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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.


3157 entries « 33 of 64 »

2021

1557.

Abdelfattah, Mohamed S; Mehrotra, Abhinav; Dudziak, Lukasz; Lane, Nicholas D

Zero-Cost Proxies for Lightweight NAS Technical Report

2021.

Links | BibTeX

1556.

Benmeziane, Hadjer; Maghraoui, Kaoutar El; Ouarnoughi, Hamza; ï, Sma; Wistuba, Martin; Wang, Naigang

A Comprehensive Survey on Hardware-Aware Neural Architecture Search Technical Report

2021.

Links | BibTeX

1555.

He, Xin; Wang, Shihao; Ying, Guohao; Zhang, Jiyong; Chu, Xiaowen

Efficient Multi-objective Evolutionary 3D Neural Architecture Search for COVID-19 Detection with Chest CT Scans Technical Report

2021.

Links | BibTeX

1554.

Zhao, Jiakun; Zhang, Ruifeng; Zhou, Zheng; Chen, Si; Jin, Ju; Liu, Qingfang

A Neural Architecture Search Method Based on Gradient Descent for Remaining Useful Life Estimation Journal Article

In: Neurocomputing, 2021, ISSN: 0925-2312.

Abstract | Links | BibTeX

1553.

Kertész, Gábor; Szénási, Sándor; Vámossy, Zoltán

Comparative analysis of image projection-based descriptors in Siamese neural networks Journal Article

In: Advances in Engineering Software, vol. 154, pp. 102963, 2021, ISSN: 0965-9978.

Abstract | Links | BibTeX

1552.

Zhang, Xuanyang; Hou, Pengfei; Zhang, Xiangyu; Sun, Jian

Neural Architecture Search with Random Labels Technical Report

2021.

Links | BibTeX

1551.

Liang, Xinle; Liu, Yang; Luo, Jiahuan; He, Yuanqin; Chen, Tianjian; Yang, Qiang

Self-supervised Cross-silo Federated Neural Architecture Search Technical Report

2021.

Links | BibTeX

1550.

Yang, Yibo; You, Shan; Li, Hongyang; Wang, Fei; Qian, Chen; Lin, Zhouchen

Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search Technical Report

2021.

Links | BibTeX

1549.

Lu, Longfei; Lyu, Bo

Reducing energy consumption of Neural Architecture Search: An inference latency prediction framework Journal Article

In: Sustainable Cities and Society, vol. 67, pp. 102747, 2021, ISSN: 2210-6707.

Abstract | Links | BibTeX

1548.

Pinos, Michal; Mrazek, Vojtech; á, Luk

Evolutionary Neural Architecture Search Supporting Approximate Multipliers Technical Report

2021.

Links | BibTeX

1547.

Lyu, B; Yuan, H; Lu, L; Zhang, Y

Resource-constrained Neural Architecture Search on Edge Devices Journal Article

In: IEEE Transactions on Network Science and Engineering, pp. 1-1, 2021.

Links | BibTeX

1546.

Gomez-Rosero, Santiago; Capretz, Miriam A M; Mir, Syed

Transfer Learning by Similarity Centred Architecture Evolution for Multiple Residential Load Forecasting Journal Article

In: Smart Cities, vol. 4, no. 1, pp. 217–240, 2021, ISSN: 2624-6511.

Abstract | Links | BibTeX

1545.

Lin, Ming; Wang, Pichao; Sun, Zhenhong; Chen, Hesen; Sun, Xiuyu; Qian, Qi; Li, Hao; Jin, Rong

Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition Technical Report

2021.

Links | BibTeX

1544.

Odema, Mohanad; Rashid, Nafiul; Faruque, Mohammad Abdullah Al

Energy-Aware Design Methodology for Myocardial Infarction Detection on Low-Power Wearable Devices Proceedings Article

In: Proceedings of the 26th Asia and South Pacific Design Automation Conference, pp. 621–626, Association for Computing Machinery, Tokyo, Japan, 2021, ISBN: 9781450379991.

Abstract | Links | BibTeX

1543.

Liang, Shuang; Tang, Changcheng; Ning, Xuefei; Zeng, Shulin; Yu, Jincheng; Wang, Yu; Guo, Kaiyuan; Yang, Diange; Lu, Tianyi; Yang, Huazhong

Efficient Computing Platform Design for Autonomous Driving Systems Proceedings Article

In: Proceedings of the 26th Asia and South Pacific Design Automation Conference, pp. 734–741, Association for Computing Machinery, Tokyo, Japan, 2021, ISBN: 9781450379991.

Abstract | Links | BibTeX

1542.

Jie, R; Gao, J

Differentiable Neural Architecture Search for High-Dimensional Time Series Forecasting Journal Article

In: IEEE Access, vol. 9, pp. 20922-20932, 2021.

Links | BibTeX

1541.

