AutoML.org

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 « 26 of 64 »

2022

1907.

Tran, Dai Quoc; Park, Minsoo; Jeon, Yuntae; Bak, Jinyeong; Park, Seunghee

Forest-Fire Response System Using Deep-Learning-Based Approaches With CCTV Images and Weather Data Journal Article

In: IEEE Access, vol. 10, pp. 66061–66071, 2022.

Links | BibTeX

1906.

Lim, Heechul; Kim, Min-Soo

TENAS: Using Taylor Expansion and Channel-level Skip Connection for Neural Architecture Search Journal Article

In: IEEE Access, pp. 1-1, 2022.

Links | BibTeX

1905.

Ying, Weiqin; Yang, Kaihao; Wu, Yu; Li, Junhui; Zhou, Zhekun; Huang, Banban

Multi-objective Evolutionary Architecture Search of U-Net with Diamond Atrous Convolution Proceedings Article

In: Li, Kangshun; Liu, Yong; Wang, Wenxiang (Ed.): Exploration of Novel Intelligent Optimization Algorithms, pp. 31–40, Springer Nature Singapore, Singapore, 2022, ISBN: 978-981-19-4109-2.

Abstract | Links | BibTeX

1904.

Yu, Hongjiu; Sun, Qiancheng; Hu, Jin; Xue, Xingyuan; Luo, Jixiang; He, Dailan; Li, Yilong; Wang, Pengbo; Wang, Yuanyuan; Dai, Yaxu; Wang, Yan; Qin, Hongwei

Evaluating the Practicality of Learned Image Compression Technical Report

2022.

Links | BibTeX

1903.

Ma, Jiaxiang

Pruning threshold search algorithm combined with PDARTS Proceedings Article

In: Wang, Lidan; Cen, Mengyi (Milly) (Ed.): 4th International Conference on Information Science, Electrical, and Automation Engineering (ISEAE 2022), pp. 382 – 387, International Society for Optics and Photonics SPIE, 2022.

Links | BibTeX

1902.

Liu, Yang; Lu, Jun

Double Loss Block Neural Architecture Search Proceedings Article

In: 2022 IEEE 10th Joint International Information Technology and Artificial Intelligence Conference (ITAIC), pp. 731-734, 2022.

Links | BibTeX

1901.

Mariama, Diallo; Sun, Liang

i-DARTS: Improving differentiable architecture search by using graph and few-shot learning Proceedings Article

In: 2022 IEEE International Conference on Artificial Intelligence and Computer Applications (ICAICA), pp. 14-19, 2022.

Links | BibTeX

1900.

Pau, Danilo; Ambrose, Prem Kumar

Automated Neural and On-Device Learning for Micro Controllers Proceedings Article

In: 2022 IEEE 21st Mediterranean Electrotechnical Conference (MELECON), pp. 758-763, 2022.

Links | BibTeX

1899.

Pang, Tianji; Zhao, Shijie; Han, Junwei; Zhang, Shu; Guo, Lei; Liu, Tianming

Gumbel-Softmax based Neural Architecture Search for Hierarchical Brain Networks Decomposition Journal Article

In: Medical Image Analysis, pp. 102570, 2022, ISSN: 1361-8415.

Abstract | Links | BibTeX

1898.

Tong, Lyuyang; Du, Bo

Neural architecture search via reference point based multi-objective evolutionary algorithm Journal Article

In: Pattern Recognition, pp. 108962, 2022, ISSN: 0031-3203.

Abstract | Links | BibTeX

1897.

Lu, Zhichao; Cheng, Ran; Jin, Yaochu; Tan, Kay Chen; Deb, Kalyanmoy

Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment Technical Report

2022.

Links | BibTeX

1896.

Zhang, Shi-Xin; Hsieh, Chang-Yu; Zhang, Shengyu; Yao, Hong

Differentiable quantum architecture search Journal Article

In: Quantum Science and Technology, 2022.

Abstract | Links | BibTeX

1895.

Peng, Jie; Liu, Haijun; Zhao, Zhongjin; Li, Zhiwei; Liu, Sen; Li, Qingjiang

CMQ: Crossbar-aware Neural Network Mixed-precision Quantization via Differentiable Architecture Search Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-1, 2022.

