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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.


4236 entries « 36 of 85 »

2023

2486.

Nair, Saeejith; Chen, Yuhao; Shafiee, Mohammad Javad; Wong, Alexander

NAS-NeRF: Generative Neural Architecture Search for Neural Radiance Fields Technical Report

2023.

Links | BibTeX

2485.

Underwood, Robert; Madhyastha, Meghana; Burns, Randal C.; Nicolae, Bogdan

Understanding Patterns of Deep Learning ModelEvolution in Network Architecture Search Technical Report

2023.

Links | BibTeX

2484.

Lyu, Kuangda; Li, Hao; Gong, Maoguo; Xing, Lining; Qin, A. K.

Surrogate-Assisted Evolutionary Multiobjective Neural Architecture Search based on Transfer Stacking and Knowledge Distillation Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2023.

Links | BibTeX

2483.

Dolatabadi, Amirhossein; Chakravorty, Jhelum; Feng, Xiaoming

Supervised Federated Neural Architecture Search and Its Application in Power System Forecasting Proceedings Article

In: 2023 IEEE Power & Energy Society General Meeting (PESGM), pp. 1-5, 2023.

Links | BibTeX

2482.

Priyadarshi, Sweta; Jiang, Tianyu; Cheng, Hsin-Pai; Krishna, Sendil; Ganapathy, Viswanath; Patel, Chirag

DONNAv2 - Lightweight Neural Architecture Search for Vision tasks Technical Report

2023.

Links | BibTeX

2481.

Li, Yangyang; Liu, Ruijiao; Hao, Xiaobin; Shang, Ronghua; Zhao, Peixiang; Jiao, Licheng

EQNAS: Evolutionary Quantum Neural Architecture Search for Image Classification Journal Article

In: Neural Networks, vol. 168, pp. 471-483, 2023, ISSN: 0893-6080.

Abstract | Links | BibTeX

2480.

Jin, Xiu; Xiong, Jianghui; Rao, Yuan; Zhang, Tong; Ba, Wenjing; Gu, Shangfeng; Zhang, Xiaodan; Lu, Jie

TranNas-NirCR: A method for improving the diagnosis of asymptomatic wheat scab with transfer learning and neural architecture search Journal Article

In: Computers and Electronics in Agriculture, vol. 213, pp. 108271, 2023, ISSN: 0168-1699.

Abstract | Links | BibTeX

2479.

Chitty-Venkata, Krishna Teja; Bian, Yiming; Emani, Murali; Vishwanath, Venkatram; Somani, Arun K.

Differentiable Neural Architecture, Mixed Precision and Accelerator Co-Search Technical Report

2023.

Links | BibTeX

2478.

Yang, Dong; Xu, Ziyue; He, Yufan; Nath, Vishwesh; Li, Wenqi; Myronenko, Andriy; Hatamizadeh, Ali; Zhao, Can; Roth, Holger R.; Xu, Daguang

DAST: Differentiable Architecture Search with Transformer for 3D Medical Image Segmentation Proceedings Article

In: Greenspan, Hayit; Madabhushi, Anant; Mousavi, Parvin; Salcudean, Septimiu; Duncan, James; Syeda-Mahmood, Tanveer; Taylor, Russell (Ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2023, pp. 747–756, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43898-1.

Abstract | Links | BibTeX

2477.

Xu, Hongyan; Wang, Dadong; Sowmya, Arcot; Katz, Ian

Detection of Basal Cell Carcinoma in Whole Slide Images Proceedings Article

In: Greenspan, Hayit; Madabhushi, Anant; Mousavi, Parvin; Salcudean, Septimiu; Duncan, James; Syeda-Mahmood, Tanveer; Taylor, Russell (Ed.): Medical Image Computing and Computer Assisted Intervention – MICCAI 2023, pp. 263–272, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-43987-2.

Abstract | Links | BibTeX

2476.

Ghosh, Arjun; Jana, Nanda Dulal; Das, Swagatam; Mallipeddi, Rammohan

Two-Phase Evolutionary Convolutional Neural Network Architecture Search for Medical Image Classification Journal Article

In: IEEE Access, vol. 11, pp. 115280-115305, 2023.

Links | BibTeX

2475.

Wang, Hao; Han, Dezhi; Cui, Mingming; Chen, Chongqing

NAS-YOLOX: a SAR ship detection using neural architecture search and multi-scale attention Journal Article

In: Connect. Sci., vol. 35, no. 1, pp. 1–32, 2023.

