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.


4425 entries « 1 of 89 »

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4425.

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

4424.

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

4423.

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

4422.

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

4421.

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

4420.

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

4419.

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

4418.

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

4417.

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

4416.

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

4415.

Sun, Xiaoxue; Wang, Hongpeng; Song, Pei-Cheng

Compact Training-Free NAS with Alternating Evolution Game for Medical Image Segmentation Proceedings Article

In: Gee, James C.; Alexander, Daniel C.; Hong, Jaesung; Iglesias, Juan Eugenio; Sudre, Carole H.; Venkataraman, Archana; Golland, Polina; Kim, Jong Hyo; Park, Jinah (Ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2025, pp. 108–118, Springer Nature Switzerland, Cham, 2026, ISBN: 978-3-032-05325-1.

Abstract | Links | BibTeX

4414.

Pandala, Madhavi Latha; Periyanayagi, S.

Optimal explainable vision transformer framework for skin cancer diagnosis with neural architecture search feature learning Journal Article

In: Biomedical Signal Processing and Control, vol. 112, pp. 108723, 2026, ISSN: 1746-8094.

Abstract | Links | BibTeX

4413.

Liu, Xuncheng; Zhang, Weizhan; Yan, Caixia; Wang, Zhiwen; Du, Haipeng

Efficient Real-Time On-Mobile Video Super-Resolution with Automatic Evolutionary Neural Architecture Search Proceedings Article

In: Senn, Walter; Sanguineti, Marcello; Saudargiene, Ausra; Tetko, Igor V.; Villa, Alessandro E. P.; Jirsa, Viktor; Bengio, Yoshua (Ed.): Artificial Neural Networks and Machine Learning – ICANN 2025, pp. 86–97, Springer Nature Switzerland, Cham, 2026, ISBN: 978-3-032-04546-1.

Abstract | Links | BibTeX

4412.

Chen, Pengjun; Zhu, Yanqiao; Gao, Jian; Kang, Haidong; Ma, Lianbo

MRT-NAS: Boosting Training-Free NAS via Manifold Regularization Proceedings Article

In: Senn, Walter; Sanguineti, Marcello; Saudargiene, Ausra; Tetko, Igor V.; Villa, Alessandro E. P.; Jirsa, Viktor; Bengio, Yoshua (Ed.): Artificial Neural Networks and Machine Learning – ICANN 2025, pp. 1–12, Springer Nature Switzerland, Cham, 2026, ISBN: 978-3-032-04558-4.

Abstract | Links | BibTeX

4411.

Olouladé, Babatoundé Moctard; Gao, Jianliang; Al-Sabri, Raeed; Chen, Jiamin; Wu, Zhenpeng

Towards Better Graph Anomaly Detection: A Performance-Aware Neural Architecture Search Approach Proceedings Article

In: Senn, Walter; Sanguineti, Marcello; Saudargiene, Ausra; Tetko, Igor V.; Villa, Alessandro E. P.; Jirsa, Viktor; Bengio, Yoshua (Ed.): Artificial Neural Networks and Machine Learning – ICANN 2025, pp. 285–297, Springer Nature Switzerland, Cham, 2026, ISBN: 978-3-032-04558-4.

Abstract | Links | BibTeX

4410.

Wang, Xingyu; Ji, Junzhong; Liu, Gan; Xiao, Yadong

PE-RBNAS: A robust neural architecture search with progressive-enhanced strategies for brain network classification Journal Article

In: Medical Image Analysis, vol. 107, pp. 103813, 2026, ISSN: 1361-8415.

Abstract | Links | BibTeX

4409.

Xie, Yu; Chang, Yu; Li, Ming; Qin, A. K.; Zhang, Xialei

AutoSGRL: Automated framework construction for self-supervised graph representation learning Journal Article

In: Neural Networks, vol. 194, pp. 108119, 2026, ISSN: 0893-6080.

Abstract | Links | BibTeX

4408.

Xie, Weisheng; Gao, Xiangxiang; Fang, Xuwei; Li, Hui; Hang, Chen; Li, Shaoyuan

EQUINAS: Equilibrium-guided differentiable neural architecture search Journal Article

In: Expert Systems with Applications, vol. 298, pp. 129711, 2026, ISSN: 0957-4174.

Abstract | Links | BibTeX

4407.

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

4406.

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

4405.

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

4404.

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

4403.

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

A Survey: Research Progress of Feature Fusion Technology Journal Article

In: 2025.

Links | BibTeX

4402.

(Ed.)

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

2025.

Links | BibTeX

4401.

da Silva, Andersson Alves; de Abreu Silva, Ricardo Martins; Oliva, Paulo

An Approach Using BRKGA for Optimizing Graph Neural Network Architectures Technical Report

2025.

Links | BibTeX

4400.

(Ed.)

Context-Aware Search Space Adaptation of Hyperparameters and Architectures for AutoML in Text Classification Collection

2025.

Links | BibTeX

4399.

Taha, Mohamed A.; Saafan, Mahmoud M.; Ayyad, Sarah M.

Revisiting natural selection: evolving dynamic neural networks using genetic algorithms for complex control tasks Journal Article

In: Artificial Intelligence Review , 2025.

Links | BibTeX

4398.

Lin, Shuaifei; Zhang, Wei; Xu, Nannan; Liu, Xueli; Wu, Jianfeng

Automatic design of CNN architecture based on genetic algorithm and particle swarm optimization Journal Article

In: Evolving Systems , 2025.

