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
Efficient Constraint-Aware Neural Architecture Search for Object Detection Proceedings Article
In: 2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), pp. 733-740, 2023.
An Automatic Neural Network Architecture-and-Quantization Joint Optimization Framework for Efficient Model Inference Journal Article
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-1, 2023.
Developing Convolutional Neural Networks using a Novel Lamarckian Co-Evolutionary Algorithm Proceedings Article
In: 2023 13th International Conference on Computer and Knowledge Engineering (ICCKE), pp. 399-408, 2023.
Automatic Neural Network Design of Scene-customization for Massive MIMO CSI Feedback Proceedings Article
In: 2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall), pp. 1-5, 2023.
A Compact Neural Network-Based Conversion Loss Model with Hard Constraints for Energy Management Journal Article
In: IEEE Transactions on Industry Applications, pp. 1-13, 2023.
Metaheuristic-based automated design of Convolutional Neural Network architecture for plant seedlings classification Proceedings Article
In: 2023 5th International Conference on Pattern Analysis and Intelligent Systems (PAIS), pp. 1-8, 2023.
Heterogeneous Graph Neural Architecture Search with GPT-4 Technical Report
2023.
Neural Architecture Search for Unsupervised PET Image Denoising Proceedings Article
In: 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD), pp. 1-1, 2023.
Learning to Search a Lightweight Generalized Network for Medical Image Fusion Journal Article
In: IEEE Transactions on Circuits and Systems for Video Technology, pp. 1-1, 2023.
Weight-Entanglement Meets Gradient-Based Neural Architecture Search Technical Report
2023.
OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators Technical Report
2023.
Adaptive Guidance: Training-free Acceleration of Conditional Diffusion Models Technical Report
2023.
A Novel Approach to Human Activity Recognition: Integrating Automated Machine Learning and Multimodal Fusion Mechanisms Journal Article
In: International Journal for Research Trends and Innovation, vol. 8, pp. 6, 2023.
Tree-shaped multiobjective evolutionary CNN for hyperspectral image classification Journal Article
In: Applied Soft Computing, pp. 111176, 2023, ISSN: 1568-4946.
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Technical Report
2023.
SimQ-NAS: Simultaneous Quantization Policy and Neural Architecture Search Technical Report
2023.
ENASFL: A Federated Neural Architecture Search Scheme for Heterogeneous Deep Models in Distributed Edge Computing Systems Journal Article
In: IEEE Transactions on Network Science and Engineering, pp. 1-11, 2023.
Enhancing Fish Freshness Prediction using NasNet-LSTM Journal Article
In: Journal of Food Composition and Analysis, pp. 105945, 2023, ISSN: 0889-1575.
ViT-MVT: A Unified Vision Transformer Network for Multiple Vision Tasks Journal Article
In: IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2023.
Efficient Architecture Search via Bi-level Data Pruning Technical Report
2023.
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming Journal Article
In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2023.
AdaNAS: Adaptively Post-processing with Self-supervised Neural Architecture Search for Ensemble Rainfall Forecasts Technical Report
2023.
Towards Evolutionary Multi-Task Convolutional Neural Architecture Search Journal Article
In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2023.
Training and meta-training an ensemble of binary neural networks with quantum computing Journal Article
In: Neurocomputing, pp. 127169, 2023, ISSN: 0925-2312.
SuperServe: Fine-Grained Inference Serving for Unpredictable Workloads Technical Report
2023.
Multi-Scale Spatial-Channel Transformer Architecture Search for Remote Sensing Image Change Detection Journal Article
In: IEEE Geoscience and Remote Sensing Letters, pp. 1-1, 2023.
A Heuristic Sparsification Method to Improve the Performance of Neural Networks on Autism Spectrum Disorder Identification Tasks Proceedings Article
In: 2023 13th International Conference on Information Science and Technology (ICIST), pp. 1-8, 2023.
Examination of the Multimodal Nature of Multi-Objective Neural Architecture Search Proceedings Article
In: 2023 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 1821-1828, 2023.
A Two-Stage Hybrid GA-Cellular Encoding Approach to Neural Architecture Search Proceedings Article
In: 2023 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 1814-1820, 2023.
DFairNAS: A Dataflow Fairness Approach to Training NAS Neural Networks Proceedings Article
In: 2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), pp. 1-6, 2023.
Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks Proceedings Article
In: 2023 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 1346-1351, 2023.
Efficient Neuroevolution Using Island Repopulation and Simplex Hyperparameter Optimization Proceedings Article
In: 2023 IEEE Symposium Series on Computational Intelligence (SSCI), pp. 1837-1842, 2023.
Initial Estimation Passenger Number using YOLO-NAS Proceedings Article
In: 2023 International Conference on Artificial Intelligence, Blockchain, Cloud Computing, and Data Analytics (ICoABCD), pp. 181-185, 2023.
Adaptive particle swarm architecture search based on multi-level convolutions for functional brain network classification Proceedings Article
In: 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 654-659, 2023.
RGA-Reid: Neural Architecture Search Based on Relation-Aware Global Attention for Person Re-Identification Proceedings Article
In: 2023 IEEE 11th Joint International Information Technology and Artificial Intelligence Conference (ITAIC), pp. 399-402, 2023.
An efficient neural architecture search based deep learning algorithm for surface defects detection of T-beam Journal Article
In: International Journal of Embedded Systems, vol. 16, no. 2, pp. 153-160, 2023.
Information extraction of Chinese medical electronic records via evolutionary neural architecture search Proceedings Article
In: 2023 IEEE International Conference on Data Mining Workshops (ICDMW), pp. 396-405, 2023.
Work-in-Progress: Model Dependability Constrained Differentiable Architecture Search for Safety Critical DNN Tasks Proceedings Article
In: 2023 IEEE Real-Time Systems Symposium (RTSS), pp. 447-450, 2023.
Minimizing the weight uncertainty in Neural Networks Using Bayesian Optimization Proceedings Article
In: 2023 7th International Conference on Electronics, Materials Engineering & Nano-Technology (IEMENTech), pp. 1-6, 2023.
MathNAS: If Blocks Have a Role in Mathematical Architecture Design Proceedings Article
In: Oh, Alice; Naumann, Tristan; Globerson, Amir; Saenko, Kate; Hardt, Moritz; Levine, Sergey (Ed.): Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023, 2023.
Ship Detection in Satellite Images using You Only Look Once-Neural Architecture Search Proceedings Article
In: 2023 9th International Conference on Signal Processing and Communication (ICSC), pp. 463-468, 2023.
2022
Neural predictor-based automated graph classifier framework Journal Article
In: Machine Learning, 2022.
Efficient automatically evolving convolutional neural network for image denoising Journal Article
In: Memetic Computing , 2022.
Image Steganography of convolutional neural network based on neural architecture search Technical Manual
2022.
Surrogate-assisted evolutionary neural architecture search with network embedding Journal Article
In: Complex & Intelligent Systems (2022), 2022.