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Freiburg-Hannover-Tübingen

Literature on Neural Architecture Search

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.


3271 entries « 1 of 66 »

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3271.

Yan, J.; Liu, J.; Xu, H.; Wang, Z.; Qiao, C.

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.

Abstract | Links | BibTeX

2024

3270.

Elghazi, Khalid; Ramchoun, Hassan; Masrour, Tawfik

Enhancing CNN structure and learning through NSGA-II-based multi-objective optimization Journal Article

In: Evolving Systems , 2024.

Links | BibTeX

3269.

Liang, Jiayu; Cao, Hanqi; Lu, Yaxin; Su, Mingming

Architecture search of accurate and lightweight CNNs using genetic algorithm Journal Article

In: Genetic Programming and Evolvable Machines , 2024.

Links | BibTeX

3268.

Wang, Xianbao; Liu, Pengfei; Xiang, Sheng; Weng, Yangkai; Yao, Minghai

Search on dual-space: discretization accuracy-based architecture search for person re-identification Journal Article

In: The Visual Computer , 2024.

Links | BibTeX

3267.

Kapoor, Rahul; Pillay, Nelishia

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.

Links | BibTeX

3266.

jin, Cong; Huang, Jinjie; Chen, Yuanjian

Neural architecture search via progressive partial connection with attention mechanism Journal Article

In: scientific reports , 2024.

Links | BibTeX

3265.

CHEN, BOYU

Neural Architecture Search for Convolutional and Transformer Deep Neural Networks PhD Thesis

2024.

Links | BibTeX

3264.

Luo, Zhirui

DEEP LEARNING METHODS FOR SMART METER DATA ANALYTICS AND APPLICATIONS PhD Thesis

2024.

Links | BibTeX

3263.

(Ed.)

PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search Collection

2024.

Links | BibTeX

3262.

Shen, Yanting; Lu, Lei; Zhu, Tingting; Wang, XInshao; Clifton, Lei; chen, Zhengming; Clarke, Robert; Clifton, David A.

AutoNet-Generated Deep Layer-Wise Convex Networks for ECG Classification Journal Article

In: IEEE Trans Pattern Anal Mach Intell , 2024.

Links | BibTeX

3261.

Liang, Zixuan; Sun, Yanan

Evolutionary Neural Architecture Search for Multivariate Time Series Forecastin Journal Article

In: Proceedings of Machine Learning Research , 2024.

Links | BibTeX

3260.

Cunha, Leandro; Zhang, Li; Sowan, Bilal; Lim, Chee Peng; Kong, Yinghui

Video deepfake detection using Particle Swarm Optimization improved deep neural networks Journal Article

In: Neural Computing and Applications , 2024.

Links | BibTeX

3259.

Meng, Fanfei; Wang, Chen-Ao; Brown, Alexander

Evolution and Efficiency in Neural Architecture Search: Bridging the Gap Between Expert Design and Automated Optimization Journal Article

In: 2024.

Links | BibTeX

3258.

Xu, Hongshang; Dong, Bei; Liu, Xiaochang; Wu, Xiaojun

Deep Neural Network Architecture Search via Decomposition-Based Multi-Objective Stochastic Fractal Search Proceedings Article

In: Intelligent Automation & Soft Computing, 2024.

Links | BibTeX

3257.

Dou, Huanzhang; Zhang, Pengyi; Zhao, Yuhan; Jin, Lu; Li, Xi

CLASH: Complementary Learning with Neural Architecture Search for Gait Recognition Bachelor Thesis

2024.

Links | BibTeX

3256.

Ma, L.; Kang, H.; Yu, G.; Li, Q.; He, Q.

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.

Abstract | Links | BibTeX

3255.

Gong, Tao; Ma, Yongjie; Xu, Yang; Song, Changwei

Efficient evolutionary neural architecture search based on hybrid search space Journal Article

In: International Journal of Machine Learning and Cybernetics, 2024.

Links | BibTeX

3254.

(Ed.)

Personalized Federated Learning via Knowledge Sharing-based Model Structure Adaption Collection

2024.

Links | BibTeX

3253.

Bouali, Yassamine Lala; Ahmed, Olfa Ben; Bradai, Abbas; Mazouzi, Smaine

Towards Efficient Driver Distraction Detection with DARTS-Optimized Lightweight Models Proceedings Article

In: ICAART 2024, Rome, Italy, 2024.

Links | BibTeX

3252.

Yang, Yi; Wei, Jiaxuan; Yu, Yhixuan; Zhang, Ruisheng

Multi-label neural architecture search for chest radiography image classification Journal Article

In: Multimedia Systems, 2024.

Links | BibTeX

3251.

LI, PEIXIA

Deep Neural Networks for Visual Object Tracking: An Investigation of Performance Optimization PhD Thesis

2024.

Links | BibTeX

3250.

Dong, Minjing

Boosting Adversarial Robustness via Neural Architecture Search and Design PhD Thesis

2024.

Links | BibTeX

3249.

(Ed.)

ENHANCING GAN PERFORMANCE THROUGH NEURAL ARCHITECTURE SEARCH AND TENSOR DECOMPOSITION Collection

2024.

