AutoML.org

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.


4328 entries « 1 of 87 »

5555

4328.

Zhu, Huijuan; Xia, Mengzhen; Wang, Liangmin; Xu, Zhicheng; Sheng, Victor S.

A Novel Knowledge Search Structure for Android Malware Detection Journal Article

In: IEEE Transactions on Services Computing, no. 01, pp. 1-14, 5555, ISSN: 1939-1374.

Abstract | Links | BibTeX

4327.

Zhang, Feifei; Li, Mao; Ge, Jidong; Tang, Fenghui; Zhang, Sheng; Wu, Jie; Luo, Bin

Privacy-Preserving Federated Neural Architecture Search With Enhanced Robustness for Edge Computing Journal Article

In: IEEE Transactions on Mobile Computing, no. 01, pp. 1-18, 5555, ISSN: 1558-0660.

Abstract | Links | BibTeX

4326.

Zhang, Yu-Ming; Hsieh, Jun-Wei; Lee, Chun-Chieh; Fan, Kuo-Chin

RATs-NAS: Redirection of Adjacent Trails on Graph Convolutional Networks for Predictor-based Neural Architecture Search Journal Article

In: IEEE Transactions on Artificial Intelligence, vol. 1, no. 01, pp. 1-11, 5555, ISSN: 2691-4581.

Abstract | Links | BibTeX

4325.

Chen, X.; Yang, C.

CIMNet: Joint Search for Neural Network and Computing-in-Memory Architecture Journal Article

In: IEEE Micro, no. 01, pp. 1-12, 5555, ISSN: 1937-4143.

Abstract | Links | BibTeX

4324.

Lv, Hao; Zhang, Lei; Wang, Ying

In-situ NAS: A Plug-and-Search Neural Architecture Search framework across hardware platforms Journal Article

In: IEEE Transactions on Computers, no. 01, pp. 1-14, 5555, ISSN: 1557-9956.

Abstract | Links | BibTeX

4323.

Siddique, Ayesha; Hoque, Khaza Anuarul

Explainable AI-Guided Neural Architecture Search for Adversarial Robustness in Approximate DNNs Journal Article

In: IEEE Transactions on Sustainable Computing, no. 01, pp. 1-15, 5555, ISSN: 2377-3782.

Abstract | Links | BibTeX

4322.

Dong, Yukang; Pan, Fanxing; Gui, Yi; Jiang, Wenbin; Wan, Yao; Zheng, Ran; Jin, Hai

Comprehensive Architecture Search for Deep Graph Neural Networks Journal Article

In: IEEE Transactions on Big Data, no. 01, pp. 1-15, 5555, ISSN: 2332-7790.

Abstract | Links | BibTeX

4321.

Yan, J.; Liu, J.; Xu, H.; Wang, Z.; Qiao, C.

Peaches: Personalized Federated Learning with Neural Architecture Search in Edge Computing Journal Article

In: IEEE Transactions on Mobile Computing, no. 01, pp. 1-17, 5555, ISSN: 1558-0660.

Abstract | Links | BibTeX

4320.

Sun, Genchen; Liu, Zhengkun; Gan, Lin; Su, Hang; Li, Ting; Zhao, Wenfeng; Sun, Biao

SpikeNAS-Bench: Benchmarking NAS Algorithms for Spiking Neural Network Architecture Journal Article

In: IEEE Transactions on Artificial Intelligence, vol. 1, no. 01, pp. 1-12, 5555, ISSN: 2691-4581.

Abstract | Links | BibTeX

4319.

Li, Changlin; Lin, Sihao; Tang, Tao; Wang, Guangrun; Li, Mingjie; Li, Zhihui; Chang, Xiaojun

BossNAS Family: Block-wisely Self-supervised Neural Architecture Search Journal Article

In: IEEE Transactions on Pattern Analysis & Machine Intelligence, no. 01, pp. 1-15, 5555, ISSN: 1939-3539.

Abstract | Links | BibTeX

2026

4318.

Chen, Weiduo; Dong, Xiaoshe; Wang, Qiang

DP-SWAP: Fast Swapping Strategy Based on Dynamic Programming Journal Article

In: Future Generation Computer Systems, vol. 175, pp. 108071, 2026, ISSN: 0167-739X.

Abstract | Links | BibTeX

4317.

Li, Jian; Zhu, Yunlong; Dong, Zhicheng; Yang, Hucheng; Cheng, Xudong; Xue, Zhenyu

A lightweight arc fault detection model integrating multi-objective architecture search with dynamic noise-augmented training Journal Article

In: Measurement, vol. 257, pp. 118649, 2026, ISSN: 0263-2241.

Abstract | Links | BibTeX

4316.

Yang, Yeming; Liu, Zhihao; Wong, Ka-Chun; Lin, Qiuzhen; Luo, Jianping; Li, Jianqiang

Evolutionary multi-task robust architecture search for network intrusion detection Journal Article

In: Expert Systems with Applications, vol. 296, pp. 128899, 2026, ISSN: 0957-4174.

Abstract | Links | BibTeX

4315.

Poyser, Matt; Breckon, Toby P.

