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.


1147 entries « 4 of 23 »

2021

997.

Mundt, Martin; Pliushch, Iuliia; Ramesh, Visvanathan

Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Technical Report

, 2021.

Links | BibTeX

996.

Peter, David; Roth, Wolfgang; Pernkopf, Franz

End-to-end Keyword Spotting using Neural Architecture Search and Quantization Technical Report

, 2021.

Links | BibTeX

995.

Tashiro, Kyosuke; Takeda, Koji; Tanaka, Kanji; Tomoe, Hiroki

TaylorMade VDD: Domain-adaptive Visual Defect Detector for High-mix Low-volume Production of Non-convex Cylindrical Metal Objects Technical Report

, 2021.

Links | BibTeX

994.

Liu, Aoming; Huang, Zehao; Huang, Zhiwu; Wang, Naiyan

Direct Differentiable Augmentation Search Technical Report

, 2021.

Links | BibTeX

993.

Meng, Tianjian; Chen, Xiaohan; Jiang, Yifan; Wang, Zhangyang

A Design Space Study for LISTA and Beyond Inproceedings

International Conference on Learning Representations, 2021.

Links | BibTeX

992.

Wang, Chunnan; Chen, Bozhou; Li, Geng; Wang, Hongzhi

FL-AGCNS: Federated Learning Framework for Automatic Graph Convolutional Network Search Technical Report

, 2021.

Links | BibTeX

991.

Liu, Yukun; Li, Ta; Zhang, Pengyuan; Yan, Yonghong

Improved Conformer-based End-to-End Speech Recognition Using Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

990.

Yu, Kaicheng; é, Ren; Salzmann, Mathieu

Landmark Regularization: Ranking Guided Super-Net Training in Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

989.

Ge, Wanying; Panariello, Michele; Patino, Jose; Todisco, Massimiliano; Evans, Nicholas W D

Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection Technical Report

, 2021.

Links | BibTeX

988.

Liu, Hongying; Xu, Derong; Zhu, Tianwen; Shang, Fanhua; Liu, Yuanyuan; Lu, Jianhua; Yang, Ri

Graph Convolutional Networks by Architecture Search for PolSAR Image Classification Journal Article

Remote Sensing, 13 (7), 2021, ISSN: 2072-4292.

Abstract | Links | BibTeX

987.

Ganepola, Vayangi Vishmi Vishara; Wirasingha, Torin

Automating Generative Adversarial Networks using Neural Architecture Search: A Review Inproceedings

2021 International Conference on Emerging Smart Computing and Informatics (ESCI), pp. 577-582, 2021.

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986.

Zhang, Haichao; Hao, Kuangrong; Gao, Lei; -, Xue; Wei, Bing

Enhanced Gradient for Differentiable Architecture Search Technical Report

, 2021.

Links | BibTeX

985.

Wang, Hongbo ; Pan, Xingyu ; Fan, Lingyan ; Zhao, Shuofeng

Steganalysis of convolutional neural network based on neural architecture search Journal Article

Multimedia Systems, 2021.

Links | BibTeX

984.

Lu, Zexin; Xia, Wenjun; Huang, Yongqiang; Shan, Hongming; Chen, Hu; Zhou, Jiliu; Zhang, Yi

MANAS: Multi-Scale and Multi-Level Neural Architecture Search for Low-Dose CT Denoising Journal Article

CoRR, abs/2103.12995 , 2021.

Links | BibTeX

983.

Xia", "Yang Zhao" "Hai Min" "Yan-Xiang Chen Wei Jia" "Wei

2D and 3D Palmprint and Palm Vein Recognition Based on Neural Architecture Search Journal Article

International Journal of Automation and Computing, (IJAC-2021-01-01), pp. 1, 2021, ISSN: 1476-8186.

Links | BibTeX

982.

Lin, Yunfeng ; Li, Guilin ; Zhang, Xing ; Zhang, Weinan ; Chen, BO ; Tang, Ruiming ; Li, Zhenguo ; Feng, Jiashi ; Yu, YOng

ModularNAS: Towards Modularized and Reusable Neural Architecture Search Inproceedings

Proceedings of Machine Learning and Systems 3 pre-proceedings (MLSys 2021), 2021.