Links | BibTeX

4397.

Wang, Lianhua; Xu, Meilin; Chen, Jiawen; Li, Yucheng; Shen, Zhou

Joint Structure-Function Neural Architecture Optimization under Resource Constraints Technical Report

2025.

Links | BibTeX

4396.

Luo, Xuejiao; Guo, Haihong; Ambrocio, Rolan

Toward Trustworthy Symbolic Music Generation in 6G-Enabled IoT Environment via Automatic Neural Architecture Design Journal Article

In: IEEE Internet of Things Journal , 2025.

Links | BibTeX

4395.

Lüder, Leonardo Alessandro; Ivanov, Mikhail; Franco, Ramon Fuentes

Learning optimal CNN architectures for Precipitation Downscaling with Differentiable Architecture Search Journal Article

In: Authorea, 2025.

Links | BibTeX

4394.

Chen, Jiale; Le, Duc Van; Li, Yuanchun; Liu, Yunxin; Tan, Rui

TimelyNet: Adaptive Neural Architecture for Autonomous Driving with Dynamic Deadline Journal Article

In: ACM Trans. Embed. Comput. Syst., vol. 24, no. 5s, 2025, ISSN: 1539-9087.

Abstract | Links | BibTeX

4393.

Wang, Hongjiang; Zhang, Tian; Liu, Jinsheng; Ren, Na; Dai, Qin

Large language model-based neural architecture search for efficient hydro-turbine fault detection Journal Article

In: Discover Computing , 2025.

Links | BibTeX

4392.

Li, Shanchuan; Tsukayama, Daisuke; Shirakashi, Jun-ichi; Shibuya, Tetsuo; Imai, Hiroshi

Quantum architecture search with neural predictor based on ZX-calculus Journal Article

In: EPJ Quantum Technology, 2025.

Links | BibTeX

4391.

Gehlot, Naveen; Kumar, Rajesh; Hans, Surender; Nkomozepi, Pilani

1D Convolutional Neural Architecture Search for sEMG Hand Gesture Recognition Journal Article

In: SN Computer Science, 2025.

Links | BibTeX

4390.

(Ed.)

TFAS: zero-shot NAS for general time-series analysis with time-frequency aware scoring Collection

2025.

Links | BibTeX

4389.

BISEN, DHANANJAY; SAURABH, PRANEET; THAKUR, MAYANK; CHAUBEY, GYANENDRA; SINGH, UPENDRA; DUBEY, ADITYA

Genetic Algorithm-Based Search Space Exploration to Generate Best Convolutional Neural Network Journal Article

In: IEEE Access , 2025.

Links | BibTeX

4388.

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

4387.

Lyu, Zimeng

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

2025.

Links | BibTeX

4386.

Gao, Xiang

Toward Real-Time and Efficient Edge Intelligence: Advances and Challenges in Lightweight Machine Learning Journal Article

In: Science and Technology of Engineering, Chemistry and Environmental Protection, vol. 1, no. 4, 2025.

Links | BibTeX

4385.

Raghavarapu, MukktiNaadh

NeuroChainOps: A Privacy-Preserving, Blockchain-Backed MLOps Framework for Federated Neural Architecture Search Technical Report

2025.

Links | BibTeX

4384.

Müller, Erik Vanegas; Joe-Oshodi, Arese; He, Liang; andMauricio Villarroel, Abhirup Banerjee

Deep Learning Optimisation for Sports Cardiology: Neural Architecture Search-driven Arrhythmia Classification Technical Report

2025.

Links | BibTeX

4383.

(Ed.)

AUTOMATIC CLASSIFICATION OF CHAINS OF GUITAR EFFECTS THROUGH EVOLUTIONARY NEURAL ARCHITECTURE SEARCH Collection

2025.

Links | BibTeX

4382.

Ma, Quangong; Hao, Chaolong; Si, NianWen; Qu, Dan

Quantum architecture search for optimizing quantum generators in quantum GAN Journal Article

In: Mach. Learn.: Sci. Technol. , 2025.

Links | BibTeX

4381.

He, Zhimin; Li, Zhengjiang; Situ, Haozhen; Li, Qin; Shi, Jinjing; Li, Lvzhou

Adaptive fusion of training-free proxies for quantum architecture search Journal Article

In: Phys. Rev. Appl., vol. 24, iss. 2, pp. 024074, 2025.

Links | BibTeX

4380.

RODRIGUEZ, JOSE MARIA LANCHO

Experiential neural architecture selection: dynamic cross-layer memory for real-time inference optimization Technical Report

2025.

Links | BibTeX

4379.

Silva, Ricardo Martins Abreu; Silva, Andersson Alves

Heuristics in Design of Deep Neural Networks Book Chapter

In: Martí, Rafael; Pardalos, Panos M.; Resende, Mauricio G. C. (Ed.): Handbook of Heuristics, pp. 1–55, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-319-07153-4.

Abstract | Links | BibTeX

4378.

Huang, Hongtao

Efficient Deep Learning: Model Design and Algorithmic Innovation PhD Thesis

2025.

Links | BibTeX

4377.

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

Journal of Intelligent Systems and Internet of Things Journal Article

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

Links | BibTeX

4376.

Huang, Junhao

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

2025.

Links | BibTeX

4425 entries « 1 of 89 »