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
Towards modular and programmable architecture search Proceedings Article
In: pp. 13715-13725, 2019.
Understanding and Improving One-shot Neural Architecture Optimization Technical Report
2019.
Scheduled Differentiable Architecture Search for Visual Recognition Technical Report
2019.
Genetic Neural Architecture Search for automatic assessment of human sperm images Technical Report
2019.
IR-NAS - Neural Architecture Search for Image Restoration Technical Report
2019.
Pose Neural Fabrics Search Technical Report
2019.
SegNAS3D - Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation Proceedings Article
In: pp. 393-401, 2019.
DARTS+ - Improved Differentiable Architecture Search with Early Stopping Technical Report
2019.
Searching for Accurate Binary Neural Architectures Proceedings Article
In: pp. 2041-2044, 2019.
Improving Keyword Spotting and Language Identification via Neural Architecture Search at Scale Proceedings Article
In: pp. 1278-1282, 2019.
Neural Architecture Search for Class-incremental Learning Technical Report
2019.
Bayesian Optimization of Neural Architectures for Human Activity Recognition Technical Report
2019.
Compute-Efficient Neural Network Architecture Optimization by a Genetic Algorithm Proceedings Article
In: pp. 387-392, 2019.
A greedy constructive algorithm for the optimization of neural network architectures Technical Report
2019.
Differentiable Mask Pruning for Neural Networks Technical Report
2019.
Neural Architecture Search in Embedding Space Technical Report
2019.
Auto-GNN - Neural Architecture Search of Graph Neural Networks Technical Report
2019.
Best Practices for Scientific Research on Neural Architecture Search Technical Report
2019.
Efficient Neural Architecture Transformation Search in Channel-Level for Object Detection Proceedings Article
In: pp. 14290-14299, 2019.
Training Compact Neural Networks via Auxiliary Overparameterization Technical Report
2019.
Rethinking the Number of Channels for the Convolutional Neural Network Technical Report
2019.
MANAS - Multi-Agent Neural Architecture Search Technical Report
2019.
Resource Optimized Neural Architecture Search for 3D Medical Image Segmentation Proceedings Article
In: pp. 228-236, 2019.
Scalable reinforcement-learning-based neural architecture search for cancer deep learning research Proceedings Article
In: pp. 37:1-37:33, 2019.
Automatic Neural Network Search Method for Open Set Recognition Proceedings Article
In: pp. 4090-4094, 2019.
HM-NAS - Efficient Neural Architecture Search via Hierarchical Masking Proceedings Article
In: pp. 1942-1950, 2019.
Refactoring Neural Networks for Verification Technical Report
2019.
CNASV - A Convolutional Neural Architecture Search-Train Prototype for Computer Vision Task Proceedings Article
In: pp. 380-393, 2019.
Differentiable Learning-to-Group Channels via Groupable Convolutional Neural Networks Proceedings Article
In: pp. 3541-3550, 2019.
A Graph-Based Encoding for Evolutionary Convolutional Neural Network Architecture Design Proceedings Article
In: pp. 546-553, 2019.
A Novel Framework for Neural Architecture Search in the Hill Climbing Domain Proceedings Article
In: pp. 1-8, 2019.
Automated Neural Network Construction with Similarity Sensitive Evolutionary Algorithms Proceedings Article
In: pp. 283-290, 2019.
AutoGAN - Neural Architecture Search for Generative Adversarial Networks Proceedings Article
In: pp. 3223-3233, 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.