Lang, Sebastian; Reggelin, Tobias; Schmidt, Johann; Müller, Marcel; Nahhas, Abdulrahman

NeuroEvolution of augmenting topologies for solving a two-stage hybrid flow shop scheduling problem: A comparison of different solution strategies Journal Article

In: Expert Systems with Applications, vol. 172, pp. 114666, 2021, ISSN: 0957-4174.

Abstract | Links | BibTeX

1540.

Luo, Renqian; Tan, Xu; Wang, Rui; Qin, Tao; Li, Jinzhu; Zhao, Sheng; Chen, Enhong; -, Tie

LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search Technical Report

2021.

Links | BibTeX

1539.

Li, Xiaohan; Xie, Ziyan; Lai, Taotao; Zhao, Fusheng; Xu, Haiyin; Chen, Riqing

NAS-WFPN: Neural Architecture Search Weighted Feature Pyramid Networks for Object Detection Proceedings Article

In: Wang, Guojun; Chen, Bing; Li, Wei; Pietro, Roberto Di; Yan, Xuefeng; Han, Hao (Ed.): Security, Privacy, and Anonymity in Computation, Communication, and Storage, pp. 384–394, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-68884-4.

Links | BibTeX

1538.

Fu, Xianya; Li, Wenrui; Chen, Qiurui; Zhang, Lianyi; Yang, Kai; Qing, Duzheng; Wang, Rui

NASIL: Neural Network Architecture Searching for Incremental Learning in Image Classification Proceedings Article

In: Ning, Li; Chau, Vincent; Lau, Francis (Ed.): Parallel Architectures, Algorithms and Programming, pp. 68–80, Springer Singapore, Singapore, 2021, ISBN: 978-981-16-0010-4.

Abstract | Links | BibTeX

1537.

Lou, Xiaoxuan; Guo, Shangwei; Zhang, Tianwei; Zhang, Yinqian; Liu, Yang

When NAS Meets Watermarking: Ownership Verification of DNN Models via Cache Side Channels Technical Report

2021.

Links | BibTeX

1536.

Wang, W; Zhu, L

Reliable Network Search Based on Evolutionary Algorithm Proceedings Article

In: 2021 International Conference on Computer, Control and Robotics (ICCCR), pp. 279-282, 2021.

Abstract | Links | BibTeX

1535.

Li, Sheng; Tan, Mingxing; Pang, Ruoming; Li, Andrew; Cheng, Liqun; Le, Quoc; Jouppi, Norman P

Searching for Fast Model Families on Datacenter Accelerators Technical Report

2021.

Links | BibTeX

1534.

He, Xin; Zhao, Kaiyong; Chu, Xiaowen

AutoML: A Survey of the State-of-the-Art Journal Article

In: Knowledge-Based Systems, vol. 212, pp. 106622, 2021.

Abstract | Links | BibTeX

1533.

Liu, Peidong; Zhang, Gengwei; Wang, Bochao; Xu, Hang; Liang, Xiaodan; Jiang, Yong; Li, Zhenguo

Loss Function Discovery for Object Detection via Convergence-Simulation Driven Search Technical Report

2021.

Links | BibTeX

1532.

Su, Xiu; You, Shan; Huang, Tao; Wang, Fei; Qian, Chen; Zhang, Changshui; Xu, Chang

Locally Free Weight Sharing for Network Width Search Technical Report

2021.

Links | BibTeX

1531.

Sun, Y; Sun, X; Fang, Y; Yen, G G; Liu, Y

A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2021.

Abstract | Links | BibTeX

1530.

Turner, Jack; Crowley, Elliot J; O'Boyle, Michael F P

Neural Architecture Search as Program Transformation Exploration Technical Report

2021.

Links | BibTeX

1529.

Lopes, Vasco; Alirezazadeh, Saeid; í, Lu

EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Technical Report

2021.

Links | BibTeX

1528.

Yan, Shen; Song, Kaiqiang; Liu, Fei; Zhang, Mi

CATE: Computation-aware Neural Architecture Encoding with Transformers Technical Report

2021.

Links | BibTeX

1527.

Calisto, Maria Baldeon G; Lai-Yuen, Susana K

EMONAS: efficient multiobjective neural architecture search framework for 3D medical image segmentation Proceedings Article

In: Išgum, Ivana; Landman, Bennett A (Ed.): Medical Imaging 2021: Image Processing, pp. 22 – 34, International Society for Optics and Photonics SPIE, 2021.

Abstract | Links | BibTeX

1526.

Robbiano, Luca; Rahman, Muhammad Rameez Ur; Galasso, Fabio; Caputo, Barbara; Carlucci, Fabio Maria

Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Technical Report

2021.

Links | BibTeX

1525.

Wang, Dilin; Gong, Chengyue; Li, Meng; Liu, Qiang; Chandra, Vikas

AlphaNet: Improved Training of Supernet with Alpha-Divergence Technical Report

2021.

