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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.


4236 entries « 2 of 85 »

2025

4186.

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

4185.

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

4184.

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

4183.

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

4182.

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

4181.

Meyer-Lee, Gabriel

Towards Practical Automation of Neural Architecture Design PhD Thesis

2025.

Links | BibTeX

4180.

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

4179.

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

Neural Architecture Search: Designing Automated AI Models Miscellaneous

2025.

Links | BibTeX

4178.

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

4177.

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

4176.

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

4175.

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

4174.

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

4173.

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

4172.

CAPELLO, ALESSIO

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

2025.

Links | BibTeX

4171.

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

4170.

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

4169.

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

4168.

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

4167.

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

Computationally Efficient Neural Architecture Search for Image Denoising Bachelor Thesis

2025.

Links | BibTeX

4166.

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

4165.

Xu, Dikai; Cao, Bin

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

In: Science Partner Journals, 2025.

Links | BibTeX

4164.

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

4163.

(Ed.)

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

2025.

Links | BibTeX

4162.

(Ed.)

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

2025.

Links | BibTeX

4161.

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

4160.

(Ed.)

Neural Architecture Search: Tradeoff Between Performance and Efficiency Collection

2025.

Links | BibTeX

4159.

(Ed.)

PQNAS: Mixed-precision Quantization-aware Neural Architecture Search with Pseudo Quantizer Collection

2025.

Links | BibTeX

4158.

He, Zhimin; Chen, Hongxiang; Zhou, Yan; Situ, Haozhen; Li, Yongyao; Li, Lvzhou

Self-supervised representation learning for Bayesian quantum architecture search Journal Article

In: Phys. Rev. A, vol. 111, iss. 3, pp. 032403, 2025.

Links | BibTeX

4157.

Feng, Shiyang; Li, Zhaowei; Zhang, Bo; Chen, Tao

DSF2-NAS: Dual-Stage Feature Fusion via Network Architecture Search for Classification of Multimodal Remote Sensing Images Journal Article

In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. , 2025.

Links | BibTeX

4156.

(Ed.)

TinyDevID: TinyML-Driven IoT Devices IDentification Using Network Flow Data Collection

2025.

Links | BibTeX

4155.

Yu, Sixing

Scalable and resource-efcient federated learning: Techniques for resource-constrained heterogeneous systems PhD Thesis

2025.

Links | BibTeX

4154.

Fu, Jintao; Cong, Peng; Xu, Shuo; Chang, Jiahao; Liu, Ximing; Sun, Yuewen

Neural architecture search with Deep Radon Prior for sparse-view CT image reconstruction Journal Article

In: Med Phys , 2025.

Links | BibTeX

4153.

Zhao, Yi-Heng; Pang, Shen-Wen; Huang, Heng-Zhi; Wu, Shao-Wen; Sun, Shao-Hua; Liu, Zhen-Bing; Pan, Zhi-Chao

Automatic clustering of single-molecule break junction data through task-oriented representation learning Journal Article

In: Rare Metals , 2025.

Links | BibTeX

4152.

Huang, Tao

Efficient Deep Neural Architecture Design and Training PhD Thesis

2025.

Links | BibTeX

4151.

Herterich, Nils; Liu, Kai; Stein, Anthony

Multi-objective neural architecture search for real-time weed detection on embedded system Miscellaneous

2025.

Links | BibTeX

4150.

Tabak, Gabriel Couto; Molenaar, Dylan; Curi, Mariana

An evolutionary neural architecture search for item response theory autoencoders Journal Article

In: Behaviormetrika , 2025.

Links | BibTeX

4149.

Hao, Debei; Pei, Songwei

MIG-DARTS: towards effective differentiable architecture search by gradually mitigating the initial-channel gap between search and evaluation Journal Article

In: Neural Computing and Applications, 2025.

Links | BibTeX

4148.

(Ed.)

H4H: Hybrid Convolution-Transformer Architecture Search for NPU-CIM Heterogeneous Systems for AR/VR Applications Collection

2025.