Links | BibTeX

2474.

Wang, Haishuai; Gao, Yang; Zheng, Xin; Zhang, Peng; Chen, Hongyang; Bu, Jiajun

Graph Neural Architecture Search with GPT-4 Technical Report

2023.

Links | BibTeX

2473.

Yang, Shangshang; Yu, Xiaoshan; Tian, Ye; Yan, Xueming; Ma, Haiping; Zhang, Xingyi

Evolutionary Neural Architecture Search for Transformer in Knowledge Tracing Journal Article

In: NeurIPS 2023, vol. abs/2310.01180, 2023.

Links | BibTeX

2472.

A First Look at Generating Website Fingerprinting Attacks via Neural Architecture Search Proceedings Article

In: WPES ’23, UWSpace, 2023.

Links | BibTeX

2471.

Gao, Jiahui

Language models in NLP : from architecture design to downstream application Bachelor Thesis

2023.

Abstract | Links | BibTeX

2470.

Wu, Yanling; Tang, Baoping; Deng, Lei; Shen, Yizhe

Hardware-Resource-Constrained Neural Architecture Search for Edge-Side Fault Diagnosis of Wind-Turbine Gearboxes Journal Article

In: IEEE Transactions on Industrial Electronics, pp. 1-11, 2023.

Links | BibTeX

2469.

Teixeira, Rafael; Antunes, Mário; Sobral, Rúben; Martins, João; Gomes, Diogo; Aguiar, Rui L.

Exploring the Intricacies of Neural Network Optimization Proceedings Article

In: Bifet, Albert; Lorena, Ana Carolina; Ribeiro, Rita P.; Gama, João; Abreu, Pedro H. (Ed.): Discovery Science, pp. 18–32, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-45275-8.

Abstract | Links | BibTeX

2468.

Harb, Ala’a; Gad, Abdalla; Yaghi, Maha; Alhalabi, Marah; Zia, Huma; Yousaf, Jawad; Khelifi, Adel; Ghoudi, Kilani; Ghazal, Mohammed

Diverse distant-students deep emotion recognition and visualization Journal Article

In: Computers and Electrical Engineering, vol. 111, pp. 108963, 2023, ISSN: 0045-7906.

Abstract | Links | BibTeX

2467.

Cordeiro, João Rala; Mosca, Sara; Correia-Costa, Ana; Ferreira, Cátia; Pimenta, Joana; Correia-Costa, Liane; Barros, Henrique; Postolache, Octavian

The Association between Childhood Obesity and Cardiovascular Changes in 10 Years Using Special Data Science Analysis Journal Article

In: Children, vol. 10, no. 10, 2023, ISSN: 2227-9067.

Abstract | Links | BibTeX

2466.

Nistor, Sergiu Cosmin; Jaradat, Mohammad; Nistor, Razvan Liviu

Developing an Algorithm for Fast Performance Estimation of Recurrent Memory Cells Journal Article

In: IEEE Access, vol. 11, pp. 112877–112890, 2023.

Links | BibTeX

2465.

Mao, Pengli; Lin, Yan; Zhang, Baochang; Li, Lin

UCB-Based Architecture Search for Remaining Useful Life Prediction Proceedings Article

In: Jia, Yingmin; Zhang, Weicun; Fu, Yongling; Wang, Jiqiang (Ed.): Proceedings of 2023 Chinese Intelligent Systems Conference, pp. 677–686, Springer Nature Singapore, Singapore, 2023, ISBN: 978-981-99-6886-2.

Abstract | BibTeX

2464.

Li, Wenhao; Su, Xiu; You, Shan; Wang, Fei; Qian, Chen; Xu, Chang

DiffNAS: Bootstrapping Diffusion Models by Prompting for Better Architectures Booklet

2023.

Links | BibTeX

2463.

Arhipov, Andrey; Fomin, Ivan

Multi-Objective Fine-Grained Neural Architecture Search Proceedings Article

In: 2023 International Russian Automation Conference (RusAutoCon), pp. 164-169, 2023.

Links | BibTeX

2462.

Lima, Rafael G. De; Freitas, Pedro Garcia; Lucafo, Giovani D.; Fioravanti, Vanessa; Seidel, Ismael; Penatti, Otávio A. B.