DDS-NAS: Dynamic data selection within neural architecture search via on-line hard example mining applied to image classification Journal Article

In: Pattern Recognition, vol. 169, pp. 111948, 2026, ISSN: 0031-3203.

Abstract | Links | BibTeX

2025

4314.

Wang, Weiqi; Bao, Feilong; Xing, Zhecong; Lian, Zhe

A Survey: Research Progress of Feature Fusion Technology Journal Article

In: 2025.

Links | BibTeX

4313.

(Ed.)

MACHINE-GENERATED NEURAL NETWORKS FOR SHORT-TERM LOAD FORECASTING Collection

2025.

Links | BibTeX

4312.

Al-Saadi, Muna; Al-Saadi, Bushra; Farhan, Dheyauldeen Ahmed; Hassen, Oday Ali

Optimizing Neural Network Architectures with TensorFlow and Keras for Scalable Deep Learning Journal Article

In: Journal of Intelligent Systems and Internet of Things , 2025.

Links | BibTeX

4311.

Lyu, Zimeng

Online and Offline Multi-Variate Time Series Forecasting with NeuroEvolution Based Neural Architecture Search PhD Thesis

2025.

Links | BibTeX

4310.

Huang, Junhao

Improving Evolutionary Neural Architecture Search: Flexibility, Compactness, and Efficiency PhD Thesis

2025.

Links | BibTeX

4309.

Whitmore, James; Hastings, Clara; Patel, Amir; Brody, Stephany

Efficient Inference of Large Language Models through Model Compression Journal Article

In: Preprints, 2025.

Links | BibTeX

4308.

Trirat, Patara

Neural architecture search for time-series analysis with context-specific performance estimators PhD Thesis

2025.

Links | BibTeX

4307.

Sheehan, Matthew; Yakimenko, Oleg

Neural architecture search applying optimal stopping theory Journal Article

In: Sec. Machine Learning and Artificial Intelligence, 2025.

Links | BibTeX

4306.

Ajmal, Muhammad Hassan; Qureshi, Musadiq Ahmed; Waleed, Muhammad; Ibrar, Muhammad; Iqbal, Muhammad Waseem; Muhammad, Hafiz Abdul Basit

Accelerating Local AI Chatbot Processing Speed: Model Evaluation and Advanced Algorithmic Enhancements Using Machine Learning Journal Article

In: Annual Methodological Archive Research Review , 2025.

Links | BibTeX

4305.

Islam, Tanvir

Mycelium neural architecture search Journal Article

In: Evolutionary Intelligence , 2025.

Links | BibTeX

4304.

Alshahrani, Rami Ayied; Khanzada, Tariq Jamil Saifullah

Improved Crime Prediction Using Hybrid Neural Architecture Search Together with Hyperparameter Tuning Journal Article

In: International Journal of Computational Intelligence Systems , 2025.

Links | BibTeX

4303.

Hakiki, Racha Ikram; Azerine, Abdennour; Tlemsani, Redouane; Golabi, Mahmoud; Idoumghar, Lhassane

Enhancing IoT intrusion detection with genetic algorithm-optimized convolutional neural networks Journal Article

In: The Journal of Supercomputing , 2025.

Links | BibTeX

4302.

Zhang, Yuhao; Xiao, Hanmin; Du, Meng; Liu, Qingjie; Tao, Jingwei; Luo, Yongcheng; Peng, Li; Tan, Jianbo

Application of neural architecture search in lithology identification Journal Article

In: Journal of Petroleum Exploration and Production Technology , 2025.

Links | BibTeX

4301.

Bisen, Dhananjay; Saurabh, Praneet; Dubey, Aditya; Jaiswal, Varshali

Advancing Neural Architecture Search Through an Innovative Genetic Algorithm with Inverted Swap Crossover Journal Article

In: National Academy Science Letters , 2025.

Links | BibTeX

4300.

Salinas, Luis Ignacio Ferro; Castillo, Esteban; Hernández, Víctor Adrián Sosa

Toward the Use of Neural Architecture Search: A Baseline Approach for Solving the Authorship Verification Problem Journal Article

In: SN Computer Science , 2025.

Links | BibTeX

4299.

Fang, Runze; Huang, Huamao; Guo, Nuoyan; Wei, Haichuan; Wang, Shiyi; Hu, Haiying; Liu, Ming

OR-FCOS: an enhanced fully convolutional one-stage approach for growth stage identification of Oudemansiella raphanipes Journal Article

In: scientific reports , 2025.

Links | BibTeX

4298.

Chen, Shaomiao; Bai, Ao; Lei, Zhiwen; Jiang, Liming; He, Dacheng; Li, Kuanching; Liang, Wei

An Adaptive Differentiable Neural Network Architecture Search Algorithm and Its Application for sewer defect detection Journal Article

In: Telecommunication Systems , vol. 88, 2025.

Links | BibTeX

4297.

