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.
2024
Neural Architecture Search for Blood Glucose Prediction in Type-1 Diabetics Proceedings Article
In: 2024 IEEE 20th International Conference on Body Sensor Networks (BSN), pp. 1-4, 2024.
Neural Architecture Search Using Trajectory Metaheuristics to Classify Coronary Stenosis Proceedings Article
In: 2024 20th International Symposium on Medical Information Processing and Analysis (SIPAIM), pp. 1-4, 2024.
AgriNAS: Neural Architecture Search with Adaptive Convolution and Spatial–Time Augmentation Method for Soybean Diseases Journal Article
In: AI, vol. 5, no. 4, pp. 2945–2966, 2024, ISSN: 2673-2688.
Self-supervised Neural Architecture Search for Multimodal Deep Neural Networks Journal Article
In: IEICE Transactions on Information and Systems, vol. advpub, pp. 2024EDL8018, 2024.
Federated Neural Architecture Search for Efficient and Privacy-Preserving Model Training Proceedings Article
In: 2024 IEEE International Conference on Smart Internet of Things (SmartIoT), pp. 129-136, 2024.
Step Size Control in Evolutionary Algorithms for Neural Architecture Search Proceedings Article
In: Marcelloni, Francesco; Madani, Kurosh; Stein, Niki; Joaquim, Joaquim (Ed.): Proceedings of the 16th International Joint Conference on Computational Intelligence, IJCCI 2024, pp. 288–295, Science and Technology Publications, Lda, 2024, ISBN: 9789897587214, (Publisher Copyright: © 2024 by SCITEPRESS – Science and Technology Publications, Lda.; 16th International Joint Conference on Computational Intelligence, IJCCI 2024 ; Conference date: 20-11-2024 Through 22-11-2024).
AutoSGNN: Automatic Propagation Mechanism Discovery for Spectral Graph Neural Networks Technical Report
2024.
Spatial-Temporal NAS for Fast Surgical Segmentation Proceedings Article
In: 35th British Machine Vision Conference 2024, BMVC 2024, Glasgow, UK, November 25-28, 2024, BMVA, 2024.
Attention-boosted path exploration neural architecture search for fault diagnosis of rotating machinery Journal Article
In: IEEE Sensors Journal, pp. 1-1, 2024.
Quantum Neural Network Design via Quantum Deep Reinforcement Learning Conference
Proceedings of the 16th International Joint Conference on Computational Intelligence - Volume 1: NCTA, INSTICC SciTePress, 2024, ISBN: 978-989-758-721-4.
KNAS-TP: Domain Knowledge-driven Automated Construction of Uplink and Downlink Throughput Predictor in 5G Proceedings Article
In: 2024 16th International Conference on Communication Software and Networks (ICCSN), pp. 173-178, 2024.
Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions Technical Report
2024.
Variational Dropout for Differentiable Neural Architecture Search Journal Article
In: Chinese Journal of Electronics, vol. 34, pp. 1-18, 2024.
Comparative study on predicting dose equivalent rate using advanced machine learning techniques and time series models Proceedings Article
In: 2024.
Accurate-PGNet: Learning to Assemble Perceptual Body Parts for Accurate Human Skeleton Establishment Journal Article
In: IEEE Transactions on Multimedia, pp. 1-16, 2024.
RAM-NAS: Resource-aware Multiobjective Neural Architecture Search Method for Robot Vision Tasks Proceedings Article
In: 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 2712-2719, 2024.
Automated ASIC Design Optimization Using Neural Architecture Search Techniques Journal Article
In: International Journal of Current Research in Science, Engineering & Technology, vol. 7, pp. 95-102, 2024.
Fitness Landscape Analysis of a Cell-Based Neural Architecture Search Space Conference
Proceedings of the 1st International Conference on Explainable AI for Neural and Symbolic Methods - Volume 1: EXPLAINS, INSTICC SciTePress, 2024, ISBN: 978-989-758-720-7.
PCMark-NAS: Lightweight Print-Camera Resilient Watermarking Networks via Neural Architecture Search Proceedings Article
In: Proceedings of the 6th ACM International Conference on Multimedia in Asia, Association for Computing Machinery, New York, NY, USA, 2024, ISBN: 9798400712739.
Chimera: A Block-Based Neural Architecture Search Framework for Event-Based Object Detection Technical Report
2024.
PNasFH-Net: Pyramid Neural Architecture Search Forward Network for Facial Emotion Recognition in Uncontrolled and Pose Variant Environment Journal Article
In: Knowledge-Based Systems, pp. 112944, 2024, ISSN: 0950-7051.
Neural Architecture Search Based on Bipartite Graphs for Text Classification Journal Article
In: IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2024.
Proceedings of the 16th International Joint Conference on Computational Intelligence - Volume 1: ECTA, INSTICC SciTePress, 2024, ISBN: 978-989-758-721-4.
NADER: Neural Architecture Design via Multi-Agent Collaboration Technical Report
2024.
Design and Optimization of Deep Neural Networks for Multi-Label Classification on Smart Electrical Devices Monitoring System Proceedings Article
In: 2024 13th International Conference on Control, Automation and Information Sciences (ICCAIS), pp. 1-5, 2024.
Automated Deep Learning Models for Medical Image Segmentation and Denoising Proceedings Article
In: 2024 17th International Conference on Signal Processing and Communication System (ICSPCS), pp. 1-7, 2024.
Neural Architecture Search (NAS) for Vision Tasks Proceedings Article
In: 2024 4th International Conference on Technological Advancements in Computational Sciences (ICTACS), pp. 1964-1969, 2024.
Enhancing Neuromorphic Photonic Hardware Performance through Neural Architecture Search Proceedings Article
In: 2024.
An Automatic Design Method for Dynamic Detection Networks of Industrial Surface Defects Proceedings Article
In: 2024 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), pp. 1449-1453, 2024.
CoDANet: Hardware-Aware Neural Architecture Search for Optimized Deep Learning on FPGAs Proceedings Article
In: 2024 2nd International Conference on Artificial Intelligence and Automation Control (AIAC), pp. 563-568, 2024.
Neural Architecture Search: Automating Deep Learning Model Design Journal Article
In: 2024.
Evolutionary approach for composing a thoroughly optimized ensemble of regression neural networks Journal Article
In: Egyptian Informatics Journal, vol. 28, pp. 100581, 2024, ISSN: 1110-8665.
2023
Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS “Cold-Start” Technical Report
2023.
MathNAS: If Blocks Have a Role in Mathematical Architecture Design Collection
2023.
KD-Zero: Evolving Knowledge Distiller for Any Teacher-Student Pairs Collection
2023.
Operation-Level Early Stopping for Robustifying Differentiable NAS Collection
2023.
GRADIENT-FREE PROXY FOR EFFICIENT LANGUAGE MODEL SEARCH Technical Report
2023.
Grasping with Humanoid Hands based on In-Hand Vision and Hardware-accelerated CNNs Technical Report
2023.
Evolutionary Architecture Search for Generative Adversarial Networks Based On Weight Sharing Technical Report
2023.
AutoTGRL: an automatic text-graph representation learning framework Journal Article
In: Neural Computing and Applications, 2023.