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.


4236 entries « 68 of 85 »

2020

886.

Wei, Jiahong; Fan, Zhun

Genetic U-Net - Automatically Designing Lightweight U-shaped CNN Architectures Using the Genetic Algorithm for Retinal Vessel Segmentation Technical Report

2020.

Links | BibTeX

885.

Han, Kai; Wang, Yunhe; Zhang, Qiulin; Zhang, Wei; Xu, Chunjing; Zhang, Tong

Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets Technical Report

2020.

Links | BibTeX

884.

Zhang, Yongan; Fu, Yonggan; Jiang, Weiwen; Li, Chaojian; You, Haoran; Li, Meng; Chandra, Vikas; Lin, Yingyan

DNA - Differentiable Network-Accelerator Co-Search Technical Report

2020.

Links | BibTeX

883.

Celik, Bilge; Vanschoren, Joaquin

Adaptation Strategies for Automated Machine Learning on Evolving Data Technical Report

2020.

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882.

Zhang, Miao; Li, Huiqi; Pan, Shirui; Chang, Xiaojun; Ge, Zongyuan; Su, Steven W

Differentiable Neural Architecture Search in Equivalent Space with Exploration Enhancement Proceedings Article

In: 2020.

Links | BibTeX

881.

Li, Ting; Zhang, Junbo; Bao, Kainan; Liang, Yuxuan; Li, Yexin; Zheng, Yu

AutoST - Efficient Neural Architecture Search for Spatio-Temporal Prediction Proceedings Article

In: pp. 794-802, 2020.

Links | BibTeX

880.

Mühling, Markus; Franz, Jakob; Korfhage, Nikolaus; Freisleben, Bernd

Bird Species Recognition via Neural Architecture Search Proceedings Article

In: 2020.

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879.

Sukthanker, Rhea Sanjay; Huang, Zhiwu; Kumar, Suryansh; Endsjo, Erik Goron; Wu, Yan; Gool, Luc Van

Neural Architecture Search of SPD Manifold Networks Technical Report

2020.

Links | BibTeX

878.

Ahmad, Mobeen; Abdullah, Muhammad; Moon, Hyeonjoon; Yoo, Seong Joon; Han, Dongil

Image Classification Based on Automatic Neural Architecture Search Using Binary Crow Search Algorithm Journal Article

In: vol. 8, pp. 189891-189912, 2020.

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877.

Liberis, Edgar; Dudziak, Lukasz; Lane, Nicholas D

μNAS - Constrained Neural Architecture Search for Microcontrollers Technical Report

2020.

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876.

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

Task-Aware Neural Architecture Search Technical Report

2020.

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875.

Bae, Juhan; Grosse, Roger B

Delta-STN - Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians Proceedings Article

In: 2020.

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874.

Cheng, Xuelian; Zhong, Yiran; Harandi, Mehrtash; Dai, Yuchao; Chang, Xiaojun; Li, Hongdong; Drummond, Tom; Ge, Zongyuan

Hierarchical Neural Architecture Search for Deep Stereo Matching Proceedings Article

In: 2020.

Links | BibTeX

873.

Guo, Hongwei; Zhuang, Xiaoying; Liang, Dawei; Rabczuk, Timon

Stochastic groundwater flow analysis in heterogeneous aquifer with modified neural architecture search (NAS) based physics-informed neural networks using transfer learning Technical Report

2020.

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872.

Banbury, Colby R; Zhou, Chuteng; Fedorov, Igor; Navarro, Ramon Matas; Thakker, Urmish; Gope, Dibakar; Reddi, Vijay Janapa; Mattina, Matthew; Whatmough, Paul N

MicroNets - Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers Technical Report

2020.

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871.

Zhang, Yikang; Zhang, Jian; Zhong, Zhao

AutoBSS - An Efficient Algorithm for Block Stacking Style Search Proceedings Article

In: 2020.

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870.

Yu, Kaicheng; Ranftl, René; Salzmann, Mathieu

How to Train Your Super-Net - An Analysis of Training Heuristics in Weight-Sharing NAS Technical Report

2020.

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869.

