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.


4218 entries « 1 of 85 »

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4218.

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

4217.

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

4216.

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

4215.

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

4214.

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

4213.

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

4212.

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

4211.

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

4210.

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

4209.

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

4208.

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

4207.

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

A Survey: Research Progress of Feature Fusion Technology Journal Article

In: 2025.

Links | BibTeX

4206.

(Ed.)

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

2025.

Links | BibTeX

4205.

(Ed.)

Neural Architecture Search: Automation in Deep Learning Model Design Collection

2025.

Links | BibTeX

4204.

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

4203.

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

4202.

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

4201.

(Ed.)

Prior Knowledge Guided Neural Architecture Generation Collection

2025.

Links | BibTeX

4200.

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

4199.

(Ed.)

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

2025.

Links | BibTeX

4198.

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

4197.

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

4196.

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

4195.

David, Oluremi

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

2025.

Links | BibTeX

4194.

David, Oluremi

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

2025.

Links | BibTeX

4193.

Yichao Wang Mengyu Sun, Peng Wang

SP-HRNet: single-path neural architecture search for human pose estimation Journal Article

In: Discover Applied Sciences , 2025.

Links | BibTeX

4192.

Liu, Xuncheng; Zhang, Weizhan; Gong, Tieliang; Yan, Caixia; Li, Rui

Leveraging differentiable NAS and abstract genetic algorithms for optimizing on-mobile VSR performance Journal Article

In: Machine Learning , 2025.

Links | BibTeX

4191.

Zou, Zhenwan; Wang, Bin; Chen, Tao; Chen, Jia

Research on power data security full-link monitoring technology based on alternative evolutionary graph neural architecture search and multimodal data fusion Bachelor Thesis

2025.

Links | BibTeX

4190.

Song, Changwei; Ma, Yongjie; Ping, Haoyu; Sun, Lisheng

Evolutionary neural architecture search for traffic sign recognition Journal Article

In: Optoelectronics Letters, 2025.

Links | BibTeX

4189.

(Ed.)

TrajGNAS: Heterogeneous Multiagent Trajectory Prediction Based on a Graph Neural Architecture Search Collection

2025.

Links | BibTeX

4188.

Xu, Hongyan

Deep learning-based skin cancer diagnosis PhD Thesis

2025.

Links | BibTeX

4187.

Mishra, Someshwar; Singh, Baibhav; Ansari, Maruf

Tomato Leaf Disease Detection Journal Article

In: International Journal on Science and Technology (IJSAT), vol. 16, iss. 2, 2025.

Links | BibTeX

4186.

(Ed.)

Multicriteria structural-parametric synthesis of optimal hybrid CNN structure for image processing⋆ Collection

2025.

Links | BibTeX

4185.

Zuo, Yingli; Wang, Lianyu; Liu, Jianxin; Feng, Shichang; Wang, Yuling; Zhu, Qi; Shao, Wei; Zhang, Daoqiang

TAFL: Task-Agnostic Feature Learner for Efficient Adaptation to Unseen Clinical Tasks based on Whole-Slide Histopathological Images Journal Article

In: IEEE Trans Med Imaging , 2025.

Links | BibTeX

4184.

K, Venkata Ratna Prabha; Bindu, Chinni Hima; Devi, K Rama

An interpretable deep learning approach for autism spectrum disorder detection in children using NASNet-mobile Journal Article

In: Biomedical Physics & Engineering Express, vol. 11, no. 4, pp. 045006, 2025.

Abstract | Links | BibTeX

4183.

Lan, Guojun; Shi, Mingshan; Tang, Jian; He, Yiqiong; Ji, Yunbo

An efficient safety prediction and control strategy using fuzzy neural network architecture search in islanded microgrids Journal Article

In: Discover Computing , 2025.

Links | BibTeX

4182.

Shahzad, Tariq; Saqib, Sheikh Muhammad; Mazhar, Tehseen; Iqbal, Muhammad; Almogren, Ahmad; Ghadi, Yazeed Yasin; Saeed, Mamoon M.; Hamam, Habib

MobNas ensembled model for breast cancer prediction Journal Article

In: scientific reports , 2025.

