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.
2023
Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS “Cold-Start” Technical Report
2023.
FasterMDE: A real-time monocular depth estimation search method that balances accuracy and speed on the edge Journal Article
In: Applied Intelligence, 2023.
Fair and Accurate Decision Making through Group-Aware Learning Conference
ICML 2023, 2023.
Maximal sparse convex surrogate-assisted evolutionary convolutional neural architecture search for image segmentation Journal Article
In: Complex & Intelligent Systems , 2023.
A trustworthy neural architecture search framework for pneumonia image classification utilizing blockchain technology Journal Article
In: The Journal of Supercomputing, 2023.
AS-3DFCN: Automatically Seeking 3DFCN-Based Brain Tumor Segmentation Conference
Cognitive Computation, 2023.
Channel Configuration for Neural Architecture: Insights from the Search Space Proceedings Article
In: The Genetic and Evolutionary Computation Conference (GECCO) 2023, 2023.
Evolutionary-based searching method for quantum circuit architecture Journal Article
In: Quantum Information Processing , 2023.
HaeNAS: Hardware-Aware Efficient Neural Architecture Search via Zero-Cost Proxy Miscellaneous
2023.
Anti-Bandit for Neural Architecture Search Journal Article
In: International Journal of Computer Vision , 2023.
NeuroEvolution-based network architecture evolution in semicon- ductor manufacturing Technical Report
2023.
Rethinking Dilated Convolution for Real-time Semantic Segmentation Collection
2023.
AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution Journal Article
In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 8, pp. 10244-10252, 2023.
PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor Journal Article
In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 7, pp. 8957-8965, 2023.
PerfHD: Efficient ViT Architecture Performance Ranking Using Hyperdimensional Computing Proceedings Article
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2229-2236, 2023.
Hardware-Aware NAS by Genetic Optimisation With a Design Space Exploration Simulator Proceedings Article
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2274-2282, 2023.
On Impact of Network Architecture for Deep Learning PhD Thesis
2023.
Genetic algorithm designed for optimization of neural network architectures for intracranial EEG recordings analysis Journal Article
In: Journal of Neural Engineering, vol. 20, no. 3, pp. 036034, 2023.
GREEN-AUTOML FOR PLASTIC LITTER DETECTION Conference
ICLR 2023 workshop, Tackling Climate Change with Machine Learning, 2023.
Detection of Skin Cancer using Neural Architecture Search with Model Quantization Journal Article
In: International Journal of Advances in Engineering Architecture Science and Technology, vol. 1, iss. 2, 2023.
GRU-based Neural Architecture Search for Finger-Vein Identification Technical Report
2023.
AstroNet: When Astrocyte Meets Artificial Neural Network Collection
2023.
Efficient bearing fault diagnosis with neural network search and parameter quantization based on vibration and temperature Journal Article
In: Engineering Research Express, vol. 5, no. 2, 2023.
Split-Level Evolutionary Neural Architecture Search With Elite Weight Inheritance. Journal Article
In: IEEE transactions on neural networks and learning systems, 2023.
A survey: evolutionary deep learning Journal Article
In: Soft Computing , 2023.
GM2NAS: multitask multiview graph neural architecture search Journal Article
In: Knowledge and Information Systems , 2023.
Learning Activation Functions for Sparse Neural Networks Technical Report
2023.
Searching sharing relationship for instance segmentation decoder Collection
2023.
OM-NAS: pigmented skin lesion image classification based on a neural architecture search Journal Article
In: Biomed. Opt. Express, vol. 14, no. 5, pp. 2153–2165, 2023.
Bayesian optimization for NAS with pretrained deep ensembles Proceedings Article
In: International Conference in Optimization and Learning (OLA),, 2023.
Solving Heterogeneity via Personalized Federated Learning Technical Report
2023.
SearchAuth: Neural Architecture Search Based Continuous Authentication Using Auto Augmentation Search Journal Article
In: ACM Trans. Sen. Netw., 2023, ISSN: 1550-4859, (Just Accepted).
Sle-CNN: a novel convolutional neural network for sleep stage classification Proceedings Article
In: 2023.
TinyML for EEG Decoding on Microcontrollers Technical Report
2023.
Neural Architecture Search for Dense Prediction Tasks in Computer Vision Journal Article
In: International Journal of Computer Vision (2023), 2023.
NAS-StegNet: Lightweight Image Steganography Networks via Neural Architecture Search Proceedings Article
In: International Conference on Neural Information Processing 22, 2023.
A Higher Performing DARTS Model for CIFAR-10 Proceedings Article
In: -, Hsuan (Ed.): IHCI 2022: Intelligent Human Computer Interaction , 2023.
UNDERSTANDING NEURAL ARCHITECTURE SEARCH BY ITS ARCHITECTURE PARAMETERS Technical Report
2023.
Dual Graph Convolution Architecture Search for Travel Time Estimation Journal Article
In: ACM Trans. Intell. Syst. Technol., 2023, ISSN: 2157-6904, (Just Accepted).
Heat source layout optimization using automatic deep learning surrogate and multimodal neighborhood search algorithm Journal Article
In: Annals of Operations Research , 2023.