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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.


3324 entries « 1 of 67 »

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3324.

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

3323.

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

3322.

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

The limitations of differentiable architecture search Journal Article

In: Pattern Analysis and Applications, 2024.

Links | BibTeX

3321.

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

3320.

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

3319.

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

VNAS: Variational Neural Architecture Search Journal Article

In: International Journal of Computer Vision , 2024.

Links | BibTeX

3318.

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

3317.

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

3316.

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

3315.

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

3314.

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

3313.

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

3312.

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

3311.

jin, Cong; Huang, Jinjie; Chen, Yuanjian

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

In: scientific reports , 2024.

Links | BibTeX

3310.

CHEN, BOYU

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

2024.

Links | BibTeX

3309.

Luo, Zhirui

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

2024.

Links | BibTeX

3308.

(Ed.)

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

2024.

Links | BibTeX

3307.

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

3306.

Liang, Zixuan; Sun, Yanan

Evolutionary Neural Architecture Search for Multivariate Time Series Forecastin Journal Article

In: Proceedings of Machine Learning Research , 2024.

Links | BibTeX

3305.

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

3304.

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

3303.

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

3302.

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

3301.

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

3300.

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

3299.

(Ed.)

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

2024.

Links | BibTeX

3298.

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

3297.

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

3296.

LI, PEIXIA

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

2024.

Links | BibTeX

3295.

Dong, Minjing

Boosting Adversarial Robustness via Neural Architecture Search and Design PhD Thesis

2024.

Links | BibTeX

3294.

(Ed.)

ENHANCING GAN PERFORMANCE THROUGH NEURAL ARCHITECTURE SEARCH AND TENSOR DECOMPOSITION Collection

2024.

Links | BibTeX

3293.

Xu, Xiaozhou; Chen, Jun; Li, Zhishan; Su, Hongye; Xie, Lei

Towards efficient filter pruning via adaptive automatic structure search Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 133, pp. 108398, 2024, ISSN: 0952-1976.

Abstract | Links | BibTeX

3292.

Davy, Nandito; Waheed, Umair Bin; Koeshidayatullah, Ardiansyah; El-Husseiny, Ammar; Ayranci, Korhan; Harris, Nicholas B.; Dong, Tian

Leveraging automated deep learning (AutoDL) in geosciences Journal Article

In: Computers & Geosciences, vol. 188, pp. 105600, 2024, ISSN: 0098-3004.

Abstract | Links | BibTeX

3291.

Zhou, Xiaomeng; Xuanyuan, Shutian; Ye, Yang; Sun, Ying; Du, Haowen; Qi, Luguang; Li, Chang; Xie, Chuang

Predicting Bulk Density for Agglomerated Raspberry Ketone via Integrating Morphological and Size Metrics Using Artificial Neural Networks Journal Article

In: Processes, vol. 12, no. 5, 2024, ISSN: 2227-9717.

Abstract | Links | BibTeX

3290.

Zhang, Tunhou; Li, Shiyu; Cheng, Hsin-Pai; Yan, Feng; Li, Hai; Chen, Yiran

CSCO: Connectivity Search of Convolutional Operators Technical Report

2024.

Links | BibTeX

3289.

Xue, Yu; Zha, Jiajie; Pelusi, Danilo; Chen, Peng; Luo, Tao; Zhen, Liangli; Wang, Yan; Wahib, Mohamed

Neural Architecture Search With Progressive Evaluation and Sub-Population Preservation Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2024.

Links | BibTeX

3288.

Zhao, Yifan; Liang, Zhenyu; Lu, Zhichao; Cheng, Ran

A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic Segmentation Technical Report

2024.

Links | BibTeX

3287.

Kadlecová, Gabriela; Lukasik, Jovita; Pilát, Martin; Vidnerová, Petra; Safari, Mahmoud; Neruda, Roman; Hutter, Frank

Surprisingly Strong Performance Prediction with Neural Graph Features Technical Report

2024.

Links | BibTeX

3286.

Fan, Yibing; Zhang, Lanyong; Li, Peng

A Lightweight Model of Underwater Object Detection Based on YOLOv8n for an Edge Computing Platform Journal Article

In: Journal of Marine Science and Engineering, vol. 12, no. 5, 2024, ISSN: 2077-1312.

Abstract | Links | BibTeX

3285.

Jaiswal, Dibyanshu; Mukhopadhyay, Shalini; Sharma, Varsha

TinyStressNet: On-device Stress Assessment with Wearable Sensors on Edge Devices Proceedings Article

In: 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), pp. 166-171, 2024.

Links | BibTeX

3284.

Dey, Swarnava

Keynote: AutoML for TinyML Proceedings Article

In: 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), pp. 159-159, 2024.

Links | BibTeX

3283.

Lee, Jiho; Kim, Eunwoo

Mitigating Search Interference With Task-Aware Nested Search Journal Article

In: IEEE Trans. Image Process., vol. 33, pp. 3102–3114, 2024.

Links | BibTeX

3282.

Terin, Rodrigo Carmo; Arenas, Zochil González; Santana, Roberto

Identifying phase transitions in physical systems with neural networks: a neural architecture search perspective Technical Report

2024.

Links | BibTeX

3281.

Khan, Salabat; Nosheen, Fariha; Naqvi, Syed Shehryar Ali; Jamil, Harun; Faseeh, Muhammad; Khan, Murad-Ali; Kim, Dohyeun

Bilevel Hyperparameter Optimization and Neural Architecture Search for Enhanced Breast Cancer Detection in Smart Hospitals Interconnected With Decentralized Federated Learning Environment Journal Article

In: IEEE Access, vol. 12, pp. 63618–63628, 2024.

Links | BibTeX

3280.

Lu, Aojun; Feng, Tao; Yuan, Hangjie; Song, Xiaotian; Sun, Yanan

Revisiting Neural Networks for Continual Learning: An Architectural Perspective Technical Report

2024.

Links | BibTeX

3279.

Broni-Bediako, Clifford; Xia, Junshi; Yokoya, Naoto

Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping Technical Report

2024.

BibTeX

3278.

Wang, Yanghu; Zhou, Zheng; Yang, Laihao; Gao, Robert X.; Yan, Ruqiang

Wavelet-driven differentiable architecture search for planetary gear fault diagnosis Journal Article

In: Journal of Manufacturing Systems, vol. 74, pp. 587-593, 2024, ISSN: 0278-6125.

Abstract | Links | BibTeX

3277.

Terin, Rodrigo Carmo; Arenas, Zochil González; Santana, Roberto

Identifying phase transitions in physical systems with neural networks: a neural architecture search perspective Technical Report

2024.

Links | BibTeX

3276.

Sinha, Nilotpal; Rostami, Peyman; Shabayek, Abd El Rahman; Kacem, Anis; Aouada, Djamila

Multi-Objective Hardware Aware Neural Architecture Search using Hardware Cost Diversity Technical Report

2024.

Links | BibTeX

3275.

Phan, Quan Minh; Luong, Ngoc Hoang

Parameter-less Pareto local search for multi-objective neural architecture search with the Interleaved Multi-start Scheme Journal Article

In: Swarm and Evolutionary Computation, vol. 87, pp. 101573, 2024, ISSN: 2210-6502.

Abstract | Links | BibTeX

3324 entries « 1 of 67 »