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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.


4236 entries « 4 of 85 »

2025

4086.

Deevi, Sri Aditya; Mishra, Asish Kumar; Mishra, Deepak; L, Ravi Kumar; P, Bharat Kumar G V; G, Murali Krishna Bhagavan

Efficient Self-Supervised Neural Architecture Search Proceedings Article

In: 2025 19th International Conference on Ubiquitous Information Management and Communication (IMCOM), pp. 1-8, 2025.

Links | BibTeX

4085.

Liu, Guangyuan; Li, Yangyang; Chen, Yanqiao; Shang, Ronghua; Jiao, Licheng

AutoPolCNN: A neural architecture search method of convolutional neural network for PolSAR image classification Journal Article

In: Knowledge-Based Systems, vol. 312, pp. 113122, 2025, ISSN: 0950-7051.

Abstract | Links | BibTeX

4084.

Solís-Martín, David; Galán-Páez, Juan; Borrego-Díaz, Joaquín

A Model for Learning-Curve Estimation in Efficient Neural Architecture Search and Its Application in Predictive Health Maintenance Journal Article

In: Mathematics, vol. 13, no. 4, 2025, ISSN: 2227-7390.

Abstract | Links | BibTeX

4083.

G, Uday Kiran; V, Srilakshmi; G, Padmini; G, Sreenidhi; B, Venkata Ramana; J, Preetham Reddy G

Neural Architecture Search-Driven Optimization of Deep Learning Models for Drug Response Prediction Journal Article

In: Procedia Computer Science, vol. 252, pp. 172-181, 2025, ISSN: 1877-0509, (4th International Conference on Evolutionary Computing and Mobile Sustainable Networks).

Abstract | Links | BibTeX

4082.

Týbl, Ondřej; Neumann, Lukáš

Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights Technical Report

2025.

Links | BibTeX

4081.

V, Srilakshmi; G, Uday Kiran; Moulika, B; Mahitha, G S; Laukya, G; Ruthick, M

Integrating NAS for Human Pose Estimation Journal Article

In: Procedia Computer Science, vol. 252, pp. 182-191, 2025, ISSN: 1877-0509, (4th International Conference on Evolutionary Computing and Mobile Sustainable Networks).

Abstract | Links | BibTeX

4080.

Lu, Aojun; Ke, Junchao; Ding, Chunhui; Fan, Jiahao; Sun, Yanan

Position: Continual Learning Benefits from An Evolving Population over An Unified Model Technical Report

2025.

Links | BibTeX

4079.

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

4078.

Ma, Lianbo; Zhou, Yuee; Ma, Ye; Yu, Guo; Li, Qing; He, Qiang; Pei, Yan

Defying Multi-model Forgetting in One-shot Neural Architecture Search Using Orthogonal Gradient Learning Journal Article

In: IEEE Transactions on Computers, pp. 1-13, 2025.

Links | BibTeX

4077.

Franco-Gaona, Erick; Avila-Garcia, Maria Susana; Cruz-Aceves, Ivan

Automatic Neural Architecture Search Based on an Estimation of Distribution Algorithm for Binary Classification of Image Databases Journal Article

In: Mathematics, vol. 13, no. 4, 2025, ISSN: 2227-7390.

Abstract | Links | BibTeX

4076.

Lupión, M.; Cruz, N. C.; Ortigosa, E. M.; Ortigosa, P. M.

A holistic approach for resource-constrained neural network architecture search Journal Article

In: Applied Soft Computing, vol. 172, pp. 112832, 2025, ISSN: 1568-4946.

Abstract | Links | BibTeX

4075.

Wang, Zilong; Liang, Pei; Zhai, Jinglei; Wu, Bei; Chen, Xin; Ding, Fan; Chen, Qiang; Sun, Biao

Efficient detection of foodborne pathogens via SERS and deep learning: An ADMIN-optimized NAS-Unet approach Journal Article

In: Journal of Hazardous Materials, vol. 489, pp. 137581, 2025, ISSN: 0304-3894.

Abstract | Links | BibTeX

4074.

Krishnanunni, C G; Bui-Thanh, Tan; Dawson, Clint

Topological derivative approach for deep neural network architecture adaptation Technical Report

2025.

Links | BibTeX

4073.

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

A Hybrid Neural Architecture Search Algorithm Optimized via Lifespan Particle Swarm Optimization for Coal Mine Image Recognition Journal Article

In: Mathematics, vol. 13, no. 4, 2025, ISSN: 2227-7390.

Abstract | Links | BibTeX

4072.

Cranney, Caleb; Meyer, Jesse G.

AttentionSmithy: A Modular Framework for Rapid Transformer Development and Customization Technical Report

2025.

Links | BibTeX

4071.

Yin, Shantong; Niu, Ben; Wang, Rui; Wang, Xin

Spatial and channel level feature redundancy reduction for differentiable neural architecture search Journal Article

In: Neurocomputing, vol. 630, pp. 129713, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

4070.

Gao, Yang; Yang, Hong; Chen, Yizhi; Wu, Junxian; Zhang, Peng; Wang, Haishuai

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Technical Report

2025.

Links | BibTeX

4069.

Kuhn, Lukas; Saba-Sadiya, Sari; Roig, Gemma

Cognitive Neural Architecture Search Reveals Hierarchical Entailment Technical Report

2025.

Links | BibTeX

4068.

Kim, Hyeonah; Choi, Sanghyeok; Son, Jiwoo; Park, Jinkyoo; Kwon, Changhyun

Neural Genetic Search in Discrete Spaces Technical Report

2025.

Links | BibTeX

4067.

Feng, Yuqi; Sun, Yanan; Yen, Gary G.; Tan, Kay Chen

REP: An Interpretable Robustness Enhanced Plugin for Differentiable Neural Architecture Search Journal Article

In: IEEE Transactions on Knowledge and Data Engineering, pp. 1-15, 2025.

Links | BibTeX

4066.

Njor, Emil; Banbury, Colby; Fafoutis, Xenofon

Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation Technical Report

2025.

Links | BibTeX

4065.

Deng, Difan; Lindauer, Marius

Neural Attention Search Technical Report

2025.

Links | BibTeX

4064.

Zhang, Zheyu; Zhang, Yueyi; sun, Xiaoyan

Denoising Designs-inherited Search Framework for Image Denoising Technical Report

2025.

Links | BibTeX

4063.

Zou, Juan; Liu, Yang; Liu, Yuan; Xia, Yizhang

Evolutionary multi-objective neural architecture search via depth equalization supernet Journal Article

In: Neurocomputing, pp. 129674, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

4062.

Xu, Liming; Zheng, Jie; He, Chunlin; Wang, Jing; Zheng, Bochuan; Lv, Jiancheng

Adaptive Multi-particle Swarm Neural Architecture Search for High-incidence Cancer Prediction Journal Article

In: IEEE Transactions on Artificial Intelligence, pp. 1-12, 2025.

Links | BibTeX

4061.

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

4060.

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

4059.

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

4058.

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

4057.

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

4056.

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

4055.

Rumiantsev, Pavel; Coates, Mark

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

2025.

Links | BibTeX

4054.

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

4053.

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

4052.

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

4051.

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

4050.

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

4049.

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

4048.

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

4047.

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

4046.

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

4045.

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

4044.

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

4043.

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

4042.

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

4041.

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

4040.

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

4039.

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

4038.

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

4037.

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

4236 entries « 4 of 85 »