Xu, Yifan; Liu, Hao

Efficient Palm Vein Recognition Optimized by Neural Architecture Search and Hybrid Compression Proceedings Article

In: 2025 International Conference on Multi-Agent Systems for Collaborative Intelligence (ICMSCI), pp. 826-832, 2025.

Links | BibTeX

3920.

Ang, Li-Minn; Su, Yuanxin; Seng, Kah Phooi; Smith, Jeremy S.

Customized Binary Convolutional Neural Networks and Neural Architecture Search on Hardware Technologies Journal Article

In: IEEE Nanotechnology Magazine, pp. 1-8, 2025.

Links | BibTeX

3919.

Lu, Kang-Di; Huang, Jia-Cheng; Zeng, Guo-Qiang; Chen, Min-Rong; Geng, Guang-Gang; Weng, Jian

Multi-Objective Discrete Extremal Optimization of Variable-Length Blocks-Based CNN by Joint NAS and HPO for Intrusion Detection in IIoT Journal Article

In: IEEE Transactions on Dependable and Secure Computing, pp. 1-18, 2025.

Links | BibTeX

3918.

Li, Chunchao; Li, Jun; Peng, Mingrui; Rasti, Behnood; Duan, Puhong; Tang, Xuebin; Ma, Xiaoguang

Low-Latency Neural Network for Efficient Hyperspectral Image Classification Journal Article

In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. PP, pp. 1-17, 2025.

Links | BibTeX

3917.

İlker, Günay; Özkan, İnik

SADASNet: A Selective and Adaptive Deep Architecture Search Network with Hyperparameter Optimization for Robust Skin Cancer Classification Journal Article

In: Diagnostics, vol. 15, no. 5, 2025, ISSN: 2075-4418.

Abstract | Links | BibTeX

3916.

Mecharbat, Lotfi Abdelkrim; Marchisio, Alberto; Shafique, Muhammad; Ghassemi, Mohammad M.; Alhanai, Tuka

MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks Technical Report

2025.

Links | BibTeX

4015 entries « 2 of 81 »