Links | BibTeX

3248.

Sakuma, Yuiko; Yoshimura, Masakazu; Otsuka, Junji; Irie, Atsushi; Ohashi, Takeshi

Mixed-precision Supernet Training from Vision Foundation Models using Low Rank Adapter Technical Report

2024.

Links | BibTeX

3247.

Lv, Zeqiong; Qian, Chao; Yen, Gary G.; Sun, Yanan

Analyzing the Expected Hitting Time of Evolutionary Computation-Based Neural Architecture Search Algorithms Journal Article

In: IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-13, 2024.

Links | BibTeX

3246.

Zhou, Qiqi; Zhu, Yichen

When Training-Free Nas Meets Vision Transformers: A Neural Tangent Kernel Perspective Proceedings Article

In: 2024.

Links | BibTeX

3245.

Lee, Junghyup; Ham, Bumsub

AZ-NAS: Assembling Zero-Cost Proxies for Network Architecture Search Technical Report

2024.

Links | BibTeX

3244.

Xia, Renqiu; Zhang, Dongyuan; Dong, Yixin; Zhao, Juanping; Liao, Wenlong; He, Tao; Yan, Junchi

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.

Links | BibTeX

3243.

Zhang, Zhaokai; Feng, Tianpeng; Liu, Yang; Sheng, Chunnan; Wang, Fanyi; Cai, He

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.

Links | BibTeX

3242.

Chen, Yule; Liang, Hong; Jiao, Shaohua

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.

Links | BibTeX

3241.

Su, Xiu; You, Shan; Xu, Hongyan; Li, Xiuxing; Long, Jun; Chen, Yi; Xu, Chang

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.

Links | BibTeX

3240.

Niu, Ruicheng; Zhu, Ziyuan; Li, Chaofei; Meng, Dan

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.

Links | BibTeX

3239.

Liao, Yugang; Li, Junqing; Wei, Shuwei; Xiao, Xiumei

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.

Abstract | Links | BibTeX

3238.

Fu, Hongming; Wu, Guanyao; Liu, Zhu; Yan, Tiantian; Liu, Jinyuan

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.

Links | BibTeX

3237.

Xu, Hongyan; Pei, Xiaohuan; Su, Xiu; You, Shan; Xu, Chang

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.

Links | BibTeX

3236.

Jin, Cong; Huang, Jin-jie

Inner Loop-Based Modified Differentiable Architecture Search Journal Article

In: IEEE Access, vol. 12, pp. 41918–41933, 2024.

Links | BibTeX

3235.

Ma, Lianbo; Li, Nan; Zhu, Peican; Tang, Keke; Khan, Asad; Wang, Feng; Yu, Guo

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.

Links | BibTeX

3234.

Rana, Amrita; Kim, Kyung Ki

NAS-OD: Neural Architecture Search for Object Detection Proceedings Article

In: 2024 International Conference on Electronics, Information, and Communication (ICEIC), pp. 1-3, 2024.

Links | BibTeX

3233.

Han, Xian-Hua; Jiang, Huiyan; Chen, Yen-Wei

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.

Links | BibTeX

3232.

Cai, Zicheng; Chen, Lei; Ling, Tongtao; Liu, Hai-Lin

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.

Links | BibTeX

3231.

Tzolopoulos, Georgios; Korgialas, Christos; Kotropoulos, Constantine

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.

Links | BibTeX

3230.

Xia, Yizhang; Song, Shihao; Hou, Zhanglu; Xu, Junwen; Zou, Juan; Liu, Yuan; Yang, Shengxiang

An Evolutionary Network Architecture Search Framework with Adaptive Multimodal Fusion for Hand Gesture Recognition Technical Report

2024.

Links | BibTeX

3229.

Diaz, Edicson Santiago Bonilla; Naredo, Enrique; D'ıaz, Nicolas Francisco Mateo; Dias, Douglas Mota; Diaz, Maria Alejandra Bonilla; Harnett, Susan; Ryan, Conor

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.

Links | BibTeX

3228.

Lu, Liming; Chen, Zhenghan; Lu, Xiaoyu; Rao, Yihang; Li, Lujun; Pang, Shuchao

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.

Links | BibTeX

3227.

Zhu, Chendi; Li, Lujun; Wu, Yuli; Sun, Zhengxing

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.

Links | BibTeX

3226.

Feng, Tai-Che; Wang, Sheng-De

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.

Links | BibTeX

3225.

Garcia-Garcia, Cosijopii; Morales-Reyes, Alicia; Escalante, Hugo Jair

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.

Abstract | Links | BibTeX

3224.

Benmeziane, Hadjer

A Pre-Search Evaluation Framework for Assessing Search Space Complexity Proceedings Article

In: The Second Tiny Papers Track at ICLR 2024, 2024.

Links | BibTeX

3223.

He, Zhimin; Deng, Maijie; Zheng, Shenggen; Li, Lvzhou; Situ, Haozhen

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.

Links | BibTeX

3222.

Ali, Muhammad Junaid; Moalic, Laurent; Essaid, Mokhtar; Idoumghar, Lhassane

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.

Abstract | Links | BibTeX

3271 entries « 1 of 66 »