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.
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Peaches: Personalized Federated Learning with Neural Architecture Search in Edge Computing Journal Article
In: IEEE Transactions on Mobile Computing, no. 01, pp. 1-17, 5555, ISSN: 1558-0660.
2024
Search on dual-space: discretization accuracy-based architecture search for person re-identification Journal Article
In: The Visual Computer , 2024.
A genetic programming approach to the automated design of CNN models for image classification and video shorts creation Journal Article
In: Genetic Programming and Evolvable Machines, 2024.
Neural architecture search via progressive partial connection with attention mechanism Journal Article
In: scientific reports , 2024.
AutoNet-Generated Deep Layer-Wise Convex Networks for ECG Classification Journal Article
In: IEEE Trans Pattern Anal Mach Intell , 2024.
Evolutionary Neural Architecture Search for Multivariate Time Series Forecastin Journal Article
In: Proceedings of Machine Learning Research , 2024.
Video deepfake detection using Particle Swarm Optimization improved deep neural networks Journal Article
In: Neural Computing and Applications , 2024.
Deep Neural Network Architecture Search via Decomposition-Based Multi-Objective Stochastic Fractal Search Proceedings Article
In: Intelligent Automation & Soft Computing, 2024.
CLASH: Complementary Learning with Neural Architecture Search for Gait Recognition Bachelor Thesis
2024.
Single-Domain Generalized Predictor for Neural Architecture Search System Journal Article
In: IEEE Transactions on Computers, no. 01, pp. 1-14, 2024, ISSN: 1557-9956.
Efficient evolutionary neural architecture search based on hybrid search space Journal Article
In: International Journal of Machine Learning and Cybernetics, 2024.
Towards Efficient Driver Distraction Detection with DARTS-Optimized Lightweight Models Proceedings Article
In: ICAART 2024, Rome, Italy, 2024.
Multi-label neural architecture search for chest radiography image classification Journal Article
In: Multimedia Systems, 2024.
When Training-Free Nas Meets Vision Transformers: A Neural Tangent Kernel Perspective Proceedings Article
In: 2024.
AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search Technical Report
2024.
Efficient Architecture Search for Real-Time Instance Segmentation Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 3310-3314, 2024.
DBS: Differentiable Budget-Aware Searching For Channel Pruning Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5810-5814, 2024.
NAS-MFF:NAS-Guided Multiscale Feature Fusion Network with Pareto Optimization for Sonar Images Classification Journal Article
In: IEEE Sensors Journal, pp. 1-1, 2024.
Beyond the Limit of Weight-Sharing: Pioneering Space-Evolving NAS with Large Language Models Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 6225-6229, 2024.
Search Robust and Adaptable Architecture Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5155-5159, 2024.
Evolutionary Search via channel attention based parameter inheritance and stochastic uniform sampled training Journal Article
In: Computer Vision and Image Understanding, vol. 243, pp. 104000, 2024, ISSN: 1077-3142.
Segmentation-Driven Infrared and Visible Image Fusion Via Transformer-Enhanced Architecture Searching Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 4230-4234, 2024.
TCNAS: Transformer Architecture Evolving in Code Clone Detection Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5745-5749, 2024.
Inner Loop-Based Modified Differentiable Architecture Search Journal Article
In: IEEE Access, vol. 12, pp. 41918–41933, 2024.
A Novel Fuzzy Neural Network Architecture Search Framework for Defect Recognition With Uncertainties Journal Article
In: IEEE Transactions on Fuzzy Systems, pp. 1-12, 2024.
NAS-OD: Neural Architecture Search for Object Detection Proceedings Article
In: 2024 International Conference on Electronics, Information, and Communication (ICEIC), pp. 1-3, 2024.
Hyperspectral Image Reconstruction Using Hierarchical Neural Architecture Search from A Snapshot Image Proceedings Article
In: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2500-2504, 2024.
STO-DARTS: Stochastic Bilevel Optimization for Differentiable Neural Architecture Search Journal Article
In: IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-12, 2024.
On Spectrogram Analysis in a Multiple Classifier Fusion Framework for Power Grid Classification Using Electric Network Frequency Proceedings Article
In: Santana, Modesto Castrillón; Marsico, Maria De; Fred, Ana L. N. (Ed.): Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods, ICPRAM 2024, Rome, Italy, February 24-26, 2024, pp. 91–99, SCITEPRESS, 2024.
Neural Architecture Search for Bearing Fault Classification Proceedings Article
In: Rocha, Ana Paula; Steels, Luc; Herik, H. Jaap (Ed.): Proceedings of the 16th International Conference on Agents and Artificial Intelligence, ICAART 2024, Volume 2, Rome, Italy, February 24-26, 2024, pp. 288–300, SCITEPRESS, 2024.
UniADS: Universal Architecture-Distiller Search for Distillation Gap Proceedings Article
In: Wooldridge, Michael J.; Dy, Jennifer G.; Natarajan, Sriraam (Ed.): Thirty-Eighth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada, pp. 14167–14174, AAAI Press, 2024.
SasWOT: Real-Time Semantic Segmentation Architecture Search WithOut Training Proceedings Article
In: Wooldridge, Michael J.; Dy, Jennifer G.; Natarajan, Sriraam (Ed.): Thirty-Eighth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada, pp. 7722–7730, AAAI Press, 2024.
VP-DARTS: Validated Pruning Differentiable Architecture Search Proceedings Article
In: Rocha, Ana Paula; Steels, Luc; Herik, H. Jaap (Ed.): Proceedings of the 16th International Conference on Agents and Artificial Intelligence, ICAART 2024, Volume 2, Rome, Italy, February 24-26, 2024, pp. 47–57, SCITEPRESS, 2024.
Progressive Self-supervised Multi-objective NAS for Image Classification Proceedings Article
In: Smith, Stephen; Correia, João; Cintrano, Christian (Ed.): Applications of Evolutionary Computation, pp. 180–195, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-56855-8.
A Pre-Search Evaluation Framework for Assessing Search Space Complexity Proceedings Article
In: The Second Tiny Papers Track at ICLR 2024, 2024.
Training-Free Quantum Architecture Search Proceedings Article
In: Wooldridge, Michael J.; Dy, Jennifer G.; Natarajan, Sriraam (Ed.): Thirty-Eighth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada, pp. 12430–12438, AAAI Press, 2024.
Robust Neural Architecture Search Using Differential Evolution for Medical Images Proceedings Article
In: Smith, Stephen; Correia, João; Cintrano, Christian (Ed.): Applications of Evolutionary Computation, pp. 163–179, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-56855-8.
Chain-structured neural architecture search for financial time series forecasting Technical Report
2024.
PNAS-MOT: Multi-Modal Object Tracking with Pareto Neural Architecture Search Miscellaneous
2024.
Multimodal Graph Neural Architecture Search under Distribution Shifts Proceedings Article
In: Wooldridge, Michael J.; Dy, Jennifer G.; Natarajan, Sriraam (Ed.): Thirty-Eighth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada, pp. 8227–8235, AAAI Press, 2024.
EG-NAS: Neural Architecture Search with Fast Evolutionary Exploration Proceedings Article
In: Wooldridge, Michael J.; Dy, Jennifer G.; Natarajan, Sriraam (Ed.): Thirty-Eighth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada, pp. 11159–11167, AAAI Press, 2024.