Links | BibTeX

1894.

Xu, Lumin; Jin, Sheng; Liu, Wentao; Qian, Chen; Ouyang, Wanli; Luo, Ping; Wang, Xiaogang

ZoomNAS: Searching for Whole-body Human Pose Estimation in the Wild Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-18, 2022.

Links | BibTeX

1893.

Ye, Peng; Li, Baopu; Chen, Tao; Fan, Jiayuan; Mei, Zhen; Lin, Chen; Zuo, Chongyan; Chi, Qinghua; Ouyan, Wanli

Efficient Joint-Dimensional Search with Solution Space Regularization for Real-Time Semantic Segmentation Miscellaneous

2022.

Links | BibTeX

1892.

Wang, Zhen; Wei, Zhewei; Li, Yaliang; Kuang, Weirui; Ding, Bolin

Graph Neural Networks with Node-Wise Architecture Proceedings Article

In: Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pp. 1949–1958, Association for Computing Machinery, Washington DC, USA, 2022, ISBN: 9781450393850.

Abstract | Links | BibTeX

1891.

Lu, Zhichao; Cheng, Ran; Huang, Shihua; Zhang, Haoming; Qiu, Changxiao; Yang, Fan

Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation Technical Report

2022.

Links | BibTeX

1890.

Lopes, Vasco; Santos, Miguel; Degardin, Bruno; Alexandre, Lu'is A

Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation Technical Report

2022.

Links | BibTeX

1889.

Öchoa, Gabriela; Veerapen, Nadarajen"

Neural Architecture Search: A Visual Analysis Proceedings Article

In: Rudolph, Günter; Kononova, Anna V.; Aguirre, Hernán; Kerschke, Pascal; Ochoa, Gabriela; Tušar, Tea (Ed.): Parallel Problem Solving from Nature -- PPSN XVII, pp. 603–615, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-14714-2.

Abstract | Links | BibTeX

1888.

Chen, Yaofo; Guo, Yong; Chen, Peihao; Wang, Jingdong; Wang, Yaowei; Song, Hengjie; Tan, Mingkui

Automatic Subspace Evoking for Efficient Neural Architecture Search Technical Report

2022.

Links | BibTeX

1887.

Eslami, Saeedeh; Monsefi, Reza; Akbari, Mohammad

Towards Leveraging Structure for Neural Predictor in NAS Journal Article

In: Computer and Knowledge Engineering, pp. -, 2022, ISSN: 2538-5453.

Abstract | Links | BibTeX

1886.

Zhou, Tong; Ren, Shaolei; Xu, Xiaolin

ObfuNAS: A Neural Architecture Search-based DNN Obfuscation Approach Technical Report

2022.

Links | BibTeX

1885.

Xiao, Tesi; Xiao, Xia; Chen, Ming; Chen, Youlong

Field-wise Embedding Size Search via Structural Hard Auxiliary Mask Pruning for Click-Through Rate Prediction Technical Report

2022.

Links | BibTeX

1884.

Bhardwaj, Kartikeya; Ward, James; Tung, Caleb; Gope, Dibakar; Meng, Lingchuan; Fedorov, Igor; Chalfin, Alex; Whatmough, Paul N.; Loh, Danny

Restructurable Activation Networks Technical Report

2022.

Links | BibTeX

1883.

Zhang, Xuanyang; Li, Yonggang; Zhang, Xiangyu; Wang, Yongtao; Sun, Jian

Differentiable Architecture Search with Random Features Technical Report

2022.

Links | BibTeX

1882.

Chen, Hanxiong; Li, Yunqi; Zhu, He; Zhang, Yongfeng

Learn Basic Skills and Reuse: Modularized Adaptive Neural Architecture Search (MANAS) Technical Report

2022.

Links | BibTeX

1881.

Yu, Zhewen; Bouganis, Christos-Savvas

SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture Search Technical Report

2022.

Links | BibTeX

1880.

Liu, Jing; Cai, Jianfei; Zhuang, Bohan

FocusFormer: Focusing on What We Need via Architecture Sampler Technical Report

2022.

Links | BibTeX

1879.