Links | BibTeX

981.

Wang, Rui; Wei, Zhihua; Ji, Shouling; Hong, Zhen

EfficientTDNN: Efficient Architecture Search for Speaker Recognition in the Wild Technical Report

, 2021.

Links | BibTeX

980.

Shi, Xian; Zhou, Pan; Chen, Wei; Xie, Lei

Darts-Conformer: Towards Efficient Gradient-Based Neural Architecture Search For End-to-End ASR Technical Report

, 2021.

Links | BibTeX

979.

Dong, Heyou; Chen, Dan; Zhang, Lei; Ke, Hengjin; Li, Xiaoli

Subject Sensitive EEG Discrimination with Fast Reconstructable CNN Driven by Reinforcement Learning: A Case Study of ASD Evaluation Journal Article

Neurocomputing, 2021, ISSN: 0925-2312.

Abstract | Links | BibTeX

978.

Ren, Pengzhen; Xiao, Gang; Chang, Xiaojun; Xiao, Yun; Li, Zhihui; Chen, Xiaojiang

NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Technical Report

, 2021.

Links | BibTeX

977.

Ottelander, Tom Den; Dushatskiy, Arkadiy; Virgolin, Marco; Bosman, Peter A N

Local Search is a Remarkably Strong Baseline for Neural Architecture Search Inproceedings

Ishibuchi, Hisao; Zhang, Qingfu; Cheng, Ran; Li, Ke; Li, Hui; Wang, Handing; Zhou, Aimin (Ed.): Evolutionary Multi-Criterion Optimization - 11th International Conference, EMO 2021, Shenzhen, China, March 28-31, 2021, Proceedings, pp. 465–479, Springer, 2021.

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976.

Ding, Mingyu; Huo, Yuqi; Lu, Haoyu; Yang, Linjie; Wang, Zhe; Lu, Zhiwu; Wang, Jingdong; Luo, Ping

Learning Versatile Neural Architectures by Propagating Network Codes Technical Report

, 2021.

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975.

Lankford, Séamus

Open-Source Neural Architecture Search with Ensemble and Pre-trained Networks Journal Article

International Journal of Modeling and Optimization, 11 (2), pp. 33-41, 2021.

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974.

White, Colin; Zela, Arber; Ru, Binxin; Liu, Yang; Hutter, Frank

How Powerful are Performance Predictors in Neural Architecture Search? Technical Report

, 2021.

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973.

ElSaid, AbdElRahman A; Karns, Joshua; Lyu, Zimeng; II, Alexander Ororbia G; Desell, Travis

Continuous Ant-Based Neural Topology Search Inproceedings

Castillo, Pedro A; e}, Juan Luis Jim{' (Ed.): Applications of Evolutionary Computation: 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Virtual Event, April 7--9, 2021, Proceedings, pp. 291, Springer Nature 2021.

Links | BibTeX

972.

Li, Yanxi ; Wen, Zean ; Wang Yunhe, ; Xu, Chang

One-shot Graph Neural Architecture Search with Dynamic Search Space Inproceedings

AAAI 2021, 2021.

Links | BibTeX

971.

Cai, Shaofei; Li, Liang; Deng, Jincan; Zhang, Beichen; Zha, Zheng-Jun; Su, Li; Huang, Qingming

Rethinking Graph Neural Network Search from Message-passing Technical Report

2021.

Links | BibTeX

970.

Liang, Y; Lu, L; Jin, Y; Xie, J; Huang, R; Zhang, J; Lin, W

An Efficient Hardware Design for Accelerating Sparse CNNs with NAS-based Models Journal Article

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-1, 2021.

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969.

Tan, Mingxing; Le, Quoc V

EfficientNetV2: Smaller Models and Faster Training Technical Report

, 2021.

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968.

Roberts, Nicholas; Khodak, Mikhail; Dao, Tri; Li, Liam; é, Christopher R; Talwalkar, Ameet

Rethinking Neural Operations for Diverse Tasks Technical Report

, 2021.

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967.

He, Yufan; Yang, Dong; Roth, Holger; Zhao, Can; Xu, Daguang

DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Technical Report

, 2021.

Links | BibTeX

966.

