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.
2020
Are Deep Neural Architectures Losing Information? Invertibility is Indispensable Proceedings Article
In: pp. 172-184, 2020.
AutoTrans - Automating Transformer Design via Reinforced Architecture Search Technical Report
2020.
S3NAS - Fast NPU-aware Neural Architecture Search Methodology Technical Report
2020.
Adversarially Robust Neural Architectures Technical Report
2020.
Quantum-Inspired Evolutionary Algorithm for Convolutional Neural Networks Architecture Search Proceedings Article
In: pp. 1-8, 2020.
Improving Deep Learning based Optical Character Recognition via Neural Architecture Search Proceedings Article
In: pp. 1-7, 2020.
NATS-Bench - Benchmarking NAS algorithms for Architecture Topology and Size Technical Report
2020.
Boosting share routing for multi-task learning Technical Report
2020.
MNET: Fruit Lesion Classification Convnet Design via Efficient Neural Architecture Search Technical Report
2020.
DATA: Differentiable ArchiTecture Approximation with Distribution Guided Sampling Technical Report
2020.
Scaling Up Deep Neural Network Optimization for Edge Inference Technical Report
2020.
Understanding the wiring evolution in differentiable neural architecture search Technical Report
2020.
Neural Architecture Search for Keyword Spotting Proceedings Article
In: pp. 1982-1986, 2020.
AutoDLCon - An Approach for Controlling the Automated Tuning for Deep Learning Networks Proceedings Article
In: pp. 157-164, 2020.
AutoGesNet: Auto Gesture Recognition Network Based on Neural Architecture Search Technical Report
2020.
Graph Neural Network Architecture Search for Molecular Property Prediction Technical Report
2020.
NASirt - AutoML based learning with instance-level complexity information Technical Report
2020.
NAS-DIP - Learning Deep Image Prior with Neural Architecture Search Proceedings Article
In: pp. 442-459, 2020.
Simplifying Architecture Search for Graph Neural Network Proceedings Article
In: 2020.
A Survey on Evolutionary Neural Architecture Search Technical Report
2020.
LC-NAS - Latency Constrained Neural Architecture Search for Point Cloud Networks Technical Report
2020.
Automated Search for Resource-Efficient Branched Multi-Task Networks Proceedings Article
In: 2020.
NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search Technical Report
2020.
Searching Multi-Rate and Multi-Modal Temporal Enhanced Networks for Gesture Recognition Technical Report
2020.
Sampled Training and Node Inheritance for Fast Evolutionary Neural Architecture Search Technical Report
2020.
NASCaps - A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks Proceedings Article
In: pp. 114:1-114:9, 2020.
Enhanced MRI Reconstruction Network Using Neural Architecture Search Proceedings Article
In: pp. 634-643, 2020.
Discovering Multi-Hardware Mobile Models via Architecture Search Technical Report
2020.
NASE - - Learning Knowledge Graph Embedding for Link Prediction via Neural Architecture Search Proceedings Article
In: pp. 2089-2092, 2020.
Towards Cardiac Intervention Assistance - Hardware-aware Neural Architecture Exploration for Real-Time 3D Cardiac Cine MRI Segmentation Proceedings Article
In: pp. 40:1-40:8, 2020.
AutoPose - Searching Multi-Scale Branch Aggregation for Pose Estimation Technical Report
2020.
Finding Fast Transformers - One-Shot Neural Architecture Search by Component Composition Technical Report
2020.
Towards Part-Aware Monocular 3D Human Pose Estimation - An Architecture Search Approach Proceedings Article
In: pp. 715-732, 2020.
AutoSTR - Efficient Backbone Search for Scene Text Recognition Proceedings Article
In: pp. 751-767, 2020.
Network Architecture Search for Domain Adaptation Technical Report
2020.
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification Proceedings Article
In: pp. 961-965, 2020.
NASB - Neural Architecture Search for Binary Convolutional Neural Networks Proceedings Article
In: pp. 1-8, 2020.
A Surgery of the Neural Architecture Evaluators Technical Report
2020.
TF-NAS - Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search Proceedings Article
In: pp. 123-139, 2020.
Deep Convolution Features in Non-linear Embedding Space for Fundus Image Classification Journal Article
In: vol. 34, no. 3, pp. 307-313, 2020.
A Unified Approach to Anomaly Detection Proceedings Article
In: pp. 281-291, 2020.
Evolving Multi-Resolution Pooling CNN for Monaural Singing Voice Separation Technical Report
2020.
Weight-Sharing Neural Architecture Search - A Battle to Shrink the Optimization Gap Technical Report
2020.
Neural Architecture Search in Graph Neural Networks Proceedings Article
In: pp. 302-317, 2020.
Anti-bandit Neural Architecture Search for Model Defense Proceedings Article
In: pp. 70-85, 2020.
HMCNAS - Neural Architecture Search using Hidden Markov Chains and Bayesian Optimization Technical Report
2020.
Neural Architecture Search as Sparse Supernet Technical Report
2020.