Cao, Xuyang; Chen, Houjin; Li, Yanfeng; Peng, Yahui; Zhou, Yue; Cheng, Lin; Liu, Tianming; Shen, Dinggang

Auto-DenseUNet: Searchable neural network architecture for mass segmentation in 3D automated breast ultrasound Journal Article

In: Medical Image Analysis, pp. 102589, 2022, ISSN: 1361-8415.

Abstract | Links | BibTeX

1878.

Yuan, Jun; Liu, Mengchen; Tian, Fengyuan; Liu, Shixia

Visual Analysis of Neural Architecture Spaces for Summarizing Design Principles Technical Report

2022.

Links | BibTeX

1877.

Xu, Shuhan; Ren, Yudan; Tao, Zeyang; Song, Limei; He, Xiaowei

Hierarchical Individual Naturalistic Functional Brain Networks with Group Consistency uncovered by a Two-Stage NAS-Volumetric Sparse DBN Framework Journal Article

In: eNeuro, 2022.

Abstract | Links | BibTeX

1876.

Li, Nan; Ma, Lianbo; Yu, Guo; Xue, Bing; Zhang, Mengjie; Jin, Yaochu

Survey on Evolutionary Deep Learning: Principles, Algorithms, Applications and Open Issues Technical Report

2022.

Links | BibTeX

1875.

Ghosh, Arjun; Jana, Nanda Dulal; Mallik, Saurav; Zhao, Zhongming

Designing optimal convolutional neural network architecture using differential evolution algorithm Journal Article

In: Patterns, vol. 3, no. 9, pp. 100567, 2022, ISSN: 2666-3899.

Abstract | Links | BibTeX

1874.

Wang, Zihan; Wan, Chengcheng; Chen, Yuting; Lin, Ziyi; Jiang, He; Qiao, Lei

Hierarchical Memory-Constrained Operator Scheduling of Neural Architecture Search Networks Proceedings Article

In: Proceedings of the 59th ACM/IEEE Design Automation Conference, pp. 493–498, Association for Computing Machinery, San Francisco, California, 2022, ISBN: 9781450391429.

Abstract | Links | BibTeX

1873.

Negi, Shubham; Chakraborty, Indranil; Ankit, Aayush; Roy, Kaushik

NAX: Neural Architecture and Memristive Xbar Based Accelerator Co-Design Proceedings Article

In: Proceedings of the 59th ACM/IEEE Design Automation Conference, pp. 451–456, Association for Computing Machinery, San Francisco, California, 2022, ISBN: 9781450391429.

Abstract | Links | BibTeX

1872.

Luo, Xiangzhong; Liu, Di; Kong, Hao; Huai, Shuo; Chen, Hui; Liu, Weichen

You Only Search Once: On Lightweight Differentiable Architecture Search for Resource-Constrained Embedded Platforms Proceedings Article

In: Proceedings of the 59th ACM/IEEE Design Automation Conference, pp. 475–480, Association for Computing Machinery, San Francisco, California, 2022, ISBN: 9781450391429.

Abstract | Links | BibTeX

1871.

Jääsaari, Elias; Ma, Michelle; Talwalkar, Ameet; Chen, Tianqi

SONAR: Joint Architecture and System Optimization Search Technical Report

2022.

Links | BibTeX

1870.

Hong, Deokki; Choi, Kanghyun; Lee, Hye Yoon; Yu, Joonsang; Park, Noseong; Kim, Youngsok; Lee, Jinho

Enabling Hard Constraints in Differentiable Neural Network and Accelerator Co-Exploration Proceedings Article

In: Proceedings of the 59th ACM/IEEE Design Automation Conference, pp. 589–594, Association for Computing Machinery, San Francisco, California, 2022, ISBN: 9781450391429.

Abstract | Links | BibTeX

1869.

Ghosh, Arjun; Jana, Nanda Dulal; Mallik, Saurav; Zhao, Zhongming

Designing optimal convolutional neural network architecture using differential evolution algorithm Journal Article

In: Patterns, vol. 3, no. 9, pp. 100567, 2022, ISSN: 2666-3899.

Abstract | Links | BibTeX

1868.

