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.
2019
Refining the Structure of Neural Networks Using Matrix Conditioning Technical Report
2019.
SqueezeNAS - Fast Neural Architecture Search for Faster Semantic Segmentation Proceedings Article
In: pp. 2014-2024, 2019.
Evolving deep neural networks by multi-objective particle swarm optimization for image classification Proceedings Article
In: pp. 490-498, 2019.
MemNet - Memory-Efficiency Guided Neural Architecture Search with Augment-Trim learning Technical Report
2019.
Efficient Novelty-Driven Neural Architecture Search Technical Report
2019.
EPNAS - Efficient Progressive Neural Architecture Search Proceedings Article
In: pp. 71, 2019.
Video Action Recognition Via Neural Architecture Searching Proceedings Article
In: pp. 11-15, 2019.
When Neural Architecture Search Meets Hardware Implementation - from Hardware Awareness to Co-Design Proceedings Article
In: pp. 25-30, 2019.
Reinforcement learning for neural architecture search - A review Journal Article
In: vol. 89, pp. 57-66, 2019.
Architecture Search for Image Inpainting Proceedings Article
In: pp. 106-115, 2019.
Neural network architecture search with differentiable cartesian genetic programming for regression Proceedings Article
In: pp. 181-182, 2019.
FairNAS - Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Proceedings Article
In: International Conference on Computer Vision 2021, 2019.
Adaptive Genomic Evolution of Neural Network Topologies (AGENT) for State-to-Action Mapping in Autonomous Agents Proceedings Article
In: pp. 9638-9644, 2019.
Transfer NAS - Knowledge Transfer between Search Spaces with Transformer Agents Technical Report
2019.
XNAS - Neural Architecture Search with Expert Advice Proceedings Article
In: pp. 1975-1985, 2019.
A Study of the Learning Progress in Neural Architecture Search Techniques Technical Report
2019.
Hardware Aware Neural Network Architectures using FbNet Technical Report
2019.
Sample-Efficient Neural Architecture Search by Learning Action Space Technical Report
2019.
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation Technical Report
2019.
Continual and Multi-Task Architecture Search Proceedings Article
In: pp. 1911-1922, 2019.
One-Shot Neural Architecture Search via Compressive Sensing Technical Report
2019.
V-NAS - Neural Architecture Search for Volumetric Medical Image Segmentation Proceedings Article
In: pp. 240-248, 2019.
Efficient Forward Architecture Search Proceedings Article
In: pp. 10122-10131, 2019.
Differentiable Neural Architecture Search via Proximal Iterations Technical Report
2019.
Dynamic Distribution Pruning for Efficient Network Architecture Search Technical Report
2019.
Particle swarm optimization of deep neural networks architectures for image classification Journal Article
In: vol. 49, pp. 62-74, 2019.
On Network Design Spaces for Visual Recognition Proceedings Article
In: pp. 1882-1890, 2019.
EfficientNet - Rethinking Model Scaling for Convolutional Neural Networks Proceedings Article
In: pp. 6105-6114, 2019.
Structure Learning for Neural Module Networks Proceedings Article
In: pp. 1-10, 2019.
SpArSe - Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Proceedings Article
In: pp. 4978-4990, 2019.
Network Pruning via Transformable Architecture Search Proceedings Article
In: pp. 759-770, 2019.
DEEP-BO for Hyperparameter Optimization of Deep Networks Technical Report
2019.
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search Proceedings Article
In: pp. 171-180, 2019.
Multinomial Distribution Learning for Effective Neural Architecture Search Proceedings Article
In: pp. 1304-1313, 2019.
EENA - Efficient Evolution of Neural Architecture Proceedings Article
In: pp. 1891-1899, 2019.
DeepSwarm - Optimising Convolutional Neural Networks Using Swarm Intelligence Proceedings Article
In: pp. 119-130, 2019.
AutoDispNet - Improving Disparity Estimation With AutoML Proceedings Article
In: pp. 1812-1823, 2019.
Online Hyper-Parameter Learning for Auto-Augmentation Strategy Proceedings Article
In: pp. 6578-6587, 2019.
Regularized Evolutionary Algorithm for Dynamic Neural Topology Search Proceedings Article
In: pp. 219-230, 2019.
Deep Neural Architecture Search with Deep Graph Bayesian Optimization Proceedings Article
In: pp. 500-507, 2019.
Automatic Model Selection for Neural Networks Technical Report
2019.
Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization Technical Report
2019.
BayesNAS - A Bayesian Approach for Neural Architecture Search Proceedings Article
In: pp. 7603-7613, 2019.
Single-Path NAS - Device-Aware Efficient ConvNet Design Technical Report
2019.
Automatic Design of Artificial Neural Networks for Gamma-Ray Detection Journal Article
In: vol. 7, pp. 110531-110540, 2019.