Moser, Brian B; Raue, Federico; Hees, Jörn; Dengel, Andreas

DartsReNet - Exploring New RNN Cells in ReNet Architectures Proceedings Article

In: pp. 850-861, 2020.

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868.

Khawar, Farhan; Hang, Xu; Tang, Ruiming; Liu, Bin; Li, Zhenguo; He, Xiuqiang

AutoFeature - Searching for Feature Interactions and Their Architectures for Click-through Rate Prediction Proceedings Article

In: pp. 625-634, 2020.

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867.

Lukasik, Jovita; Friede, David; Stuckenschmidt, Heiner; Keuper, Margret

Neural Architecture Performance Prediction Using Graph Neural Networks Technical Report

2020.

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866.

Wrosz, Izajasz P

Neural Network Subgraphs Correlation with Trained Model Accuracy Proceedings Article

In: pp. 271-279, 2020.

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865.

Zhang, Nan; Wang, Jianzong; Yang, Jian; Qu, Xiaoyang; Xiao, Jing

Multi-objective Cuckoo Algorithm for Mobile Devices Network Architecture Search Proceedings Article

In: pp. 312-324, 2020.

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864.

Vidnerová, Petra; Procházka, Stepán; Neruda, Roman

Multiobjective Evolution for Convolutional Neural Network Architecture Search Proceedings Article

In: pp. 261-270, 2020.

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863.

Wang, Zhaowen; Zhang, Wei; Wang, Zhiming

G-DARTS-A - Groups of Channel Parallel Sampling with Attention Technical Report

2020.

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862.

Zhang, Yuge; Zhang, Quanlu; Yang, Yaming

How Does Supernet Help in Neural Architecture Search? Technical Report

2020.

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861.

Kundu, Souvik; Nazemi, Mahdi; Pedram, Massoud; Chugg, Keith M; Beerel, Peter A

Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks Technical Report

2020.

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860.

Mi, Jian-Xun; Feng, Jie

SharedNet - A Novel Efficient Convolutional Architecture Based on Group Sharing Convolution Proceedings Article

In: pp. 128-139, 2020.

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859.

Chen, Yuan; Wang, Junyan

A Novel Multi-class Classification Framework Based on Local OVR Deep Neural Network Proceedings Article

In: pp. 48:1-48:6, 2020.

Links | BibTeX

858.

Tang, Yanxi; Wang, Jianzong; Qu, Xiaoyang; Zhang, Nan; Xiao, Jing

D-GHNAS for Joint Intent Classification and Slot Filling Proceedings Article

In: pp. 794-807, 2020.

Links | BibTeX

857.

Chen, Yiren; Yang, Yaming; Sun, Hong; Wang, Yujing; Xu, Yu; Shen, Wei; Zhou, Rong; Tong, Yunhai; Bai, Jing; Zhang, Ruofei

AutoADR - Automatic Model Design for Ad Relevance Proceedings Article

In: pp. 2365-2372, 2020.

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856.

Faria, Matheus Prado Prandini; da Julia, Rita Maria Silva; Tomaz, Lidia Bononi Paiva

Improving FIFA Player Agents Decision-Making Architectures Based on Convolutional Neural Networks Through Evolutionary Techniques Proceedings Article

In: pp. 371-386, 2020.

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855.

Garcia-López, Javier; Agudo-Martínez, Antonio; Moreno-Noguer, Francesc

E-DNAS: Differentiable Neural Architecture Search for Embedded Systems Technical Report

2020.

Links | BibTeX

854.

Zhang, Haoyuan; Hou, Yonghong; Wang, Pichao; Guo, Zihui; Li, Wanqing

SAR-NAS - Skeleton-based action recognition via neural architecture searching Journal Article

In: vol. 73, pp. 102942, 2020.

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853.

Zhou, Yiyi; Ji, Rongrong; Sun, Xiaoshuai; Luo, Gen; Hong, Xiaopeng; Su, Jinsong; Ding, Xinghao; Shao, Ling

K-armed Bandit based Multi-Modal Network Architecture Search for Visual Question Answering Proceedings Article

In: pp. 1245-1254, 2020.

