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.
2020
SP-NAS - Serial-to-Parallel Backbone Search for Object Detection Proceedings Article
In: pp. 11860-11869, 2020.
All in One Bad Weather Removal Using Architectural Search Proceedings Article
In: pp. 3172-3182, 2020.
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks Technical Report
2020.
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Technical Report
2020.
FBNetV3 - Joint Architecture-Recipe Search using Neural Acquisition Function Technical Report
2020.
Automation of Deep Learning - Theory and Practice Proceedings Article
In: pp. 5-6, 2020.
AdaEn-Net - An ensemble of adaptive 2D-3D Fully Convolutional Networks for medical image segmentation Journal Article
In: vol. 126, pp. 76-94, 2020.
DC-NAS - Divide-and-Conquer Neural Architecture Search Technical Report
2020.
HourNAS - Extremely Fast Neural Architecture Search Through an Hourglass Lens Proceedings Article
In: CVPR 2021, 2020.
Designing resource-constrained neural networks using neural architecture search targeting embedded devices Journal Article
In: vol. 12, pp. 100234, 2020.
Searching Better Architectures for Neural Machine Translation Journal Article
In: vol. 28, pp. 1574-1585, 2020.
Automated Design of Neural Network Architectures With Reinforcement Learning for Detection of Global Manipulations Journal Article
In: vol. 14, no. 5, pp. 997-1011, 2020.
A New Deep Neural Architecture Search Pipeline for Face Recognition Journal Article
In: vol. 8, pp. 91303-91310, 2020.
Differential Evolution for Neural Architecture Search Technical Report
2020.
Evolutionary NAS with Gene Expression Programming of Cellular Encoding Proceedings Article
In: pp. 2670-2676, 2020.
Synthetic Petri Dish - A Novel Surrogate Model for Rapid Architecture Search Technical Report
2020.
An Introduction to Neural Architecture Search for Convolutional Networks Technical Report
2020.
AutoSegNet - An Automated Neural Network for Image Segmentation Journal Article
In: vol. 8, pp. 92452-92461, 2020.
DMS: Differentiable Dimension Search for Binary Neural Networks Technical Report
2020.
Powering One-Shot Topological NAS with Stabilized Share-Parameter Proxy Proceedings Article
In: pp. 625-641, 2020.
Optimize CNN Model for FMRI Signal Classification Via Adanet-Based Neural Architecture Search Proceedings Article
In: pp. 1399-1403, 2020.
Rethinking Performance Estimation in Neural Architecture Search Proceedings Article
In: pp. 11353-11362, 2020.
HNAS - Hierarchical Neural Architecture Search on Mobile Devices Technical Report
2020.
Improving Neuroevolution Using Island Extinction and Repopulation Technical Report
2020.
A Framework for Exploring and Modelling Neural Architecture Search Methods Proceedings Article
In: pp. 1060-1074, 2020.
You Only Search Once - A Fast Automation Framework for Single-Stage DNN/Accelerator Co-design Proceedings Article
In: pp. 1283-1286, 2020.
DARTS-ASR - Differentiable Architecture Search for Multilingual Speech Recognition and Adaptation Proceedings Article
In: pp. 1803-1807, 2020.
A Semi-Supervised Assessor of Neural Architectures Proceedings Article
In: pp. 1807-1816, 2020.
Neural Architecture Search for Gliomas Segmentation on Multimodal Magnetic Resonance Imaging Technical Report
2020.
Binarizing MobileNet via Evolution-Based Searching Proceedings Article
In: pp. 13417-13426, 2020.
Auto-Fas - Searching Lightweight Networks for Face Anti-Spoofing Proceedings Article
In: pp. 996-1000, 2020.
Nasil - Neural Architecture Search with Imitation Learning Proceedings Article
In: pp. 3972-3976, 2020.
Noisy Differentiable Architecture Search Technical Report
2020.
AutoSpeech - Neural Architecture Search for Speaker Recognition Proceedings Article
In: pp. 916-920, 2020.
Learning Architectures from an Extended Search Space for Language Modeling Proceedings Article
In: pp. 6629-6639, 2020.
CP-NAS - Child-Parent Neural Architecture Search for 1-bit CNNs Proceedings Article
In: pp. 1033-1039, 2020.
Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space - A Gene Expression Programming Approach Proceedings Article
In: pp. 1-8, 2020.
Local Search is State of the Art for Neural Architecture Search Benchmarks Technical Report
2020.
SIPA - A Simple Framework for Efficient Networks Technical Report
2020.
The effect of reduced training in neural architecture search Journal Article
In: vol. 32, no. 23, pp. 17321-17332, 2020.
MobileDets - Searching for Object Detection Architectures for Mobile Accelerators Technical Report
2020.
Angle-Based Search Space Shrinking for Neural Architecture Search Proceedings Article
In: pp. 119-134, 2020.
AutoHR - A Strong End-to-End Baseline for Remote Heart Rate Measurement With Neural Searching Journal Article
In: vol. 27, pp. 1245-1249, 2020.
Deep Multimodal Neural Architecture Search Proceedings Article
In: pp. 3743-3752, 2020.
Depth-Wise Neural Architecture Search Technical Report
2020.
Local Search is a Remarkably Strong Baseline for Neural Architecture Search Technical Report
2020.
Superkernel Neural Architecture Search for Image Denoising Proceedings Article
In: pp. 2002-2011, 2020.