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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.


4128 entries « 1 of 83 »

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4128.

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

4127.

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

4126.

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

4125.

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

4124.

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

4123.

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

4122.

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

4121.

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

4120.

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

4119.

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

2025

4118.

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

A Survey: Research Progress of Feature Fusion Technology Journal Article

In: 2025.

Links | BibTeX

4117.

(Ed.)

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

2025.

Links | BibTeX

4116.

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

4115.

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

4114.

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

4113.

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

4112.

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

4111.

Gopal, Bhavna

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

2025.

Links | BibTeX

4110.

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

4109.

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

4108.

(Ed.)

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

Forthcoming.

Links | BibTeX

4107.

Rubbani, Syeda

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

2025.

Links | BibTeX

4106.

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

4105.

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

4104.

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

4103.

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

4102.

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

4101.

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

4100.

Meyer-Lee, Gabriel

Towards Practical Automation of Neural Architecture Design PhD Thesis

2025.

Links | BibTeX

4099.

Melo, Thadeu Pezzin; Andrade, Jefferson Oliveira; Komati, Karin Satie

A Pipeline for Multivariate Time Series Forecasting of Gas Consumption in Pelletization Process Journal Article

In: CLEIej, 2025.

Links | BibTeX

4098.

Ranjan, Vivek; Pal, Riya; Saini, Prashant; Nirala, Divyanshu Raj

Neural Architecture Search: Designing Automated AI Models Miscellaneous

2025.

Links | BibTeX

4097.

M, V T Ram Pavan Kumar; Shieh, Chin-Shiuh; S, Siva Shankar; Chakrabarti, Prasun

PNASFH-Net: Parallel NAS forward harmonic Network for colon cancer detection using CT images Journal Article

In: Future Technology, vol. 4, no. 2, pp. 76–91, 2025.

Links | BibTeX

4096.

Chang, Lei; Rani, Shalli; Akbar, Muhammad Azeem

ChampionNet: a transformer-enhanced neural architecture search framework for athletic performance prediction and training optimization Journal Article

In: Discover Computing , 2025.

Links | BibTeX

4095.

alshahrani, Rami Ayied; Khanzada, Tariq Jamil Saifullah

Improved Crime Prediction using Hybrid Neural Architecture Search together with Hyper-parameter Tuning Technical Report

2025.

Links | BibTeX

4094.

Lan, Guojun; Tang, Jian; Chen, Jie; Xing, Jingshu; Zhao, Lijun

An effective dual-predictor controller mechanism using neural architecture search for optimization of residential energy hub system Journal Article

In: Discover Computing , vol. 28, 2025.

Links | BibTeX

4093.

Castagnetti, Andrea; Pegatoquet, Alain; Miramond, Benoit; Montfort, Olivier; Huard, Vincent

Hardware-Aware Neural Architecture Search for~Memory constrained Embedded~Neural Networks~Accelerators Proceedings Article

In: 7th IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2025), pp. 5, Bordeaux, France, 2025.

Links | BibTeX

4092.

Wu, Yue; Huang, Lin; Yang, Tiejun

Breast Ultrasound Image Segmentation Using Multi-branch Skip Connection Search Journal Article

In: Journal of Imaging Informatics in Medicine , 2025.

Links | BibTeX

4091.

CAPELLO, ALESSIO

An End-to-End Edge-Computing Framework for IoT-enabled Monitoring PhD Thesis

2025.

Links | BibTeX

4090.

Toe, Seb Gregory Dal; Tiddeman, Bernard; Zarges, Christine

Evolutionary Neural Architecture Search using Random Weight Distributions Proceedings Article

In: Ochoa, Gabriela (Ed.): Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2025, Málaga, Spain, July 14-18, 2025, Association for Computing Machinery (ACM), United States of America, 2025, (GECCO 2025 : The Genetic and Evolutionary Computation Conference, GECCO ; Conference date: 14-07-2025 Through 18-07-2025).

Abstract | Links | BibTeX

4089.

Tran, Thanh Hai; Nguyen, Dac Tam; Ngo, Minh Duc; Doan, Long; Luong, Ngoc Hoang; Binh, Huynh Thi Thanh

Kernelshap-nas: a shapley additive explanatory approach for characterizing operation influences Journal Article

In: Neural Computing and Applications , 2025.

Links | BibTeX

4088.

Ju, Moran; Niu, Buniu; Li, Mulin; Mao, Tengkai; Jin, Si-nian

Toward Better Accuracy-Efficiency Trade-Offs for Oriented SAR Ship Object Detection Bachelor Thesis

2025.

Links | BibTeX

4087.

Liu, Guoqing; Qian, Yuhua; Liang, Xinyan; Fu, Pinhan

Core structure-guided multi-modal classification via Monte Carlo Tree Search Journal Article

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

Links | BibTeX

4086.

HERNANDEZ, ESAU ALAIN HERVERT; CAO, YAN; KEHTARNAVAZ, NASSER

Computationally Efficient Neural Architecture Search for Image Denoising Bachelor Thesis

2025.

Links | BibTeX

4085.

Naayini, Prudhvi; Kamatala, Srikanth; Myakala, Praveen Kumar

Transforming Performance Engineering with Generative AI Journal Article

In: Journal of Computer and Communications , vol. 13, no. 3, 2025.

Links | BibTeX

4084.

Xu, Dikai; Cao, Bin

Adaptive Multiobjective Evolutionary Generative Adversarial Network for Metaverse Network Intrusion Detection Journal Article

In: Science Partner Journals, 2025.

Links | BibTeX

4083.

Li, Yuangang; Ma, Rui; Zhang, Qian; Wang, Zeyu; Zong, Linlin; Liu, Xinyue

Neural architecture search using attention enhanced precise path evaluation and efficient forward evolution Journal Article

In: scientific reports , 2025.

Links | BibTeX

4082.

(Ed.)

HPE-DARTS: Hybrid Pruning and Proxy Evaluation in Differentiable Architecture Search Collection

2025.

Links | BibTeX

4081.

(Ed.)

OPTIMIZED LSTM NEURAL NETWORKS VIA NEURAL ARCHITECTURE SEARCH FOR PREDICTING DAMAGE EVOLUTION IN COMPOSITE LAMINATES Collection

2025.

Links | BibTeX

4080.

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

DARTS-EAST: an edge-adaptive selection with topology first differentiable architecture selection method Journal Article

In: Applied Intelligence , 2025.

Links | BibTeX

4079.

(Ed.)

Neural Architecture Search: Tradeoff Between Performance and Efficiency Collection

2025.

Links | BibTeX

4128 entries « 1 of 83 »