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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.


4189 entries « 47 of 84 »

2022

1889.

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

1888.

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

1887.

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

1886.

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

1885.

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

1884.

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

1883.

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

SONAR: Joint Architecture and System Optimization Search Technical Report

2022.

Links | BibTeX

1882.

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

1881.

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

1880.

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

1879.

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

1878.

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

1877.

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

1876.

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

1875.

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

1874.

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

1873.

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

1872.

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

1871.

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

1870.

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

1869.

Liang, Jingkang; Liao, Yixiao; Chen, Zhuyun; Lin, Huibin; Jin, Gang; Gryllias, Konstantinos; Li, Weihua

Intelligent fault diagnosis of rotating machinery using lightweight network with modified tree-structured parzen estimators Journal Article

In: IET Collaborative Intelligent Manufacturing, vol. 4, no. 3, pp. 194-207, 2022.

Abstract | Links | BibTeX

1868.

Mandal, Murari; Meedimale, Yashwanth Reddy; Reddy, M. Satish Kumar; Vipparthi, Santosh Kumar

Neural Architecture Search for Image Dehazing Journal Article

In: IEEE Transactions on Artificial Intelligence, pp. 1-11, 2022.

Links | BibTeX

1867.

Zoljodi, Ali; Loni, Mohammad; Abadijou, Sadegh; Alibeigi, Mina; Daneshtalab, Masoud

3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane Detection Proceedings Article

In: Pimenidis, Elias; Angelov, Plamen; Jayne, Chrisina; Papaleonidas, Antonios; Aydin, Mehmet (Ed.): Ärtificial Neural Networks and Machine Learning -- ICANN 2022", pp. 404–415, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-15919-0.

Abstract | BibTeX

1866.

Zhang, Pingjian; Liu, Yuankai

NAS4FBP: Facial Beauty Prediction Based on Neural Architecture Search Proceedings Article

In: Pimenidis, Elias; Angelov, Plamen; Jayne, Chrisina; Papaleonidas, Antonios; Aydin, Mehmet (Ed.): Ärtificial Neural Networks and Machine Learning -- ICANN 2022", pp. 225–236, Springer Nature Switzerland, Cham, 2022, ISBN: 978-3-031-15934-3.

Abstract | BibTeX

1865.

Silva, André Ramos Fernandes Da; Pavelski, Lucas Marcondes; Júnior, Luiz Alberto Queiroz Cordovil; Gomes, Paulo Henrique De Oliveira; Azevedo, Layane Menezes; Junior, Francisco Erivaldo Fernandes

An evolutionary search algorithm for efficient ResNet-based architectures: a case study on gender recognition Proceedings Article

In: 2022 IEEE Congress on Evolutionary Computation (CEC), pp. 1-10, 2022.

Links | BibTeX

1864.

Ivanovic, Milos; Simic, Visnja

Efficient evolutionary optimization using predictive auto-scaling in containerized environment Journal Article

In: Applied Soft Computing, vol. 129, pp. 109610, 2022, ISSN: 1568-4946.

Abstract | Links | BibTeX

1863.

Huang, Hai; Zhang, Zhikun; Shen, Yun; Backes, Michael; Li, Qi; Zhang, Yang

On the Privacy Risks of Cell-Based NAS Architectures Proceedings Article

In: 022 ACM SIGSAC Conference on Computer and Communications Security, 2022.

Links | BibTeX

1862.

Rakaraddi, Appan; Lam, Siew Kei; Pratama, Mahardhika; Carvalho, Marcus

Reinforced Continual Learning for Graphs Technical Report

2022.

Links | BibTeX

1861.

Wang, Lanfei; Xie, Lingxi; Zhao, Kaili; Guo, Jun; Tian, Qi

Regularized Differentiable Architecture Search Journal Article

In: IEEE Embedded Systems Letters, pp. 1-1, 2022.

Links | BibTeX

1860.

Al-Sabri, Raeed; Gao, Jianliang; Chen, Jiamin; Oloulade, Babatounde Moctard; Lyu, Tengfei

Multi-View Graph Neural Architecture Search for Biomedical Entity and Relation Extraction Journal Article

In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, pp. 1-13, 2022.

Links | BibTeX

1859.

Wu, Binyi; Waschneck, Bernd; Mayr, Christian

Neural Architecture Search for Low-Precision Neural Networks Proceedings Article

In: Pimenidis, Elias; Angelov, Plamen; Jayne, Chrisina; Papaleonidas, Antonios; Aydin, Mehmet (Ed.): Ärtificial Neural Networks and Machine Learning -- ICANN 2022", pp. 743–755, Springer Nature Switzerland, Cham, 2022, ISBN: 978-3-031-15937-4.

Abstract | BibTeX

1858.

Wang, Yu; Li, Yansheng; Chen, Wei; Li, Yunzhou; Dang, Bo

DNAS: Decoupling Neural Architecture Search for High-Resolution Remote Sensing Image Semantic Segmentation Journal Article

In: Remote Sensing, vol. 14, no. 16, pp. 3864, 2022, (Copyright - © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License; Last updated - 2022-08-25).

Abstract | Links | BibTeX

1857.

Falanti, Andrea; Lomurno, Eugenio; Samele, Stefano; Ardagna, Danilo; Matteucci, Matteo

POPNASv2: An Efficient Multi-Objective Neural Architecture Search Technique Proceedings Article

In: International Joint Conference on Neural Networks, IJCNN 2022, Padua, Italy, July 18-23, 2022, pp. 1–8, IEEE, 2022.

Links | BibTeX

1856.

