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
Stabilizing DARTS with Amended Gradient Estimation on Architectural Parameters Technical Report
2019.
Fast Task-Aware Architecture Inference Technical Report
2019.
Efficient Structured Pruning and Architecture Searching for Group Convolution Proceedings Article
In: pp. 1961-1970, 2019.
On-Device Image Classification with Proxyless Neural Architecture Search and Quantization-Aware Fine-Tuning Proceedings Article
In: pp. 2509-2513, 2019.
MSNet - Structural Wired Neural Architecture Search for Internet of Things Proceedings Article
In: pp. 2033-2036, 2019.
Using Neural Architecture Search to Optimize Neural Networks for Embedded Devices Proceedings Article
In: pp. 684-693, 2019.
NASIB - Neural Architecture Search withIn Budget Technical Report
2019.
State of Compact Architecture Search For Deep Neural Networks Technical Report
2019.
One-Shot Neural Architecture Search via Self-Evaluated Template Network Proceedings Article
In: pp. 3680-3689, 2019.
Scalable Neural Architecture Search for 3D Medical Image Segmentation Proceedings Article
In: pp. 220-228, 2019.
Neural Architecture Search for Adversarial Medical Image Segmentation Proceedings Article
In: pp. 828-836, 2019.
Identify Hierarchical Structures from Task-Based fMRI Data via Hybrid Spatiotemporal Neural Architecture Search Net Proceedings Article
In: pp. 745-753, 2019.
Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent Technical Report
2019.
Improving One-shot NAS by Suppressing the Posterior Fading Technical Report
2019.
Splitting Steepest Descent for Growing Neural Architectures Proceedings Article
In: pp. 10655-10665, 2019.
A Novel Automatic CNN Architecture Design Approach Based on Genetic Algorithm Proceedings Article
In: pp. 473-482, 2019.
RNAS - Architecture Ranking for Powerful Networks Technical Report
2019.
Towards Unifying Neural Architecture Space Exploration and Generalization Technical Report
2019.
Sub-Architecture Ensemble Pruning in Neural Architecture Search Technical Report
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.