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.
2021
Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices Journal Article
In: IEEE Trans Biomed Circuits Syst ., 2021.
NAS-FCOS: Efficient Search for Object Detection Architectures Journal Article
In: International Journal of Computer Vision , vol. 129, pp. 3299–3312, 2021.
A bioinspired neural architecture search based convolutional neural network for breast cancer detection using histopathology images Journal Article
In: Scientific Reports, 2021.
Learning Latent Architectural Distribution in Differentiable Neural Architecture Search via Variational Information Maximization Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 12312-12321, 2021.
Not All Operations Contribute Equally: Hierarchical Operation-Adaptive Predictor for Neural Architecture Search Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 10508-10517, 2021.
Neural Architecture Search for Joint Human Parsing and Pose Estimation Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 11385-11394, 2021.
Graph-Based Neural Architecture Search With Operation Embeddings Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, pp. 393-402, 2021.
Pyramid Architecture Search for Real-Time Image Deblurring Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 4298-4307, 2021.
SCARLET-NAS: Bridging the Gap Between Stability and Scalability in Weight-Sharing Neural Architecture Search Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, pp. 317-325, 2021.
IDARTS: Interactive Differentiable Architecture Search Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 1163-1172, 2021.
Once Quantization-Aware Training: High Performance Extremely Low-Bit Architecture Search Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 5340-5349, 2021.
Zen-NAS: A Zero-Shot NAS for High-Performance Image Recognition Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 347-356, 2021.
EC-DARTS: Inducing Equalized and Consistent Optimization Into DARTS Proceedings Article
In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), pp. 11986-11995, 2021.
Robust architecture search using network adaptation Journal Article
In: Journal of Sensor Science and Technology, vol. 30, no. 5, pp. 290-294, 2021.
TNAS: Neural Network Architecture Search Sampling Module Based on Variational Autoencoder Journal Article
In: CONVERTER, pp. 288-296, 2021.
Saliency: a new selection criterion of important architectures in neural architecture search Journal Article
In: Neural Computing and Applications, 2021.
SwingNet: Ubiquitous Fine-Grained Swing Tracking Framework via Stochastic Neural Architecture Search and Adversarial Learning Journal Article
In: Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., vol. 5, no. 3, 2021.
Neural Architecture Search in operational context: a remote sensing case-study Technical Report
Preligens 2021.
NasmamSR: a fast image super-resolution network based on neural architecture search and multiple attention mechanism Journal Article
In: Multimedia Systems (2021), 2021.
Methods for Automatic Machine-Learning Workflow Analysis Proceedings Article
In: ECML PKDD 2021, 2021.
SP-DARTS: Synchronous Progressive Differentiable Neural Architecture Search for Image Classification Journal Article
In: IEICE TRANSACTIONS on Information and Systems , vol. E104-D , no. 8 , pp. 1232-1238, 2021, ISBN: 1745-1361.
DiffMG: Differentiable Meta Graph Search for Heterogeneous Graph Neural Networks Proceedings Article
In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery &$mathsemicolon$ Data Mining, ACM, 2021.
Automatic Improvement of Deep Learning Based Cell Segmentation in Time-Lapse Microscopy by Neural Architecture Search Journal Article
In: Bioinformatics, 2021.
Deep multi-task learning with flexible and compact architecture search Journal Article
In: International Journal of Data Science and Analytics , 2021.
Optimal Transport Kernels for Sequential and Parallel Neural Architecture Search Proceedings Article
In: Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event, 2021.
Evolutionary design of neural network architectures: a review of three decades of research Journal Article
In: Artificial Intelligence Review, 2021.
Moncae: Multi-Objective Neuroevolution of Convolutional Autoencoders Proceedings Article
In: 2nd Workshop on Neural Architecture Search at ICLR 2021, 2021.
LE-NAS: Learning-based Ensemble with Neural Architecture Search for 3D Radiotherapy Dose Prediction Journal Article
In: 2021.
Exploring the Loss Landscape in Neural Architecture Search Proceedings Article
In: 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021), 2021.
Exploring the feasibility of Weight Agnostic Neural Networks for low-end hardware Technical Report
2021.
Action Command Encoding for SurrogateAssisted Neural Architecture Search Technical Report
2021.
Dynamic Pruning of a Neural Networkvia Gradient Signal-to-Noise Ratio Proceedings Article
In: 8th ICML Workshop on Automated Machine Learning (2021), 2021.
Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems Technical Report
2021.
Surrogate-Assisted Evolutionary Neural Architecture Search Proceedings Article
In: Data-Driven Evolutionary Optimization, pp. 373-387, 2021, ISBN: 978-3-030-74640-7.
Discovering Better Model Architectures for Medical Query Understanding Proceedings Article
In: Proceedings of NAACL HLT 2021: IndustryTrack Papers, pp. 230-237, 2021.
An Evolutionary Approach to the Design of Convolutional Neural Networks for Human Activity Recognition Journal Article
In: Indian Journal of Computer Science and Engineering, 2021.
RoCo-NAS : Robust and Compact Neural Architecture Search Proceedings Article
In: The international joint conference on neural networks IJCNN, 2021.
EVSRNet: Efficient Video Super-Resolution With Neural Architecture Search Proceedings Article
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2480-2485, 2021.
NASA: Accelerating Neural Network Design with a NAS Processor Proceedings Article
In: 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture (ISCA), 2021.
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Book Section
In: CVPR2021, 2021.
Understanding Capacity Saturation in Incremental Learning Proceedings Article
In: The 34th Canadian Conference on Artificial Intelligence, 2021.
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective Proceedings Article
In: ICLR 2021, 2021.
A CNN identified by reinforcement learning-based optimization framework for EEG-based state evaluation Journal Article
In: Journal of Neural Engineering, vol. 18, no. 4, pp. 046059, 2021.
Neural network architecture search with AMBER Journal Article
In: Nature Machine Intelligence, pp. 372-373, 2021.
NAS4RRAM: neural network architecture search for inference on RRAM-based accelerators Journal Article
In: Science China Information Sciences, 2021.
Teacher Guided Neural Architecture Search for Face Recognition Journal Article
In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 4, pp. 2817-2825, 2021.
Evolving Spiking Circuit Motifs Using Weight Agnostic Neural Networks Journal Article
In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 18, pp. 15956-15957, 2021.