Prabakaran, B S; Akhtar, A; Rehman, S; Hasan, O; Shafique, M

BioNetExplorer: Architecture-Space Exploration of Bio-Signal Processing Deep Neural Networks for Wearables Journal Article

IEEE Internet of Things Journal, pp. 1-1, 2021.

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965.

Schmidgall, Samuel

Self-Constructing Neural Networks Through Random Mutation Technical Report

, 2021.

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964.

Guo, Shaopeng; Wang, Yujie; Yuan, Kun; Li, Quanquan

Differentiable Network Adaption with Elastic Search Space Technical Report

, 2021.

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963.

Zappella, Giovanni; Salinas, David; Archambeau, Cédric

A resource-efficient method for repeated HPO and NAS problems Technical Report

, 2021.

Links | BibTeX

962.

Wang, J; Zhao, J; An, J; Wang, D; Qiu, M

A Linear NAS Service of ConvNets for Fast Deployment in the Edge of 5G Networks Journal Article

IEEE Network, 35 (2), pp. 46-52, 2021.

Links | BibTeX

961.

Lee, Hayeon; Hyung, Eunyoung; Hwang, Sung Ju

Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Inproceedings

International Conference on Learning Representations, 2021.

Links | BibTeX

960.

Ding, Z; Chen, Y; Li, N; Zhao, D; Sun, Z; Chen, C L P

BNAS: Efficient Neural Architecture Search Using Broad Scalable Architecture Journal Article

IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2021.

Links | BibTeX

959.

Wang, Guangrun; Lin, Liang; Chen, Rongcong; Wang, Guangcong; Zhang, Jiqi

Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition Journal Article

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021.

Links | BibTeX

958.

-, Tien; -, Yi; Sze, Vivienne

NetAdaptV2: Efficient Neural Architecture Search with Fast Super-Network Training and Architecture Optimization Technical Report

, 2021.

Links | BibTeX

957.

Hu, Shoukang ; Xie, Xurong ; Liu, Shansong ; Cui, Mingyu ; Geng, Mengzhe ; Liu, Xunying ; Meng, Helen

Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Inproceedings

ICASSP2021, 2021.

Links | BibTeX

956.

Wang, X; Wang, X; Jin, L; Lv, R; Dai, B; He, M; Lv, T

Evolutionary Algorithm-Based and Network Architecture Search-Enabled Multiobjective Traffic Classification Journal Article

IEEE Access, 9 , pp. 52310-52325, 2021.

Links | BibTeX

955.

Huang, Yufang; Axsom, Kelly M; Lee, John; Subramanian, Lakshminarayanan; Zhang, Yiye

DICE: Deep Significance Clustering for Outcome-Aware Stratification Technical Report

2021.

Links | BibTeX

954.

Ma, Ailong; Wan, Yuting; Zhong, Yanfei; Wang, Junjue; Zhang, Liangpei

SceneNet: Remote sensing scene classification deep learning network using multi-objective neural evolution architecture search Technical Report

, 2021, ISSN: 0924-2716.

Links | BibTeX

953.

Yang, Hansi; Yao, Quanming; Kwok, James T

Tensorizing Subgraph Search in the Supernet Technical Report

, 2021.

Links | BibTeX

952.

Syed, Muhtadyuzzaman; Srinivasan, Arvind Akpuram

Generalized Latency Performance Estimation for Once-For-All Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

951.

Huang, Hanxun; Ma, Xingjun; Erfani, Sarah M; Bailey, James

Neural Architecture Search via Combinatorial Multi-Armed Bandit Technical Report

, 2021.

Links | BibTeX

950.

Tang, Tianqi; Yu, Xin; Dong, Xuanyi; Yang, Yi

Auto-Navigator: Decoupled Neural Architecture Search for Visual Navigation Technical Report

2021.

Links | BibTeX

949.

Zheng, Shuai; Wang, Yabin; Li, Baotong; Li, Xin

A Hardware-adaptive Deep Feature Matching Pipeline for Real-time 3D Reconstruction Journal Article

132 , pp. 102984, 2021.

Links | BibTeX

948.

Pham, Hieu; Le, Quoc V

AutoDropout - Learning Dropout Patterns to Regularize Deep Networks Technical Report

, 2021.

Links | BibTeX

1147 entries « 4 of 23 »