Sumari, Putra; Mohammed, Ahmed Abed; Zaid, Mustafa M. Abd; Tian, Shuchuan; Wu, Wenjing; Zhang, Tingting; Fu, Xiaolin; Dong, Haolu; Wei, Yangyang

Optimizing Lemongrass Disease Detection: A Comparative Analysis of Neural Architecture Search (NAS) with convolutional neural network (CNN) and Transfer Learning models Journal Article

In: Statistics, Optimization & Information Computing, 2025.

Links | BibTeX

4296.

VOGGU, ARAVIND R.; R, KANISH; AKULA, NISHITH; MARUVADA, LOHITAKSH; SHIMIZU, TAKANORI; RAO, MADHAV

SIGNETS: Neural Network Architectures for m-QAM Soft Demodulation Journal Article

In: IEEE Access, 2025.

Links | BibTeX

4295.

Song, Changwei; Ma, Yongjie

A Graph Generation Model for Convolutional Neural Network Architecture based on GCN and GAN Journal Article

In: Neural Processing Letters , 2025.

Links | BibTeX

4294.

Liang, Jing; Liu, Genyue; Bi, Ying; Yu, Mingyuan; Liu, Mengnan; Jin, Yaochu

Evolutionary Neural Architecture Search for Remote Sensing Image Classification Journal Article

In: IEEE Trans Neural Netw Learn Syst . , 2025.

Links | BibTeX

4293.

(Ed.)

Neural Architecture Search: Automation in Deep Learning Model Design Collection

2025.

Links | BibTeX

4292.

Xiao, Siyang; Chen, Jiamin; Wu, Zhenpeng; Wu, Shuqing; Gao, Jianliang

DSA-GNAS: Graph Neural Architecture Search with Deep Semantic Adaption of Large Language Models Miscellaneous

2025.

Links | BibTeX

4291.

Liu, Ruyu; Wang, Lin; Yu, Zhihao; Zhang, Haoyu; Liu, Xiufeng; Sun, Bo; Huo, Xv; Zhang, Jianhua

SCTNet-NAS: efficient semantic segmentation via neural architecture search for cloud-edge collaborative perception Journal Article

In: Complex & Intelligent Systems , 2025.

Links | BibTeX

4290.

Du, Boqian; Su, Sheng; Yu, Haijie; Wang, Yandong; Feng, Cuiying; Tian, Jing; Huang, Hongyu; Rajab, Ssemwogerere; Wang, Jingyi

A social development algorithm for neural architecture search Bachelor Thesis

2025.

BibTeX

4289.

Christobel, V. K. Emmanual Jude S Sivakumar T. Papitha

Pictureperfect: A Fusion Of Sparsenas And Ensemble Magic For Advanced Image Classification Journal Article

In: Metallurgical and Materials Engineering, pp. 206–212, 2025.

Links | BibTeX

4288.

Gupta, Ujjwal K.; Mishra, Shweta; Sharma, Shashikant A.

One day Ahead Forecasting of INSAT-3D Solar Irradiance Using Automated Deep ConvLSTM Network Journal Article

In: Journal of the Indian Society of Remote Sensing , 2025.

Links | BibTeX

4287.

Peng, Yang; Zhou, Shen Yao Huaichun; Chen, Yang; Zheng, Zhenyu; Gong, Xun

Online Quantitative Monitoring of Microalgae Concentration Using a Coupled Neural Network with Self-Search and Group Convolution Miscellaneous

2025.

Links | BibTeX

4286.

(Ed.)

Prior Knowledge Guided Neural Architecture Generation Collection

2025.

Links | BibTeX

4285.

Jeevidha, S.; Saraswathi, S.

Implementation of vision transformer with adaptive neural architecture search for automated colon cancer classification through analysis of images Journal Article

In: Signal, Image and Video Processing , 2025.

Links | BibTeX

4284.

(Ed.)

Improved search in graph AutoML: expansion and dynamic prioritization in the search space for enhanced efficiency Collection

2025.

Links | BibTeX

4283.

Amjala, Shravan Kumar

Advancing Machine Learning Systems: A Comprehensive Analysis of Model Efficiency and Scalability Journal Article

In: Journal of Computer Science and Technology Studies, vol. 7, no. 6, pp. 679–683, 2025.

Links | BibTeX

4282.

Prete, Roberto Del; andAndrea Mazzeo, Parampuneet Kaur Thind; Whitley, Matthew; Papa, Lorenzo; Longepe, Nicolas; Meoni, Gabriele

Optimizing Deep Learning Models for On-Orbit Deployment Through Neural Architecture Search Miscellaneous

2025.

Links | BibTeX

4281.

Rex P. Flejoles, Joey S. Aviles

A Developed Tunable Model against Prebuild Applications to Classify Emotions Journal Article

In: International Journal of Science and Management Studies (IJSMS), vol. 8, iss. 3, 2025.

Links | BibTeX

4280.

David, Oluremi

Designing Lightweight Deep Neural Networks for Real- Time Bioinformatics Applications on Edge Devices Technical Report

2025.

Links | BibTeX

4279.

David, Oluremi

Joint Optimization of Neural Network Architecture and Inference Paths for Multi-Omics Data Integration Technical Report

2025.

Links | BibTeX

4328 entries « 1 of 87 »