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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.


3980 entries « 2 of 80 »

2025

3930.

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

3929.

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

3928.

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

3927.

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

3926.

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

3925.

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

3924.

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

3923.

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

3922.

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

3921.

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

3920.

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

3919.

Rumiantsev, Pavel; Coates, Mark

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

2025.

Links | BibTeX

3918.

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

3917.

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

3916.

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

3915.

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

3914.

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

3913.

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

3912.

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

3911.

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

3910.

Zhang, Zheyu; Zhang, Yueyi; sun, Xiaoyan

Denoising Designs-inherited Search Framework for Image Denoising Technical Report

2025.

Links | BibTeX

3909.

Deng, Difan; Lindauer, Marius

Neural Attention Search Technical Report

2025.

Links | BibTeX

3908.

Njor, Emil; Banbury, Colby; Fafoutis, Xenofon

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

2025.

Links | BibTeX

3907.

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

3906.

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

Neural Genetic Search in Discrete Spaces Technical Report

2025.

Links | BibTeX

3905.

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

Cognitive Neural Architecture Search Reveals Hierarchical Entailment Technical Report

2025.

Links | BibTeX

3904.

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

3903.

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

3902.

Cranney, Caleb; Meyer, Jesse G.

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

2025.

Links | BibTeX

3901.

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

3900.

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

Topological derivative approach for deep neural network architecture adaptation Technical Report

2025.

Links | BibTeX

3899.

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

3898.

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

3897.

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

3896.

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

3895.

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

3894.

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

3893.

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

3892.

Týbl, Ondřej; Neumann, Lukáš

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

2025.

Links | BibTeX

3891.

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

3890.

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

3889.

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

3888.

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

3887.

Siddiqui, Shahid; Kyrkou, Christos; Theocharides, Theocharis

Efficient Global Neural Architecture Search Technical Report

2025.

Links | BibTeX

3886.

Zhao, Xinlong; Sun, Jiande; Zhang, Jia; Hou, Sujuan; Li, Shuai; Liu, Tong; Liu, Ke

PerfSeer: An Efficient and Accurate Deep Learning Models Performance Predictor Technical Report

2025.

Links | BibTeX

3885.

Li, Jianzhao; Wang, Shanfeng; Yang, Rui; Gong, Maoguo; Hu, Zhuping; Zhang, Ning; Sheng, Kai; Zhou, Yu

Towards Federated Customized Neural Architecture Search for Remote Sensing Scene Classification Journal Article

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

Links | BibTeX

3884.

Banerjee, Somnath

Neural Architecture Search Based Deepfake Detection Model using YOLO Journal Article

In: International Journal of Advanced Research in Science, Communication and Technology, vol. 5, no. 1, pp. 375 - 383, 2025.

Links | BibTeX

3883.

Errica, Federico; Christiansen, Henrik; Zaverkin, Viktor; Niepert, Mathias; Alesiani, Francesco

Adaptive Width Neural Networks Technical Report

2025.

Links | BibTeX

3882.

Sander, Jacob; Cohen, Achraf; Dasari, Venkat R.; Venable, Brent; Jalaian, Brian

On Accelerating Edge AI: Optimizing Resource-Constrained Environments Technical Report

2025.

Links | BibTeX

3881.

Tu, Xiaolong; Chen, Dawei; Han, Kyungtae; Altintas, Onur; Wang, Haoxin

GreenAuto: An Automated Platform for Sustainable AI Model Design on Edge Devices Technical Report

2025.

Links | BibTeX

3980 entries « 2 of 80 »