Links | BibTeX

4181.

Alizadeh, Mahhya; Jameii, Seyed Mahdi; Reza, Akram

An improved NSGA-II algorithm based on fuzzy logic and learning automata for automatically designing the convolutional neural network for image classification Journal Article

In: Multimedia Tools and Applications , 2025.

Links | BibTeX

4180.

Rahman, Md Hafizur; Haider, Zafaryab; Chakraborty, Prabuddha

An automated multi parameter neural architecture discovery framework using ChatGPT in the backend Journal Article

In: Scientific Reports, 2025.

Links | BibTeX

4179.

Gopal, Bhavna

Optimizing Deep Neural Networks: Leveraging Structural Characteristics for Enhanced NAS and Adversarial Robustness PhD Thesis

2025.

Links | BibTeX

4178.

Athmani, Khaled; Almeasar, Kamal Saleh; Atiki, Elhoussine; Habal, Adel Hassan Yahya; Taallah, Bachir; Guettala, Abdelhamid

Machine learning methods for predicting the durability behavior of earth mortars with date palm ash Journal Article

In: Asian Journal of Civil Engineering , 2025.

Links | BibTeX

4177.

Boukela, Lynda; Branlard, Julien; Eichler, Annika

Exploring NAS for anomaly detection in superconducting cavities of particle accelerators Journal Article

In: Front. Phys., 2025.

Links | BibTeX

4176.

(Ed.)

CG-CANTS-N: A Versatile Graph-Based Framework for Scalable and Adaptive Problem Solving Across Domains Collection Forthcoming

Forthcoming.

Links | BibTeX

4175.

Rubbani, Syeda

Neuroevolutionary Optimization of Shannon’s Capacity in Edge AI Protocols for M2M Communication Technical Report

2025.

Links | BibTeX

4174.

Gupta, Rajat; Jindal, Rakesh

Impact of Too Many Neural Network Layers on Overfitting Journal Article

In: International Journal of Computer Science and Mobile Computing, 2025.

Links | BibTeX

4173.

Randive, Pallavi; Bhagat, Madhuri S.; Bhorkar, Mangesh P.; Bhagat, Rajesh M.; Vinchurkar, Shilpa M.; Shelare, Sagar; Sharma, Shubham; Beemkumar, N.; Hemalatha, S.; Kumar, Parveen; Kedia, Ankit; Massoud, Ehab El Sayed; Gupta, Deepak; Lozanovic, Jasmina

Adaptive optimization of natural coagulants using hybrid machine learning approach for sustainable water treatment Journal Article

In: nature scientific reports , 2025.

Links | BibTeX

4172.

Alagoz, Baris Baykant; Keles, Cemal; Ates, Abdullah; Özdemir, Edanur; Alkhulaifi, Nasser

Optimal deep neural network architecture design with improved generalization for data-driven cooling load estimation problem Journal Article

In: Neural Computing and Applications, 2025.

Links | BibTeX

4171.

Liu, Xukun; Lv, Haoze; Ma, Fenglong; Wang, Chi; Xu, Dongkuan (DK)

DyESP: Accelerating Hyperparameter-Architecture Search via Dynamic Exploration and Space Pruning Journal Article

In: Proceedings of the AAAI Symposium Series, vol. 5, no. 1, pp. 172-179, 2025.

Links | BibTeX

4170.

Gong, Tao; Wang, Liang; Ma, Yongjie

Evolutionary neural architecture search based on a modified particle swarm optimization Journal Article

In: International Journal of Machine Learning and Cybernetics , 2025.

Links | BibTeX

4169.

Su, Jun; Tang, Chaolong; Liu, Zhiquan

A Prediction Optimization Method with Federated Learning and Neural Architecture Search for Distributed Renewable Energy Sources Journal Article

In: Distributed Generation & Alternative Energy Journal, vol. 40, no. 02, pp. 213–238, 2025.

Links | BibTeX

4218 entries « 1 of 85 »