Links | BibTeX

1524.

Roberts, Nicholas Carl; Khodak, Mikhail; Dao, Tri; Li, Liam; Balcan, Nina; Re, Christopher; Talwalkar, Ameet

Searching for Convolutions and a More Ambitious NAS Miscellaneous

2021.

Links | BibTeX

1523.

Ru, Binxin; Wan, Xingchen; Dong, Xiaowen; Osborne, Michael

Interpretable Neural Architecture Search via Bayesian Optimisation with Weisfeiler-Lehman Kernels Proceedings Article

In: International Conference on Learning Representations, 2021.

Links | BibTeX

1522.

Zhou, Yanqi; Dong, Xuanyi; Akin, Berkin; Tan, Mingxing; Peng, Daiyi; Meng, Tianjian; Yazdanbakhsh, Amir; Huang, Da; Narayanaswami, Ravi; Laudon, James

Rethinking Co-design of Neural Architectures and Hardware Accelerators Technical Report

2021.

Links | BibTeX

1521.

Hu, Liangxiao; Liu, Qinglin; Zhang, Jun; Jiang, Feng; Liu, Yang; Zhang, Shengping

A-DARTS: attention-guided differentiable architecture search for lung nodule classification Journal Article

In: Journal of Electronic Imaging, vol. 30, no. 1, pp. 1 – 11, 2021.

Abstract | Links | BibTeX

1520.

Nayman, Niv; Aflalo, Yonathan; Noy, Asaf; Zelnik-Manor, Lihi

HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Technical Report

2021.

Links | BibTeX

1519.

Nguyen, Nam; Chang, Morris J

Contrastive Self-supervised Neural Architecture Search Miscellaneous

2021.

Links | BibTeX

1518.

Guo, Yong; Zheng, Yin; Tan, Mingkui; Chen, Qi; Li, Zhipeng; Chen, Jian; Zhao, Peilin; Huang, Junzhou

Towards Accurate and Compact Architectures via Neural Architecture Transformer Technical Report

2021.

Links | BibTeX

1517.

Wu, Junru; Dai, Xiyang; Chen, Dongdong; Chen, Yinpeng; Liu, Mengchen; Yu, Ye; Wang, Zhangyang; Liu, Zicheng; Chen, Mei; Yuan, Lu

Weak NAS Predictors Are All You Need Technical Report

2021.

Links | BibTeX

1516.

Zhang, Zijun; Cofer, Evan M.; Troyanskaya, Olga G.

AMBIENT: Accelerated Convolutional Neural Network Architecture Search for Regulatory Genomics Proceedings Article

In: Machine Learning in Computational Biology (MLCB 2020), 2021.

Links | BibTeX

1515.

Chen, J; Jiang, Y; Huang, Z; Guo, X; Wu, B; Sun, L; Wu, T

Fine-Grained Detection of Driver Distraction Based on Neural Architecture Search Journal Article

In: IEEE Transactions on Intelligent Transportation Systems, pp. 1-19, 2021.

Links | BibTeX

1514.

Zhang, T; Lei, C; Zhang, Z; Meng, X -B; Chen, C L P

AS-NAS: Adaptive Scalable Neural Architecture Search with Reinforced Evolutionary Algorithm for Deep Learning Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2021.

Links | BibTeX

1513.

Xie, Guoyang; Wang, Jinbao; Yu, Guo; Zheng, Feng; Jin, Yaochu

Tiny Adversarial Mulit-Objective Oneshot Neural Architecture Search Technical Report

2021.

Links | BibTeX

1512.

Le, Cat P; Soltani, Mohammadreza; Ravier, Robert; Tarokh, Vahid

Neural Architecture Search From Task Similarity Measure Technical Report

2021.

Links | BibTeX

1511.

Guo, Yong; Chen, Yaofo; Zheng, Yin; Chen, Qi; Zhao, Peilin; Chen, Jian; Huang, Junzhou; Tan, Mingkui

Pareto-Frontier-aware Neural Architecture Generation for Diverse Budgets Technical Report

2021.

Links | BibTeX

1510.

Jeong, Wonyong; Lee, Hayeon; Park, Gun; Hyung, Eunyoung; Baek, Jinheon; Hwang, Sung Ju

Task-Adaptive Neural Network Retrieval with Meta-Contrastive Learning Technical Report

2021.

Links | BibTeX

1509.

Zhang, Ziwei; Wang, Xin; Zhu, Wenwu

Automated Machine Learning on Graphs: A Survey Technical Report

2021.

Links | BibTeX

1508.

Liu, Luyan; Wen, Zhiwei; Liu, Songwei; Zhou, Hong-Yu; Zhu, Hongwei; Xie, Weicheng; Shen, Linlin; Ma, Kai; Zheng, Yefeng

MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Technical Report

2021.

Links | BibTeX

3157 entries « 33 of 64 »