Chen, Yantong; Bian, Shichang; Liu, Yang; Zhang, Zhongling

A novel method based on neural architecture search for Diptera insect classification on embedded devices Journal Article

In: Ecological Informatics, vol. 71, pp. 101791, 2022, ISSN: 1574-9541.

Abstract | Links | BibTeX

1867.

Vikashini, Vetha; Salam, Hanan; Nasir, Jauwairia; Bruno, Barbara; Celiktutan, Oya

Personalized Productive Engagement Recognition in Robot-Mediated Collaborative Learning Proceedings Article

In: 2022.

Abstract | Links | BibTeX

1866.

Shimizu, Shoma; Nishio, Takayuki; Saito, Shota; Hirose, Yoichi; Chen, Yen-Hsiu; Shirakawa, Shinichi

Neural Architecture Search for Improving Latency-Accuracy Trade-off in Split Computing Technical Report

2022.

Links | BibTeX

1865.

Yakovlev, Konstantin D.; Grebenkova, Olga S.; Bakhteev, Oleg Y.; Strijov, Vadim V.

Neural Architecture Search with Structure Complexity Control Proceedings Article

In: Burnaev, Evgeny; Ignatov, Dmitry I.; Ivanov, Sergei; Khachay, Michael; Koltsova, Olessia; Kutuzov, Andrei; Kuznetsov, Sergei O.; Loukachevitch, Natalia; Napoli, Amedeo; Panchenko, Alexander; Pardalos, Panos M.; Saramäki, Jari; Savchenko, Andrey V.; Tsymbalov, Evgenii; Tutubalina, Elena (Ed.): Recent Trends in Analysis of Images, Social Networks and Texts, pp. 207–219, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-15168-2.

Abstract | BibTeX

1864.

Xue, Boyang; Hu, Shoukang; Xu, Junhao; Geng, Mengzhe; Liu, Xunying; Meng, Helen

Bayesian Neural Network Language Modeling for Speech Recognition Journal Article

In: IEEE ACM Trans. Audio Speech Lang. Process., vol. 30, pp. 2900–2917, 2022.

Links | BibTeX

1863.

Yin, Benshun; Chen, Zhiyong; Tao, Meixia

Dynamic Data Collection and Neural Architecture Search for Wireless Edge Intelligence Systems Journal Article

In: IEEE Transactions on Wireless Communications, pp. 1-1, 2022.

Links | BibTeX

1862.

Han, Zhu; Hong, Danfeng; Gao, Lianru; Roy, Swalpa Kumar; Zhang, Bing; Chanussot, Jocelyn

Reinforcement Learning for Neural Architecture Search in Hyperspectral Unmixing Journal Article

In: IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022.

Links | BibTeX

1861.

Xu, Peng; Wang, Ke; Hassan, Mohammad Mehedi; Chen, Chien-Ming; Lin, Weiguo; Hassan, Md. Rafiul; Fortino, Giancarlo

Adversarial Robustness in Graph-Based Neural Architecture Search for Edge AI Transportation Systems Journal Article

In: IEEE Transactions on Intelligent Transportation Systems, pp. 1-10, 2022.

Links | BibTeX

1860.

Shvetsov, Egor; Osin, Dmitry; Zaytsev, Alexey; Koryakovskiy, Ivan; Buchnev, Valentin; Trofimov, Ilya; Burnaev, Evgeny

QuantNAS for super resolution: searching for efficient quantization-friendly architectures against quantization noise Technical Report

2022.

Links | BibTeX

1859.

Cotrim, Lucas P.; Barreira, Rodrigo A.; Santos, Ismael H. F.; Gomi, Edson S.; Costa, Anna Helena Reali; Tannuri, Eduardo Aoun

Neural Network Meta-Models for FPSO Motion Prediction From Environmental Data With Different Platform Loads Journal Article

In: IEEE Access, vol. 10, pp. 86558–86577, 2022.

Links | BibTeX

1858.

Zhang, Li Lyna; Homma, Youkow; Wang, Yujing; Wu, Min; Yang, Mao; Zhang, Ruofei; Cao, Ting; Shen, Wei

SwiftPruner: Reinforced Evolutionary Pruning for Efficient Ad Relevance Technical Report

2022.

Links | BibTeX

3157 entries « 26 of 64 »