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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.


2801 entries « 45 of 57 »

2020

601.

Jiang, Chenhan; Xu, Hang; Zhang, Wei; Liang, Xiaodan; Li, Zhenguo

SP-NAS - Serial-to-Parallel Backbone Search for Object Detection Proceedings Article

In: pp. 11860-11869, 2020.

Links | BibTeX

600.

Li, Ruoteng; Tan, Robby T; Cheong, Loong-Fah

All in One Bad Weather Removal Using Architectural Search Proceedings Article

In: pp. 3172-3182, 2020.

Links | BibTeX

599.

Lee, Eugene; Lee, Chen-Yi

NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks Technical Report

2020.

Links | BibTeX

598.

Ren, Pengzhen; Xiao, Yun; Chang, Xiaojun; Huang, Po-Yao; Li, Zhihui; Chen, Xiaojiang; Wang, Xin

A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Technical Report

2020.

Links | BibTeX

597.

Dai, Xiaoliang; Wan, Alvin; Zhang, Peizhao; Wu, Bichen; He, Zijian; Wei, Zhen; Chen, Kan; Tian, Yuandong; Yu, Matthew; Vajda, Peter; Gonzalez, Joseph E

FBNetV3 - Joint Architecture-Recipe Search using Neural Acquisition Function Technical Report

2020.

Links | BibTeX

596.

Krishna, Chepuri Shri; Gupta, Ashish; Rai, Himanshu; Narayan, Swarnim

Neural Architecture Search with Reinforce and Masked Attention Autoregressive Density Estimators Technical Report

2020.

Links | BibTeX

595.

Wistuba, Martin; Rawat, Ambrish; Pedapati, Tejaswini

Automation of Deep Learning - Theory and Practice Proceedings Article

In: pp. 5-6, 2020.

Links | BibTeX

594.

Calisto, Maria Baldeon G; Lai-Yuen, Susana K

AdaEn-Net - An ensemble of adaptive 2D-3D Fully Convolutional Networks for medical image segmentation Journal Article

In: vol. 126, pp. 76-94, 2020.

Links | BibTeX

593.

Wang, Yunhe; Xu, Yixing; Tao, Dacheng

DC-NAS - Divide-and-Conquer Neural Architecture Search Technical Report

2020.

Links | BibTeX

592.

Yang, Zhaohui; Wang, Yunhe; Tao, Dacheng; Chen, Xinghao; Guo, Jianyuan; Xu, Chunjing; Xu, Chao; Xu, Chang

HourNAS - Extremely Fast Neural Architecture Search Through an Hourglass Lens Proceedings Article

In: CVPR 2021, 2020.

Links | BibTeX

591.

Cassimon, Thomas; Vanneste, Simon; Bosmans, Stig; Mercelis, Siegfried; Hellinckx, Peter

Designing resource-constrained neural networks using neural architecture search targeting embedded devices Journal Article

In: vol. 12, pp. 100234, 2020.

Links | BibTeX

590.

Fan, Yang; Tian, Fei; Xia, Yingce; Qin, Tao; Li, Xiang-Yang; Liu, Tie-Yan

Searching Better Architectures for Neural Machine Translation Journal Article

In: vol. 28, pp. 1574-1585, 2020.

Links | BibTeX

589.

Chen, Yifang; Wang, Zheng; Wang, Jane Z; Kang, Xiangui

Automated Design of Neural Network Architectures With Reinforcement Learning for Detection of Global Manipulations Journal Article

In: vol. 14, no. 5, pp. 997-1011, 2020.

Links | BibTeX

588.

Zhu, Ning; Yu, Zekuan; Kou, Caixia

A New Deep Neural Architecture Search Pipeline for Face Recognition Journal Article

In: vol. 8, pp. 91303-91310, 2020.

Links | BibTeX

587.

Awad, Noor; Mallik, Neeratyoy; Hutter, Frank

Differential Evolution for Neural Architecture Search Technical Report

2020.

Links | BibTeX

586.

Broni-Bediako, Clifford; Murata, Yuki; Mormille, Luiz Henrique; Atsumi, Masayasu

Evolutionary NAS with Gene Expression Programming of Cellular Encoding Proceedings Article

In: pp. 2670-2676, 2020.

Links | BibTeX

585.

Rawal, Aditya; Lehman, Joel; Such, Felipe Petroski; Clune, Jeff; Stanley, Kenneth O

Synthetic Petri Dish - A Novel Surrogate Model for Rapid Architecture Search Technical Report

2020.

