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.
2023
Neural architecture search via standard machine learning methodologies Journal Article
In: Mathematics in Engineering, 2023.
Continuous Evolution for Efficient Neural Architecture Search Based on Improved NSGA-III Algorithm Inproceedings
In: Sun, Jiande; Wang, Yue; Huo, Mengyao; Xu, Lexi (Ed.): Signal and Information Processing, Networking and Computers, pp. 979–986, Springer Nature Singapore, Singapore, 2023, ISBN: 978-981-19-3387-5.
2022
EAST: An Enhanced Automated Machine Learning Library for Spatio-Temporal Forecasting Inproceedings
In: DeepSpatial ’22, Washington, DC, USA, 2022.
TGAS-ReID: Efficient architecture search for person re-identification via greedy decisions with topological order Journal Article
In: Applied Intelligence , 2022.
Neural Architecture Search with Loss Flatness-aware Measure Inproceedings
In: DyNN workshop at the 39th International Conference on Machine Learning, 2022.
ReCNAS: Resource-Constrained Neural Architecture Search Based on Differentiable Annealing and Dynamic Pruning Journal Article
In: IEEE Trans Neural Netw Learn Syst , 2022.
Graph Embedding for Neural Architecture Search with Input-Output Information Inproceedings
In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.
Regularized Meta-Learning for Neural Architecture Search Inproceedings
In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.
GSparsity: Unifying Network Pruning and Neural Architecture Search by Group Sparsity Inproceedings
In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.
Searching Efficient Dynamic Graph CNN for Point Cloud Processing Inproceedings
In: 1st International Conference on Automated Machine Learning, Late-Breaking Workshop, 2022.
Symmetry Enhanced Network Architecture Search for Complex Metasurface Design Journal Article
In: IEEE Access, 2022.
Neural architecture search for pneumonia diagnosis from chest X-rays Journal Article
In: Scientific Reports, vol. 12, 2022.
Automated Deep Learning Using Neural Network Intelligence Book
2022, ISBN: 978-1-4842-8148-2.
A new automatic convolutional neural network based on deep reinforcement learning for fault diagnosis Journal Article
In: Frontiers of Mechanical Engineering, vol. 17, 2022.
MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Inproceedings
In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 20810–20826, PMLR, 2022.
MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Inproceedings
In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 20810–20826, PMLR, 2022.
In: DyNN workshop at the 39th International Conference on Machine Learning, 2022.
Reconstruction of Radio Power Maps with Deep Neural Networks in a Weakly Labeled Learning Context PhD Thesis
Universite Grenoble Alpes, 2022.
Architecture entropy sampling-based evolutionary neural architecture search and its application in osteoporosis diagnosis Journal Article
In: Complex & Intelligent Systems , 2022.
Efficient neural architectures for edge devices Supervisors PhD Thesis
2022.
Evolutionary approximation and neural architecture search Journal Article
In: Genet Program Evolvable Mach (2022), 2022.
Evolving Deep Neural Network Architectures for Time Series Data PhD Thesis
2022.
A grammar-based GP approach applied to the design of deep neural networks Journal Article
In: Genetic Programming and Evolvable Machines , 2022.
Hot-Started NAS for Task-Specific Embedded Applications Inproceedings
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 1971-1978, 2022.
Evolutionary approximation and neural architecture search Journal Article
In: Genetic Programming and Evolvable Machines, 2022.
Optimization-Inspired Manual Architecture Design and Neural Architecture Search Journal Article
In: SCIENCE CHINA Information Sciences, 2022.
Learning Feature Alignment Architecture for Domain Adaptation Inproceedings
In: IJCNN 2022, 2022.
Neural Architecture and Feature Search for Predicting the Ridership of Public Transportation Routes Inproceedings
In: proceedings of the 8th IEEE International Conference on Smart Computing (SMARTCOMP 2022), 2022.
Search space pruning for quantum architecture search Inproceedings
In: The European Physical Journal Plus , 2022.
Multi-modal spatio-temporal meteorological forecasting with deep neural network Inproceedings
In: ISPRS journal of photogrammetry and remote sensing, 2022.
Multi-modal spatio-temporal meteorological forecasting with deep neural network Inproceedings
In: ISPRS journal of photogrammetry and remote sensing, 2022.
Multi-modal spatio-temporal meteorological forecasting with deep neural network Inproceedings
In: ISPRS journal of photogrammetry and remote sensing, 2022.
Autotuned Classication Based on Knowledge Transferred from Self-supervised Models Technical Report
2022.
Automated Machine Learning Under Resource Constraints PhD Thesis
2022.
Joint design and compression of convolutional neural networks as a Bi-level optimization problem Journal Article
In: Neural Computing and Applications , 2022.
Automatically search an optimal face detector for a specific deployment environment Journal Article
In: EURASIP Journal on Advances in Signal Processing, 2022.
XNAS: A Regressive/Progressive NAS for Deep Learning Journal Article
In: ACM Trans. Sen. Netw., 2022, ISSN: 1550-4859, (Just Accepted).
Cognitive Computing Paradigms for Medical Big Data Processing and its Trends Journal Article
In: Computational Intelligence and Neuroscience, 2022.
Intraoperative Glioma Grading Using Neural Architecture Search and Multi-modal Imaging Journal Article
In: IEEE Engineering in Medicine and Biology Society , 2022.
A genetic mixed-integer optimization of neural network hyper-parameters Journal Article
In: The Journal of Supercomputing, 2022.
Neural Architecture Search Network for the Diagnosis of COVID From the Radiographic Images Journal Article
In: Applications of Computational Science in Artificial Intelligence, 2022.
A Progressive and Joint Method for Micro and Macro Architecture Search Journal Article
In: Journal of Physics: Conference Series, vol. 2253, no. 1, pp. 012019, 2022.
Path-Based Computation Encoder for Neural Architecture Search Journal Article
In: Journal of Information Processing Systems , vol. 18, 2022.
Quantum circuit architecture search for variational quantum algorithms Journal Article
In: npj Quantum Information volume, 2022.
Salient Patch Based NAS for Grading of Colorectal Cancer Histology Images Inproceedings
In: The 13th International Multi-Conference on Complexity, Informatics and Cybernetics: IMCIC 2022, 2022.