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
An Approach Using BRKGA for Optimizing Graph Neural Network Architectures Technical Report
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.
Efficient Deep Learning: Model Design and Algorithmic Innovation PhD Thesis
2025.
Journal of Intelligent Systems and Internet of Things Journal Article
In: Journal of Intelligent Systems and Internet of Things, 2025.
Efficient Inference of Large Language Models through Model Compression Journal Article
In: Preprints, 2025.
Neural architecture search applying optimal stopping theory Journal Article
In: Sec. Machine Learning and Artificial Intelligence, 2025.
Accelerating Local AI Chatbot Processing Speed: Model Evaluation and Advanced Algorithmic Enhancements Using Machine Learning Journal Article
In: Annual Methodological Archive Research Review , 2025.
Mycelium neural architecture search Journal Article
In: Evolutionary Intelligence , 2025.
Improved Crime Prediction Using Hybrid Neural Architecture Search Together with Hyperparameter Tuning Journal Article
In: International Journal of Computational Intelligence Systems , 2025.
Enhancing IoT intrusion detection with genetic algorithm-optimized convolutional neural networks Journal Article
In: The Journal of Supercomputing , 2025.
Application of neural architecture search in lithology identification Journal Article
In: Journal of Petroleum Exploration and Production Technology , 2025.
Advancing Neural Architecture Search Through an Innovative Genetic Algorithm with Inverted Swap Crossover Journal Article
In: National Academy Science Letters , 2025.
Toward the Use of Neural Architecture Search: A Baseline Approach for Solving the Authorship Verification Problem Journal Article
In: SN Computer Science , 2025.
OR-FCOS: an enhanced fully convolutional one-stage approach for growth stage identification of Oudemansiella raphanipes Journal Article
In: scientific reports , 2025.
An Adaptive Differentiable Neural Network Architecture Search Algorithm and Its Application for sewer defect detection Journal Article
In: Telecommunication Systems , vol. 88, 2025.
In: Statistics, Optimization & Information Computing, 2025.
SIGNETS: Neural Network Architectures for m-QAM Soft Demodulation Journal Article
In: IEEE Access, 2025.
A Graph Generation Model for Convolutional Neural Network Architecture based on GCN and GAN Journal Article
In: Neural Processing Letters , 2025.
Evolutionary Neural Architecture Search for Remote Sensing Image Classification Journal Article
In: IEEE Trans Neural Netw Learn Syst . , 2025.
Neural Architecture Search: Automation in Deep Learning Model Design Collection
2025.
SCTNet-NAS: efficient semantic segmentation via neural architecture search for cloud-edge collaborative perception Journal Article
In: Complex & Intelligent Systems , 2025.
A social development algorithm for neural architecture search Bachelor Thesis
2025.