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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.


3357 entries « 1 of 68 »

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3357.

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

3356.

Venske, Sandra Mara Scós; de Almeida, Carolina Paula; Delgado, Myriam Regattieri

Metaheuristics and machine learning: an approach with reinforcement learning assisting neural architecture search Journal Article

In: Journal of Heuristics, 2024.

Links | BibTeX

3355.

Mengyan Jin Jianfang Cao, Yun Tian

Ancient mural dynasty recognition algorithm based on a neural network architecture search Journal Article

In: Heritage Science , 2024.

Links | BibTeX

3354.

Li, Guilin; Wang, Qiang; Zheng, Xiawu

Distilling Structural Knowledge for Platform-Aware Semantic Segmentation Journal Article

In: Journal of Physics: Conference Series, vol. 2759, no. 1, pp. 012010, 2024.

Abstract | Links | BibTeX

3353.

(Ed.)

SCAN-EDGE: FINDING MOBILENET-SPEED HYBRID NETWORKS FOR COMMODITY EDGE DEVICES Collection

2024.

Links | BibTeX

3352.

Wang, Gang; Wang, Bang-Hai; Fei, Shao-Ming

An RNN–policy gradient approach for quantum architecture search Journal Article

In: Quantum Information Processing, vol. 23, no. 5, 2024, ISSN: 1573-1332.

Links | BibTeX

3351.

Gündüz, Hüseyin Anil; Mreches, René; Moosbauer, Julia; Robertson, Gary; To, Xiao-Yin; Franzosa, Eric A.; Huttenhower, Curtis; Rezaei, Mina; McHardy, Alice C.; Bischl, Bernd; Münch, Philipp C.; Binder, Martin

Optimized model architectures for deep learning on genomic data Journal Article

In: communications biology , 2024.

Links | BibTeX

3350.

Guillaume, Lacharme; Hubert, Cardot; Christophe, Lente; Nicolas, Monmarche

The limitations of differentiable architecture search Journal Article

In: Pattern Analysis and Applications, 2024.

Links | BibTeX

3349.

Wang, Yili; Chen, Jiamin; Li, Qiutong; He, Changlong; Gao, Jianliang

Graph neural architecture search with heterogeneous message-passing mechanisms Journal Article

In: Knowledge and Information Systems , 2024.

Links | BibTeX

3348.

Sankar, S. M. Udhaya; D. Dhinakaran, R; Shrey Kumar Verma Selvaraj, R; Natarajasivam, P. C. Praveen Kishore

Optimizing diabetic retinopathy disease prediction using PNAS, ASHA, and transfer learning Book Chapter

In: 2024, ISBN: 9781003430421.

Links | BibTeX

3347.

Ma, Benteng; Zhang, Jing; Xia, Yong; Tao, Dacheng

VNAS: Variational Neural Architecture Search Journal Article

In: International Journal of Computer Vision , 2024.

Links | BibTeX

3346.

Garavagno, Andrea Mattia; Ragusa, Edoardo; Frisoli, Antonio; Gastaldo, Paolo

An Affordable Hardware-Aware Neural Architecture Search for Deploying Convolutional Neural Networks on Ultra-Low-Power Computing Platforms Journal Article

In: IEEE Sensors Letters, 2024.

Links | BibTeX

3345.

Nasrullah, Nasrullah; Sang, Jun; Alam, Mohammad S.; Mateen, Muhammad; Cai, Bin; Hu, Haibo

Automated Lung Nodule Detection and Classification Using Deep Learning Combined with Multiple Strategies Journal Article

In: Sensors, 2024.

Links | BibTeX

3344.

Berezsky, O. M.; Liashchynskyi, P. B.

METHOD OF GENERATIVE-ADVERSARIAL NETWORKS SEARCHING ARCHITECTURES FOR BIOMEDICAL IMAGES SYNTHESIS Journal Article

In: Radio Electronics, Computer Science, Control, no. 1, pp. 104, 2024.

Links | BibTeX

3343.

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

3342.

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

3341.

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

3340.

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

3339.

jin, Cong; Huang, Jinjie; Chen, Yuanjian

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

In: scientific reports , 2024.

Links | BibTeX

3338.

CHEN, BOYU

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

2024.

Links | BibTeX

3337.

Luo, Zhirui

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

2024.

Links | BibTeX

3336.

(Ed.)

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

2024.

Links | BibTeX

3335.

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

3334.

Liang, Zixuan; Sun, Yanan

Evolutionary Neural Architecture Search for Multivariate Time Series Forecastin Journal Article

In: Proceedings of Machine Learning Research , 2024.

