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
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.
Elastic Architecture Search for Efficient Language Models Technical Report
2025.
Pictureperfect: A Fusion Of Sparsenas And Ensemble Magic For Advanced Image Classification Journal Article
In: Metallurgical and Materials Engineering, pp. 206–212, 2025.
One day Ahead Forecasting of INSAT-3D Solar Irradiance Using Automated Deep ConvLSTM Network Journal Article
In: Journal of the Indian Society of Remote Sensing , 2025.
Prior Knowledge Guided Neural Architecture Generation Collection
2025.
In: Signal, Image and Video Processing , 2025.
Advancing Machine Learning Systems: A Comprehensive Analysis of Model Efficiency and Scalability Journal Article
In: Journal of Computer Science and Technology Studies, vol. 7, no. 6, pp. 679–683, 2025.
A Developed Tunable Model against Prebuild Applications to Classify Emotions Journal Article
In: International Journal of Science and Management Studies (IJSMS), vol. 8, iss. 3, 2025.
SP-HRNet: single-path neural architecture search for human pose estimation Journal Article
In: Discover Applied Sciences , 2025.
Leveraging differentiable NAS and abstract genetic algorithms for optimizing on-mobile VSR performance Journal Article
In: Machine Learning , 2025.
Evolutionary neural architecture search for traffic sign recognition Journal Article
In: Optoelectronics Letters, 2025.
Deep learning-based skin cancer diagnosis PhD Thesis
2025.
Tomato Leaf Disease Detection Journal Article
In: International Journal on Science and Technology (IJSAT), vol. 16, iss. 2, 2025.
TAFL: Task-Agnostic Feature Learner for Efficient Adaptation to Unseen Clinical Tasks based on Whole-Slide Histopathological Images Journal Article
In: IEEE Trans Med Imaging , 2025.
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.
An efficient safety prediction and control strategy using fuzzy neural network architecture search in islanded microgrids Journal Article
In: Discover Computing , 2025.
MobNas ensembled model for breast cancer prediction Journal Article
In: scientific reports , 2025.
In: Multimedia Tools and Applications , 2025.
An automated multi parameter neural architecture discovery framework using ChatGPT in the backend Journal Article
In: Scientific Reports, 2025.