Links | BibTeX

4147.

Yoo, Eunjoung; Sim, Jaehyeong

ViT-Slim: A Genetic Algorithm-based NAS Framework for Efficient Vision Transformer Design Proceedings Article

In: 2025 IEEE Conference on Artificial Intelligence (CAI), pp. 796-802, 2025.

Links | BibTeX

4146.

Li, Yaochong; Zhang, Jing; Zhou, Rigui; Qu, Yi; Xu, Ruiqing

AQEA-QAS: An Adaptive Quantum Evolutionary Algorithm for Quantum Architecture Search Journal Article

In: Entropy, vol. 27, no. 7, 2025, ISSN: 1099-4300.

Abstract | Links | BibTeX

4145.

Yu, Yang; Qian, Hong; Hu, Yi-Qi

Calculation Operation Optimization: Competition Neural Architecture Search Book Chapter

In: Derivative-Free Optimization : Theoretical Foundations, Algorithms, and Applications, pp. 177–193, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-5929-6.

Abstract | Links | BibTeX

4144.

Chen, Chih-Ling; Wu, Kai-Chiang; Huang, Ning-Chi

Integrating Neural Architecture Search and Rematerialization for Efficient On-Device Learning Proceedings Article

In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 1226–1234, Association for Computing Machinery, NH Malaga Hotel, Malaga, Spain, 2025, ISBN: 9798400714658.

Abstract | Links | BibTeX

4143.

Huang, Junhao; Xue, Bing; Sun, Yanan; Zhang, Mengjie

Evolving Comprehensive Proxies for Zero-Shot Neural Architecture Search Book Chapter

In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 1246–1254, Association for Computing Machinery, New York, NY, USA, 2025, ISBN: 9798400714658.

Abstract | Links | BibTeX

4142.

Lu, Qingya; Wang, Zijie; Zhang, Xiaoman; Zhong, Yue

Mitigating Exploding Gradients in Large Language Models with Neural Architecture Search Proceedings Article

In: 2025 IEEE Conference on Artificial Intelligence (CAI), pp. 1139-1141, 2025.

Links | BibTeX

4141.

Wang, Maolin; Wei, Tianshuo; Zhang, Sheng; Guo, Ruocheng; Wang, Wanyu; Ye, Shanshan; Zou, Lixin; Wei, Xuetao; Zhao, Xiangyu

DANCE: Resource-Efficient Neural Architecture Search with Data-Aware and Continuous Adaptation Technical Report

2025.

Links | BibTeX

4140.

Hamdi, Ahmed; Noura, Hassan; Azar, Joseph; Pujolle, Guy

Frugal Object Detection Models: Solutions, Challenges and Future Directions Proceedings Article

In: 2025 International Wireless Communications and Mobile Computing (IWCMC), pp. 1694-1701, 2025.

Links | BibTeX

4139.

Princess, P. Joyce Beryl; Silas, Salaja; Rajsingh, Elijah Blessing; Gao, Xiao-Zhi

Human posture recognition using random search neural architecture for accident injury severity prediction and victim identification Journal Article

In: Image and Vision Computing, vol. 161, pp. 105654, 2025, ISSN: 0262-8856.

Abstract | Links | BibTeX

4138.

Sasidevi, J.; Sathish, A.; Vatchala, S.; Nallusamy, M.

Nasnet with African vulture optimization for detecting diabetic retinopathy stages in retinal fundus images Journal Article

In: Expert Systems with Applications, pp. 128910, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

4137.

Fu, Zhiyang; Xu, Yongpeng; Liang, Hanqing; Yan, Ye; Gao, Penglu; Jiang, Xiuchen

HKT-FNAS: Search Robust Neural Architecture via Heterogeneous Knowledge Transfer for Defect Detection of PV Energy Storage Modules Journal Article

In: Tsinghua Science and Technology, 2025.

Abstract | Links | BibTeX

4236 entries « 2 of 85 »