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.
2025
MOLiNAS: multi-objective lightweight neural architecture search for whole-slide multi-class blood cell segmentation Journal Article
In: Health Information Science and Systems , 2025.
Neural architecture search using particle swarm and iterated local search optimization for image classification Journal Article
In: Cluster Computing , 2025.
Population-based guiding for evolutionary neural architecture search Journal Article
In: scientific reports , 2025.
An automated decision support platform for rural environmental adaptive design based on VAE-ANAS integration Journal Article
In: scientific reports , 2025.
Efficient Audio-Visual Speech Enhancement via Neural Architecture Search Proceedings Article
In: 4th Cogmhear Audio-Visual Speech Enhancement Challenge, 2025.
Evolutionary bi-level neural architecture search with training: A framework for color classification Journal Article
In: scientific reports , 2025.
Automated neural network generation for industrial datasets, application to laser powder bed fusion Journal Article
In: Journal of Intelligent Manufacturing , 2025.
Efficient IoT Anomaly Detection via Graph-Based Neural Architecture Search Miscellaneous
2025.
Automatic network structure discovery of physics informed neural networks via knowledge distillation Journal Article
In: nature communications, 2025.
A dual-channel hyperspectral classification method based on NAS and transformer Journal Article
In: scientific reports , 2025.
In: scientific reports , 2025.
Evolutionary Graph Neural Architecture Search with Mask Predictor for Power Distribution Network Fault Detection Journal Article
In: Intelligent Computing, vol. 0, no. ja, 2025.
TRNAS: A Training-Free Robust Neural Architecture Search Collection
2025.
Automating wastewater characteristic parameter quantitation using neural architecture search in AutoML systems on spectral reflectance data Journal Article
In: scientific reports , 2025.
An Approach Using BRKGA for Optimizing Graph Neural Network Architectures Technical Report
2025.
Zero-Shot, Self-Supervised Neural Architecture Search for Cross-Domain Edge-Cloud Co-Deployment without Human Intervention Journal Article
In: International Journal of Emerging Trends in Computer Science and Information Technology, pp. 165–172, 2025.
Pdarts: projected differentiable architecture search for seismic inversion Journal Article
In: Machine Learning , 2025.
Surrogate Models in Neural Architecture Search PhD Thesis
2025.
Revisiting natural selection: evolving dynamic neural networks using genetic algorithms for complex control tasks Journal Article
In: Artificial Intelligence Review , 2025.
Automatic design of CNN architecture based on genetic algorithm and particle swarm optimization Journal Article
In: Evolving Systems , 2025.
Joint Structure-Function Neural Architecture Optimization under Resource Constraints Technical Report
2025.
Optimizing AI for White Blood Cell Analysis: A Multi-Objective Neural Architecture Search Approach Journal Article
In: NTU Journal of Engineering and Technology, vol. 4, no. 3, 2025.
Toward Trustworthy Symbolic Music Generation in 6G-Enabled IoT Environment via Automatic Neural Architecture Design Journal Article
In: IEEE Internet of Things Journal , 2025.
Learning optimal CNN architectures for Precipitation Downscaling with Differentiable Architecture Search Journal Article
In: Authorea, 2025.
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.
Large language model-based neural architecture search for efficient hydro-turbine fault detection Journal Article
In: Discover Computing , 2025.
Quantum architecture search with neural predictor based on ZX-calculus Journal Article
In: EPJ Quantum Technology, 2025.
1D Convolutional Neural Architecture Search for sEMG Hand Gesture Recognition Journal Article
In: SN Computer Science, 2025.
Genetic Algorithm-Based Search Space Exploration to Generate Best Convolutional Neural Network Journal Article
In: IEEE Access , 2025.
Optimizing Neural Network Architectures with TensorFlow and Keras for Scalable Deep Learning Journal Article
In: Journal of Intelligent Systems and Internet of Things , 2025.
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.
Quantum architecture search for optimizing quantum generators in quantum GAN Journal Article
In: Mach. Learn.: Sci. Technol. , 2025.
Adaptive fusion of training-free proxies for quantum architecture search Journal Article
In: Phys. Rev. Appl., vol. 24, iss. 2, pp. 024074, 2025.
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.