Neural Architecture Search for Tiny Detectors of Inter-beat Intervals Proceedings Article

In: 31st European Signal Processing Conference, EUSIPCO 2023, Helsinki, Finland, September 4-8, 2023, pp. 1085–1089, IEEE, 2023.

Links | BibTeX

2461.

Ghosh, Arjun; Jana, Nanda Dulal; Das, Swagatam; Mallipeddi, Rammohan

Two-Phase Evolutionary Convolutional Neural Network Architecture Search for Medical Image Classification Journal Article

In: IEEE Access, vol. 11, pp. 115280–115305, 2023.

Links | BibTeX

2460.

Kulshrestha, Ankit; Lykov, Danylo; Safro, Ilya; Alexeev, Yuri

QArchSearch: A Scalable Quantum Architecture Search Package Technical Report

2023.

Links | BibTeX

2459.

Sun, Guocheng; Liu, Shitou; Shi, Chaojing; Liu, Xi; Guo, Qianjin

3DCNAS: A universal method for predicting the location of fluorescent organelles in living cells in three-dimensional space Journal Article

In: Experimental Cell Research, vol. 433, no. 2, pp. 113807, 2023, ISSN: 0014-4827.

Abstract | Links | BibTeX

2458.

Lv, Zeqiong; Qian, Chao; Sun, Yanan

Benchmarking Analysis of Evolutionary Neural Architecture Search Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2023.

Links | BibTeX

2457.

Salehin, Imrus; Islam, Md. Shamiul; Saha, Pritom; Noman, S. M.; Tuni, Azra; Hasan, Md. Mehedi; Baten, Md. Abu

AutoML: A Systematic Review on Automated Machine Learning with Neural Architecture Search Journal Article

In: Journal of Information and Intelligence, 2023, ISSN: 2949-7159.

Abstract | Links | BibTeX

2456.

Cao, Bin; Zhou, Zirun; Liu, Xin; Hossain, M. Shamim; Lv, Zhihan

Adaptive Multiobjective Evolutionary Neural Architecture Search for GANs Based on Two-Factor Cooperative Mutation Mechanism Proceedings Article

In: Proceedings of the 2023 Workshop on Advanced Multimedia Computing for Smart Manufacturing and Engineering, pp. 71–76, Association for Computing Machinery, Ottawa ON, Canada, 2023, ISBN: 9798400702730.

Abstract | Links | BibTeX

2455.

Das, Richeek; Dooley, Samuel

Fairer and More Accurate Tabular Models Through NAS Technical Report

2023.

Links | BibTeX

2454.

Yao, Peng; Liao, Chao; Jia, Jiyuan; Tan, Jianchao; Chen, Bin; Song, Chengru; Zhang, Di

ASP: Automatic Selection of Proxy dataset for efficient AutoML Technical Report

2023.

Links | BibTeX

2453.

Yu, Caiyang; Wang, Yixi; Tang, Chenwei; Feng, Wentao; Lv, Jiancheng

EU-Net: Automatic U-Net neural architecture search with differential evolutionary algorithm for medical image segmentation Journal Article

In: Computers in Biology and Medicine, vol. 167, pp. 107579, 2023, ISSN: 0010-4825.

Abstract | Links | BibTeX

2452.

Zou, Juan; Wu, Shenghong; Xia, Yizhang; Jiang, Weiwei; Wu, Zeping; Zheng, Jinhua

TS-ENAS: Two-Stage Evolution for Cell-based Network Architecture Search Technical Report

2023.

Links | BibTeX

2451.

Liu, Xiaoyun; Saxena, Divya; Cao, Jiannong; Zhao, Yuqing; Ruan, Penghui

MGAS: Multi-Granularity Architecture Search for Effective and Efficient Neural Networks Technical Report

2023.

Links | BibTeX

2450.

Jawahar, Ganesh; Abdul-Mageed, Muhammad; Lakshmanan, Laks V. S.; Ding, Dujian

LLM Performance Predictors are good initializers for Architecture Search Technical Report

2023.

Links | BibTeX

2449.

Chikwendu, Ijeoma Amuche; Zhang, Xiaoling; Agyemang, Isaac Osei; Mensah, Isaac Adjei; Ukwuoma, Chiagoziem Chima; Ejiyi, Chukwuebuka Joseph

A Comprehensive Survey on Deep Graph Representation Learning Methods Journal Article

In: J. Artif. Intell. Res., vol. 78, pp. 287–356, 2023.