Links | BibTeX

584.

Kyriakides, George; Margaritis, Konstantinos G

An Introduction to Neural Architecture Search for Convolutional Networks Technical Report

2020.

Links | BibTeX

583.

Xu, Zhimin; Zuo, Si; Lam, Edmund Y; Lee, Byoungho; Chen, Ni

AutoSegNet - An Automated Neural Network for Image Segmentation Journal Article

In: vol. 8, pp. 92452-92461, 2020.

Links | BibTeX

582.

Li, Yuhang; Gong, Ruihao; Yu, Fengwei; Dong, Xin; Liu, Xianglong

DMS: Differentiable Dimension Search for Binary Neural Networks Technical Report

2020.

Links | BibTeX

581.

Guo, Ronghao; Lin, Chen; Li, Chuming; Tian, Keyu; Sun, Ming; Sheng, Lu; Yan, Junjie

Powering One-Shot Topological NAS with Stabilized Share-Parameter Proxy Proceedings Article

In: pp. 625-641, 2020.

Links | BibTeX

580.

Dai, Haixing; Ge, Fangfei; Li, Qing; Zhang, Wei; Liu, Tianming

Optimize CNN Model for FMRI Signal Classification Via Adanet-Based Neural Architecture Search Proceedings Article

In: pp. 1399-1403, 2020.

Links | BibTeX

579.

Zheng, Xiawu; Ji, Rongrong; Wang, Qiang; Ye, Qixiang; Li, Zhenguo; Tian, Yonghong; Tian, Qi

Rethinking Performance Estimation in Neural Architecture Search Proceedings Article

In: pp. 11353-11362, 2020.

Links | BibTeX

578.

Xia, Xin; Ding, Wenrui

HNAS - Hierarchical Neural Architecture Search on Mobile Devices Technical Report

2020.

Links | BibTeX

577.

Lyu, Zimeng; Karns, Joshua; ElSaid, AbdElRahman A; Desell, Travis

Improving Neuroevolution Using Island Extinction and Repopulation Technical Report

2020.

Links | BibTeX

576.

Radiuk, Pavlo; Hrypynska, Nadiia

A Framework for Exploring and Modelling Neural Architecture Search Methods Proceedings Article

In: pp. 1060-1074, 2020.

Links | BibTeX

575.

Chen, Weiwei; Wang, Ying; Yang, Shuang; Liu, Chen; Zhang, Lei

You Only Search Once - A Fast Automation Framework for Single-Stage DNN/Accelerator Co-design Proceedings Article

In: pp. 1283-1286, 2020.

Links | BibTeX

574.

Chen, Yi-Chen; Hsu, Jui-Yang; Lee, Cheng-Kuang; Lee, Hung-yi

DARTS-ASR - Differentiable Architecture Search for Multilingual Speech Recognition and Adaptation Proceedings Article

In: pp. 1803-1807, 2020.

Links | BibTeX

573.

Tang, Yehui; Wang, Yunhe; Xu, Yixing; Chen, Hanting; Shi, Boxin; Xu, Chao; Xu, Chunjing; Tian, Qi; Xu, Chang

A Semi-Supervised Assessor of Neural Architectures Proceedings Article

In: pp. 1807-1816, 2020.

Links | BibTeX

572.

Wang, Feifan; Biswal, Bharat

Neural Architecture Search for Gliomas Segmentation on Multimodal Magnetic Resonance Imaging Technical Report

2020.

Links | BibTeX

571.

Phan, Hai; Liu, Zechun; Huynh, Dang; Savvides, Marios; Cheng, Kwang-Ting; Shen, Zhiqiang

Binarizing MobileNet via Evolution-Based Searching Proceedings Article

In: pp. 13417-13426, 2020.

Links | BibTeX

570.

Panda, Rameswar; Merler, Michele; Jaiswal, Mayoore; Wu, Hui; Ramakrishnan, Kandan; Finkler, Ulrich; Chen, Chun-Fu; Cho, Minsik; Kung, David S; Feris, Rogério; Bhattacharjee, Bishwaranjan

NASTransfer - Analyzing Architecture Transferability in Large Scale Neural Architecture Search Technical Report

2020.

Links | BibTeX

569.

Yu, Zitong; Qin, Yunxiao; Xu, Xiaqing; Zhao, Chenxu; Wang, Zezheng; Lei, Zhen; Zhao, Guoying

Auto-Fas - Searching Lightweight Networks for Face Anti-Spoofing Proceedings Article

In: pp. 996-1000, 2020.