Links | BibTeX

3333.

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

3332.

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

3331.

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

3330.

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

3329.

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

3328.

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

3327.

(Ed.)

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

2024.

Links | BibTeX

3326.

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

3325.

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

3324.

LI, PEIXIA

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

2024.

Links | BibTeX

3323.

Dong, Minjing

Boosting Adversarial Robustness via Neural Architecture Search and Design PhD Thesis

2024.

Links | BibTeX

3322.

(Ed.)

ENHANCING GAN PERFORMANCE THROUGH NEURAL ARCHITECTURE SEARCH AND TENSOR DECOMPOSITION Collection

2024.

Links | BibTeX

3321.

S, Ajay B; K, Phani Pavan; Rao, Madhav

DESPINE: NAS generated Deep Evolutionary Adaptive Spiking Network for Low Power Edge Computing Applications Proceedings Article

In: 2024 25th International Symposium on Quality Electronic Design (ISQED), pp. 1-8, 2024.

Links | BibTeX

3320.

Muñoz, J. Pablo; Yuan, Jinjie; Zheng, Yi; Jain, Nilesh

LoNAS: Elastic Low-Rank Adapters for Efficient Large Language Models Proceedings Article

In: The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, 2024.

Links | BibTeX

3319.

Munoz, J. Pablo; Zheng, Yi; Jain, Nilesh

EFTNAS: Searching for Efficient Language Models in First-Order Weight-Reordered Super-Networks Proceedings Article

In: The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, 2024.

Links | BibTeX

3318.

Liu, Shiya; Yi, Yang

Unleashing Energy-Efficiency: Neural Architecture Search without Training for Spiking Neural Networks on Loihi Chip Proceedings Article

In: 2024 25th International Symposium on Quality Electronic Design (ISQED), pp. 1-7, 2024.

Links | BibTeX

3317.

Liu, Siqin; Karanth, Avinash

SCORCH: Neural Architecture Search and Hardware Accelerator Co-design with Reinforcement Learning Proceedings Article

In: 2024 25th International Symposium on Quality Electronic Design (ISQED), pp. 1-8, 2024.

Links | BibTeX

3316.

Sukthanker, Rhea Sanjay; Zela, Arber; Staffler, Benedikt; Franke, Jorg K. H.; Hutter, Frank

HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models Technical Report

2024.

Links | BibTeX

3315.

Li, Yangyang; Liu, Guanlong; Zhao, Peixiang; Shang, Ronghua; Jiao, Licheng

Balanced quantum neural architecture search Journal Article

In: Neurocomputing, vol. 594, pp. 127860, 2024, ISSN: 0925-2312.

Abstract | Links | BibTeX

3314.

Xie, Wenyi; Yang, Haonan; Shi, Linjun; Liu, Zhigang

MTA-Net: A One-Stage Detector Based on a Multiscale Task-Aligned Network for Catenary Support Components Journal Article

In: IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1-13, 2024.

Links | BibTeX

3313.

Li, Qingqing; Luo, Zhirui; Qi, Ruobin; Zheng, Jun

Automatic Searching of Lightweight and High-Performing CNN Architectures for EEG-Based Driving Fatigue Detection Journal Article

In: IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1-11, 2024.

Links | BibTeX

3312.

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

Neural architecture search for bearing fault classification Journal Article

In: 2024.

Links | BibTeX

3311.

Ragusa, Edoardo; Zonzini, Federica; Gastaldo, Paolo; Marchi, Luca De

Combining Compressed Sensing and Neural Architecture Search for Sensor-Near Vibration Diagnostics Journal Article

In: IEEE Transactions on Industrial Informatics, pp. 1-11, 2024.

Links | BibTeX

3310.

Coalson, Zachary; Wang, Huazheng; Wu, Qingyun; Hong, Sanghyun

Hard Work Does Not Always Pay Off: Poisoning Attacks on Neural Architecture Search Technical Report

2024.

Links | BibTeX

3309.

Soin, Hartej; Tripura, Tapas; Chakraborty, Souvik

Generative flow induced neural architecture search: Towards discovering optimal architecture in wavelet neural operator Technical Report

2024.

Links | BibTeX

3308.

Tan, Menghao; Gao, Weifeng; Li, Hong; Xie, Jin; Gong, Maoguo

Universal Binary Neural Networks Design by Improved Differentiable Neural Architecture Search Journal Article

In: IEEE Transactions on Circuits and Systems for Video Technology, pp. 1-1, 2024.

Links | BibTeX

3357 entries « 1 of 68 »