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.
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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.
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.
2024
Accelerated NAS via pretrained ensembles and multi-fidelity Bayesian Optimization Proceedings Article
In: 33rd International Conference on Artificial Neural Networks (ICANN), Lugano, Switzerland, 2024.
UP-NAS: Unified Proxy for Neural Architecture Search Collection
2024.
On Efficient Object-Detection NAS for ADAS on Edge devices Collection
2024.
QuantNAS: Quantization-aware Neural Architecture Search For Efficient Deployment On Mobile Device Proceedings Article
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 1704-1713, 2024.
Agent Based Model for AUTODL Optimisation Collection
2024.
A lightweight and real-time responsive framework for various visual tasks via neural architecture search Journal Article
In: CCF Transactions on Pervasive Computing and Interaction , 2024.
Neural architecture search for in-memory computing-based deep learning accelerators Journal Article
In: nature reviews electrical engineering , pp. 374-390, 2024.
Metaheuristics and machine learning: an approach with reinforcement learning assisting neural architecture search Journal Article
In: Journal of Heuristics, 2024.
Ancient mural dynasty recognition algorithm based on a neural network architecture search Journal Article
In: Heritage Science , 2024.
Early stopping strategies in Deep Image Prior Technical Report
2024.
DIPO: Differentiable Parallel Operation Blocks for Surgical Neural Architecture Search Journal Article
In: IEEE J Biomed Health Inform , 2024.
Distilling Structural Knowledge for Platform-Aware Semantic Segmentation Journal Article
In: Journal of Physics: Conference Series, vol. 2759, no. 1, pp. 012010, 2024.
An RNN–policy gradient approach for quantum architecture search Journal Article
In: Quantum Information Processing, vol. 23, no. 5, 2024, ISSN: 1573-1332.
Optimized model architectures for deep learning on genomic data Journal Article
In: communications biology , 2024.
The limitations of differentiable architecture search Journal Article
In: Pattern Analysis and Applications, 2024.
Graph neural architecture search with heterogeneous message-passing mechanisms Journal Article
In: Knowledge and Information Systems , 2024.
Optimizing diabetic retinopathy disease prediction using PNAS, ASHA, and transfer learning Book Chapter
In: 2024, ISBN: 9781003430421.
VNAS: Variational Neural Architecture Search Journal Article
In: International Journal of Computer Vision , 2024.
An Affordable Hardware-Aware Neural Architecture Search for Deploying Convolutional Neural Networks on Ultra-Low-Power Computing Platforms Journal Article
In: IEEE Sensors Letters, 2024.
Automated Lung Nodule Detection and Classification Using Deep Learning Combined with Multiple Strategies Journal Article
In: Sensors, 2024.
METHOD OF GENERATIVE-ADVERSARIAL NETWORKS SEARCHING ARCHITECTURES FOR BIOMEDICAL IMAGES SYNTHESIS Journal Article
In: Radio Electronics, Computer Science, Control, no. 1, pp. 104, 2024.
Enhancing CNN structure and learning through NSGA-II-based multi-objective optimization Journal Article
In: Evolving Systems , 2024.
Architecture search of accurate and lightweight CNNs using genetic algorithm Journal Article
In: Genetic Programming and Evolvable Machines , 2024.
Search on dual-space: discretization accuracy-based architecture search for person re-identification Journal Article
In: The Visual Computer , 2024.
A genetic programming approach to the automated design of CNN models for image classification and video shorts creation Journal Article
In: Genetic Programming and Evolvable Machines, 2024.
Neural architecture search via progressive partial connection with attention mechanism Journal Article
In: scientific reports , 2024.
AutoNet-Generated Deep Layer-Wise Convex Networks for ECG Classification Journal Article
In: IEEE Trans Pattern Anal Mach Intell , 2024.
Evolutionary Neural Architecture Search for Multivariate Time Series Forecastin Journal Article
In: Proceedings of Machine Learning Research , 2024.
Video deepfake detection using Particle Swarm Optimization improved deep neural networks Journal Article
In: Neural Computing and Applications , 2024.
Deep Neural Network Architecture Search via Decomposition-Based Multi-Objective Stochastic Fractal Search Proceedings Article
In: Intelligent Automation & Soft Computing, 2024.
CLASH: Complementary Learning with Neural Architecture Search for Gait Recognition Bachelor Thesis
2024.
Single-Domain Generalized Predictor for Neural Architecture Search System Journal Article
In: IEEE Transactions on Computers, no. 01, pp. 1-14, 2024, ISSN: 1557-9956.
Efficient evolutionary neural architecture search based on hybrid search space Journal Article
In: International Journal of Machine Learning and Cybernetics, 2024.
Towards Efficient Driver Distraction Detection with DARTS-Optimized Lightweight Models Proceedings Article
In: ICAART 2024, Rome, Italy, 2024.
Multi-label neural architecture search for chest radiography image classification Journal Article
In: Multimedia Systems, 2024.
Under the Hood of Tabular Data Generation Models: the Strong Impact of Hyperparameter Tuning Unpublished
2024, (working paper or preprint).