He, Chunmao; Zhang, Lingyun; Huang, Songqing; Zhang, Pingjian

A Differentiable Architecture Search Approach for Few-Shot Image Classification Proceedings Article

In: Pimenidis, Elias; Angelov, Plamen; Jayne, Chrisina; Papaleonidas, Antonios; Aydin, Mehmet (Ed.): Ärtificial Neural Networks and Machine Learning -- ICANN 2022", pp. 521–532, Springer Nature Switzerland, Cham, 2022, ISBN: 978-3-031-15937-4.

Abstract | BibTeX

1855.

Zhao, Yunfeng; Ferguson, Stuart; Zhou, Huiyu; Rafferty, Karen

Representing Camera Response Function by a Single Latent Variable and Fully Connected Neural Network Technical Report

2022.

Links | BibTeX

1854.

Gerum, Christoph; Frischknecht, Adrian; Hald, Tobias; Bernardo, Paul Palomero; Lübeck, Konstantin; Bringmann, Oliver

Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices Technical Report

2022.

Links | BibTeX

1853.

Qin, Zidi; Liu, Yang; He, Qing; Ao, Xiang

Explainable Graph-based Fraud Detection via Neural Meta-graph Search Proceedings Article

In: CIKM2022, 2022.

BibTeX

1852.

Zhang, Hui; Yao, Quanming; Kwok, James T.; Bai, Xiang

Searching a High Performance Feature Extractor for Text Recognition Network Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-15, 2022.

Links | BibTeX

1851.

Kim, Do-Guk; Lee, Heung-Chang

Proxyless Neural Architecture Adaptation at Once Journal Article

In: IEEE Access, vol. 10, pp. 99745–99753, 2022.

Links | BibTeX

1850.

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

Evolutionary Multi-objective Architecture Search Framework: Application to COVID-19 3D CT Classification Proceedings Article

In: Wang, Linwei; Dou, Qi; Fletcher, P. Thomas; Speidel, Stefanie; Li, Shuo (Ed.): Medical Image Computing and Computer Assisted Intervention -- MICCAI 2022, pp. 560–570, Springer Nature Switzerland, Cham, 2022, ISBN: 978-3-031-16431-6.

Abstract | BibTeX

1849.

Akhauri, Yash; Munoz, J. Pablo; Jain, Nilesh; Iyer, Ravi

Evolving Zero Cost Proxies For Neural Architecture Scoring Technical Report

2022.

Links | BibTeX

1848.

Hakim, Tal

NAAP-440 Dataset and Baseline for Neural Architecture Accuracy Prediction Technical Report

2022.

Links | BibTeX

1847.

Zhu, Zhenyu; Liu, Fanghui; Chrysos, Grigorios G.; Cevher, Volkan

Generalization Properties of NAS under Activation and Skip Connection Search Technical Report

2022.

Links | BibTeX

1846.

Hu, Xiaobin; Shen, Ruolin; Luo, Donghao; Tai, Ying; Wang, Chengjie; Menze, Bjoern H.

AutoGAN-Synthesizer: Neural Architecture Search for Cross-Modality MRI Synthesis Proceedings Article

In: Wang, Linwei; Dou, Qi; Fletcher, P. Thomas; Speidel, Stefanie; Li, Shuo (Ed.): Medical Image Computing and Computer Assisted Intervention -- MICCAI 2022, pp. 397–409, Springer Nature Switzerland, Cham, 2022, ISBN: 978-3-031-16446-0.

Abstract | Links | BibTeX

1845.

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

LightNAS: On Lightweight and Scalable Neural Architecture Search for Embedded Platforms Journal Article

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

Links | BibTeX

1844.

Peng, Hongwu; Zhou, Shanglin; Luo, Yukui; Duan, Shijin; Xu, Nuo; Ran, Ran; Huang, Shaoyi; Wang, Chenghong; Geng, Tong; Li, Ang; Wen, Wujie; Xu, Xiaolin; Ding, Caiwen

PolyMPCNet: Towards ReLU-free Neural Architecture Search in Two-party Computation Based Private Inference Technical Report

2022.

Links | BibTeX

1843.

Minglong, Xue; Jian, Li; Qingli, Luo

Height Estimation from a Single SAR Image by Depth-Aware Proxyless Neural Architecture Search Proceedings Article

In: 2022 7th International Conference on Signal and Image Processing (ICSIP), pp. 632-636, 2022.

Links | BibTeX

1842.

Phan, Quan Minh; Luong, Ngoc Hoang

TF-MOPNAS: Training-free Multi-objective Pruning-Based Neural Architecture Search Proceedings Article

In: Nguyen, Ngoc Thanh; Manolopoulos, Yannis; Chbeir, Richard; Kozierkiewicz, Adrianna; Trawiński, Bogdan (Ed.): Computational Collective Intelligence, pp. 297–310, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-16014-1.

Abstract | BibTeX

1841.

Eslami, Saeedeh; Monsefi, Reza; Akbari, Mohammad

Learning a Unified Latent Space for NAS: Toward Leveraging Structural and Symbolic Information Journal Article

In: IEEE Access, vol. 10, pp. 102945–102956, 2022.

Links | BibTeX

1840.

Louati, Hassen; Louati, Ali; Bechikh, Slim; Said, Lamjed Ben

Design and Compression Study for Convolutional Neural Networks Based on Evolutionary Optimization for Thoracic X-Ray Image Classification Proceedings Article

In: Nguyen, Ngoc Thanh; Manolopoulos, Yannis; Chbeir, Richard; Kozierkiewicz, Adrianna; Trawiński, Bogdan (Ed.): Computational Collective Intelligence, pp. 283–296, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-16014-1.

Abstract | BibTeX

4189 entries « 47 of 84 »