Links | BibTeX

568.

Fard, Farzaneh S; Rad, Arash; Tomar, Vikrant Singh

Nasil - Neural Architecture Search with Imitation Learning Proceedings Article

In: pp. 3972-3976, 2020.

Links | BibTeX

567.

Chu, Xiangxiang; Zhang, Bo; Li, Xudong

Noisy Differentiable Architecture Search Technical Report

2020.

Links | BibTeX

566.

Ding, Shaojin; Chen, Tianlong; Gong, Xinyu; Zha, Weiwei; Wang, Zhangyang

AutoSpeech - Neural Architecture Search for Speaker Recognition Proceedings Article

In: pp. 916-920, 2020.

Links | BibTeX

565.

Li, Yinqiao; Hu, Chi; Zhang, Yuhao; Xu, Nuo; Jiang, Yufan; Xiao, Tong; Zhu, Jingbo; Liu, Tongran; Li, Changliang

Learning Architectures from an Extended Search Space for Language Modeling Proceedings Article

In: pp. 6629-6639, 2020.

Links | BibTeX

564.

Zhuo, Li'an; Zhang, Baochang; Chen, Hanlin; Yang, Linlin; Chen, Chen; Zhu, Yanjun; Doermann, David S

CP-NAS - Child-Parent Neural Architecture Search for 1-bit CNNs Proceedings Article

In: pp. 1033-1039, 2020.

Links | BibTeX

563.

Wang, Bin; Xue, Bing; Zhang, Mengjie

Surrogate-assisted Particle Swarm Optimisation for Evolving Variable-length Transferable Blocks for Image Classification Technical Report

2020.

Links | BibTeX

562.

Alves, Jeovane Honório; de Oliveira, Lucas Ferrari

Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space - A Gene Expression Programming Approach Proceedings Article

In: pp. 1-8, 2020.

Links | BibTeX

561.

White, Colin; Nolen, Sam; Savani, Yash

Local Search is State of the Art for Neural Architecture Search Benchmarks Technical Report

2020.

Links | BibTeX

560.

Lee, Gihun; Bae, Sangmin; Oh, Jaehoon; Yun, Se-Young

SIPA - A Simple Framework for Efficient Networks Technical Report

2020.

Links | BibTeX

559.

Kyriakides, George; Margaritis, Konstantinos G

The effect of reduced training in neural architecture search Journal Article

In: vol. 32, no. 23, pp. 17321-17332, 2020.

Links | BibTeX

558.

Xiong, Yunyang; Liu, Hanxiao; Gupta, Suyog; Akin, Berkin; Bender, Gabriel; Kindermans, Pieter-Jan; Tan, Mingxing; Singh, Vikas; Chen, Bo

MobileDets - Searching for Object Detection Architectures for Mobile Accelerators Technical Report

2020.

Links | BibTeX

557.

Hu, Yiming; Liang, Yuding; Guo, Zichao; Wan, Ruosi; Zhang, Xiangyu; Wei, Yichen; Gu, Qingyi; Sun, Jian

Angle-Based Search Space Shrinking for Neural Architecture Search Proceedings Article

In: pp. 119-134, 2020.

Links | BibTeX

556.

Yu, Zitong; Li, Xiaobai; Niu, Xuesong; Shi, Jingang; Zhao, Guoying

AutoHR - A Strong End-to-End Baseline for Remote Heart Rate Measurement With Neural Searching Journal Article

In: vol. 27, pp. 1245-1249, 2020.

Links | BibTeX

555.

Yu, Zhou; Cui, Yuhao; Yu, Jun; Wang, Meng; Tao, Dacheng; Tian, Qi

Deep Multimodal Neural Architecture Search Proceedings Article

In: pp. 3743-3752, 2020.

Links | BibTeX

554.

Jordao, Artur; Akio, Fernando; Lie, Maiko; Schwartz, William Robson

Depth-Wise Neural Architecture Search Technical Report

2020.

Links | BibTeX

553.

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

Local Search is a Remarkably Strong Baseline for Neural Architecture Search Technical Report

2020.

Links | BibTeX

552.

Mozejko, Marcin; Latkowski, Tomasz; Treszczotko, Lukasz; Szafraniuk, Michal; Trojanowski, Krzysztof

Superkernel Neural Architecture Search for Image Denoising Proceedings Article

In: pp. 2002-2011, 2020.

Links | BibTeX

2801 entries « 45 of 57 »