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852.

Garg, Anubhav; Saha, Amit Kumar; Dutta, Debo

Direct Federated Neural Architecture Search Technical Report

2020.

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851.

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

ISTA-NAS - Efficient and Consistent Neural Architecture Search by Sparse Coding Proceedings Article

In: 2020.

Links | BibTeX

850.

Ru, Binxin; Lyle, Clare; Schut, Lisa; van der Wilk, Mark; Gal, Yarin

Revisiting the Train Loss - an Efficient Performance Estimator for Neural Architecture Search Technical Report

2020.

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849.

Wang, Qifei; Ke, Junjie; Greaves, Joshua; Chu, Grace; Bender, Gabriel; Sbaiz, Luciano; Go, Alec; Howard, Andrew; Yang, Feng; Yang, Ming-Hsuan; Gilbert, Jeff; Milanfar, Peyman

Multi-path Neural Networks for On-device Multi-domain Visual Classification Technical Report

2020.

Links | BibTeX

848.

Lukasik, Jovita; Friede, David; Zela, Arber; Stuckenschmidt, Heiner; Hutter, Frank; Keuper, Margret

Smooth Variational Graph Embeddings for Efficient Neural Architecture Search Technical Report

2020.

Links | BibTeX

847.

Shen, Mingzhu; Liang, Feng; Li, Chuming; Lin, Chen; Sun, Ming; Yan, Junjie; Ouyang, Wanli

Once Quantized for All - Progressively Searching for Quantized Efficient Models Technical Report

2020.

Links | BibTeX

846.

Kim, Jihwan; Wang, Jisung; Kim, Sangki; Lee, Yeha

Evolved Speech-Transformer - Applying Neural Architecture Search to End-to-End Automatic Speech Recognition Proceedings Article

In: pp. 1788-1792, 2020.

Links | BibTeX

845.

Bao, Qian; Liu, Wu; Hong, Jun; Duan, Lingyu; Mei, Tao

Pose-native Network Architecture Search for Multi-person Human Pose Estimation Proceedings Article

In: pp. 592-600, 2020.

Links | BibTeX

844.

Cai, Xing; Zhang, Lanqing; Li, Chengyuan; Li, Ge; Li, Thomas H

VONAS - Network Design in Visual Odometry using Neural Architecture Search Proceedings Article

In: pp. 727-735, 2020.

Links | BibTeX

843.

MacLaughlin, Ansel; Dhamala, Jwala; Kumar, Anoop; Venkatapathy, Sriram; Venkatesan, Ragav; Gupta, Rahul

Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks Proceedings Article

In: pp. 22-31, 2020.

Links | BibTeX

842.

Guo, Zichao; Zhang, Xiangyu; Mu, Haoyuan; Heng, Wen; Liu, Zechun; Wei, Yichen; Sun, Jian

Single Path One-Shot Neural Architecture Search with Uniform Sampling Proceedings Article

In: pp. 544-560, 2020.

Links | BibTeX

841.

Li, Yonggang; Zhou, Yafeng; Wang, Yongtao; Tang, Zhi

PD-DARTS - Progressive Discretization Differentiable Architecture Search Proceedings Article

In: pp. 306-311, 2020.

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840.

Ding, Yuhui; Yao, Quanming; Zhang, Tong

Propagation Model Search for Graph Neural Networks Technical Report

2020.

Links | BibTeX

839.

Fayyazifar, Najmeh

An Accurate CNN Architecture For Atrial Fibrillation Detection Using Neural Architecture Search Proceedings Article

In: pp. 1135-1139, 2020.

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838.

Baek, Woonhyuk; Kim, Ildoo; Kim, Sungwoong; Lim, Sungbin

AutoCLINT: The Winning Method in AutoCV Challenge 2019 Technical Report

2020.

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837.

Liu, Shikun; Lin, Zhe; Wang, Yilin; Zhang, Jianming; Perazzi, Federico; Johns, Edward

Shape Adaptor - A Learnable Resizing Module Proceedings Article

In: pp. 661-677, 2020.

Links | BibTeX

4236 entries « 68 of 85 »