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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 « 47 of 85 »

2022

1936.

Hafner, Frank M.; Zeller, Matthias; Schutera, Mark; Abhau, Jochen; Kooij, Julian F. P.

BackboneAnalysis: Structured Insights into Compute Platforms from CNN Inference Latency Proceedings Article

In: 2022 IEEE Intelligent Vehicles Symposium (IV), pp. 1801-1809, 2022.

Links | BibTeX

1935.

Deng, Shuchao; Sun, Yanan; Galvan, Edgar

Neural Architecture Search Using Genetic Algorithm for Facial Expression Recognition Proceedings Article

In: Proceedings of the Genetic and Evolutionary Computation Conference Companion, pp. 423–426, Association for Computing Machinery, Boston, Massachusetts, 2022, ISBN: 9781450392686.

Abstract | Links | BibTeX

1934.

Deng, Shuchao; Sun, Yanan; Galvan, Edgar

Neural Architecture Search Using Genetic Algorithm for Facial Expression Recognition Proceedings Article

In: Proceedings of the Genetic and Evolutionary Computation Conference Companion, pp. 423–426, Association for Computing Machinery, Boston, Massachusetts, 2022, ISBN: 9781450392686.

Abstract | Links | BibTeX

1933.

Wang, Ye-Qun; Chen, Chun-Hua; Zhang, Jun; Zhan, Zhi-Hui

Dropout Topology-Assisted Bidirectional Learning Particle Swarm Optimization for Neural Architecture Search Proceedings Article

In: Proceedings of the Genetic and Evolutionary Computation Conference Companion, pp. 93–96, Association for Computing Machinery, Boston, Massachusetts, 2022, ISBN: 9781450392686.

Abstract | Links | BibTeX

1932.

Hadjadj, Lies; Deschamps, Alexis; Rauch, Edgar; Amini, Massih-Reza; Veron, Muriel; Louhichi, Sana

Neural Architecture Search for Transmission Electron Microscopy: Rapid Automation of Phase and Orientation Determination in TEM images Journal Article

In: Microscopy and Microanalysis, vol. 28, no. S1, pp. 3166–3169, 2022.

Links | BibTeX

1931.

Milesi, Alexandre; Futrega, Michal; Marcinkiewicz, Michal; Ribalta, Pablo

Brain Tumor Segmentation Using Neural Network Topology Search Proceedings Article

In: Crimi, Alessandro; Bakas, Spyridon (Ed.): Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, pp. 366–376, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-08999-2.

Abstract | Links | BibTeX

1930.

Wang, Qiang; Shi, Shaohuai; Zhao, Kaiyong; Chu, Xiaowen

EASNet: Searching Elastic and Accurate Network Architecture for Stereo Matching Proceedings Article

In: European Conference on Computer Vision, 2022.

Links | BibTeX

1929.

Noda, Yuhei; Saito, Shota; Shirakawa, Shinichi

Efficient Search of Multiple Neural Architectures with Different Complexities via Importance Sampling Technical Report

2022.

Links | BibTeX

1928.

Wu, Yushu; Gong, Yifan; Zhao, Pu; Li, Yanyu; Zhan, Zheng; Niu, Wei; Tang, Hao; Qin, Minghai; Ren, Bin; Wang, Yanzhi

Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution Technical Report

2022.

BibTeX

1927.

Äzarmehr, Neda; Shephard, Adam; Mahmood, Hanya; Rajpoot, Nasir; Khurram, Syed Ali"

A Neural Architecture Search Based Framework for Segmentation of Epithelium, Nuclei and Oral Epithelial Dysplasia Grading Proceedings Article

In: Yang, Guang; Aviles-Rivero, Angelica; Roberts, Michael; Schönlieb, Carola-Bibiane (Ed.): Medical Image Understanding and Analysis, pp. 357–370, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-12053-4.

Abstract | Links | BibTeX

1926.

Jing, Kun; Xu, Jungang; Li, Pengfei

Graph Masked Autoencoder Enhanced Predictor for Neural Architecture Search Proceedings Article

In: Raedt, Luc De (Ed.): Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI 2022, Vienna, Austria, 23-29 July 2022, pp. 3114–3120, ijcai.org, 2022.

Links | BibTeX

1925.

Noda, Yuhei; Saito, Shota; Shirakawa, Shinichi

Efficient Search of Multiple Neural Architectures with Different Complexities via Importance Sampling Technical Report

2022.

Links | BibTeX

1924.

Duggal, Rahul; Zhou, Hao; Yang, Shuo; Fang, Jun; Xiong, Yuanjun; Xia, Wei

Towards regression-free neural networks for diverse compute platforms Proceedings Article

In: ECCV 2022, 2022.

Links | BibTeX

1923.

Zhu, Guijing; Ma, Long; Fan, Xin; Liu, Risheng

Hierarchical Bilevel Learning with Architecture and Loss Search for Hadamard-based Image Restoration Proceedings Article

In: Raedt, Luc De (Ed.): Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI 2022, Vienna, Austria, 23-29 July 2022, pp. 1757–1764, ijcai.org, 2022.

Links | BibTeX

1922.

Jin, Guangyin; Li, Fuxian; Zhang, Jinlei; Wang, Mudan; Huang, Jincai

Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction Technical Report

2022.

Links | BibTeX

1921.

Liu, Zexiang; Li, Dong; Lu, Kaiyue; Qin, Zhen; Sun, Weixuan; Xu, Jiacheng; Zhong, Yiran

Neural Architecture Search on Efficient Transformers and Beyond Technical Report

2022.

BibTeX

1920.

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

1919.

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

1918.

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

1917.

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

1916.

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

1915.

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

1914.

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

1913.

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

1912.

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

1911.

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

1910.

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

1909.

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

1908.

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

1907.

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

1906.

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

1905.

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

1904.

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

1903.

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

Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation Technical Report

2022.

Links | BibTeX

1902.

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

1901.

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

1900.

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

1899.

Zhou, Tong; Ren, Shaolei; Xu, Xiaolin

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

2022.

Links | BibTeX

1898.

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

1897.

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

1896.

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

Differentiable Architecture Search with Random Features Technical Report

2022.

Links | BibTeX

1895.

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

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

2022.

Links | BibTeX

1894.

Yu, Zhewen; Bouganis, Christos-Savvas

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

2022.

Links | BibTeX

1893.

Liu, Jing; Cai, Jianfei; Zhuang, Bohan

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

2022.

Links | BibTeX

1892.

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

1891.

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

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

2022.

Links | BibTeX

1890.

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

1889.

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

1888.

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

1887.

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

4236 entries « 47 of 85 »