Links | BibTeX

2448.

Liang, Yinan; Wang, Ziwei; Xu, Xiuwei; Tang, Yansong; Zhou, Jie; Lu, Jiwen

MCUFormer: Deploying Vision Tranformers on Microcontrollers with Limited Memory Technical Report

2023.

Links | BibTeX

2447.

Liu, Xiao; Yao, Chong; Chen, Hongyi; Xiang, Rui; Wu, Hao; Du, Peng; Yu, Zekuan; Liu, Weifan; Liu, Jie; Geng, Daoying

BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification Journal Article

In: Computerized Medical Imaging and Graphics, vol. 110, pp. 102307, 2023, ISSN: 0895-6111.

Abstract | Links | BibTeX

2446.

Zhou, Yuanding; Li, Xinran; Fang, Yaodong; Qin, Chuan

When Perceptual Authentication Hashing Meets Neural Architecture Search Proceedings Article

In: Proceedings of the 31st ACM International Conference on Multimedia, pp. 8975–8983, Association for Computing Machinery, Ottawa ON, Canada, 2023, ISBN: 9798400701085.

Abstract | Links | BibTeX

2445.

Wang, Wenna; Zhuo, Tao; Zhang, Xiuwei; Sun, Mingjun; Yin, Hanlin; Xing, Yinghui; Zhang, Yanning

Automatic Network Architecture Search for RGB-D Semantic Segmentation Proceedings Article

In: Proceedings of the 31st ACM International Conference on Multimedia, pp. 3777–3786, Association for Computing Machinery, Ottawa ON, Canada, 2023, ISBN: 9798400701085.

Abstract | Links | BibTeX

2444.

Zhang, Jiayi; Li, Weixin

Multi-Modal and Multi-Scale Temporal Fusion Architecture Search for Audio-Visual Video Parsing Proceedings Article

In: Proceedings of the 31st ACM International Conference on Multimedia, pp. 3328–3336, Association for Computing Machinery, Ottawa ON, Canada, 2023, ISBN: 9798400701085.

Abstract | Links | BibTeX

2443.

Miranda, Thiago Z.; Sardinha, Diorge B.; Neri, Ferrante; Basgalupp, Márcio P.; Cerri, Ricardo

A Grammar-based multi-objective neuroevolutionary algorithm to generate fully convolutional networks with novel topologies Journal Article

In: Applied Soft Computing, vol. 149, pp. 110967, 2023, ISSN: 1568-4946.

Abstract | Links | BibTeX

2442.

King, Tobias; Zhou, Yexu; Röddiger, Tobias; Beigl, Michael

MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Technical Report

2023.

Links | BibTeX

2441.

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

Continuous Cartesian Genetic Programming based representation for Multi-Objective Neural Architecture Search Technical Report

2023.

Links | BibTeX

2440.

Cao, Yufan; Zhang, Tunhou; Wen, Wei; Yan, Feng; Li, Hai; Chen, Yiran

Farthest Greedy Path Sampling for Two-shot Recommender Search Technical Report

2023.

Links | BibTeX

2439.

Ding, Li; Zoghi, Masrour; Tennenholtz, Guy; Karimzadehgan, Maryam

Ever Evolving Evaluator (EV3): Towards Flexible and Reliable Meta-Optimization for Knowledge Distillation Technical Report

2023.

Links | BibTeX

2438.

Zhang, Tunhou; Wen, Wei; Fedorov, Igor; Liu, Xi; Zhang, Buyun; Han, Fangqiu; Chen, Wen-Yen; Han, Yiping; Yan, Feng; Li, Hai; Chen, Yiran

DistDNAS: Search Efficient Feature Interactions within 2 Hours Technical Report

2023.

Links | BibTeX

2437.

Sun, Pingping; Fan, Shijie; Li, Shaochuan; Zhao, Yingwei; Lu, Chang; Wong, Ka-Chun; Li, Xiangtao

Automated exploitation of deep learning for cancer patient stratification across multiple types Journal Article

In: Bioinformatics, vol. 39, no. 11, pp. btad654, 2023, ISSN: 1367-4811.

Abstract | Links | BibTeX

4236 entries « 36 of 85 »