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.


4218 entries « 68 of 85 »

2020

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.

Links | BibTeX

867.

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

Neural Architecture Performance Prediction Using Graph Neural Networks Technical Report

2020.

Links | BibTeX

866.

Wrosz, Izajasz P

Neural Network Subgraphs Correlation with Trained Model Accuracy Proceedings Article

In: pp. 271-279, 2020.

Links | BibTeX

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.

Links | BibTeX

864.

Vidnerová, Petra; Procházka, Stepán; Neruda, Roman

Multiobjective Evolution for Convolutional Neural Network Architecture Search Proceedings Article

In: pp. 261-270, 2020.

Links | BibTeX

863.

Wang, Zhaowen; Zhang, Wei; Wang, Zhiming

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

2020.

Links | BibTeX

862.

Zhang, Yuge; Zhang, Quanlu; Yang, Yaming

How Does Supernet Help in Neural Architecture Search? Technical Report

2020.

Links | BibTeX

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.

Links | BibTeX

860.

Mi, Jian-Xun; Feng, Jie

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

In: pp. 128-139, 2020.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

852.

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

Direct Federated Neural Architecture Search Technical Report

2020.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

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.

Links | BibTeX

838.

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

AutoCLINT: The Winning Method in AutoCV Challenge 2019 Technical Report

2020.

Links | BibTeX

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

836.

Ponomarev, Evgeny; Matveev, Sergey A; Oseledets, Ivan V

LETI - Latency Estimation Tool and Investigation of Neural Networks inference on Mobile GPU Technical Report

2020.

Links | BibTeX

835.

Shao, Laëtitia; Moroz, Max; Eban, Elad; Movshovitz-Attias, Yair

Neighbourhood Distillation - On the benefits of non end-to-end distillation Technical Report

2020.

Links | BibTeX

834.

Yuan, Kun; Li, Quanquan; Chen, Dapeng; Zhou, Aojun; Yan, Junjie

Dynamic Graph - Learning Instance-aware Connectivity for Neural Networks Technical Report

2020.

Links | BibTeX

833.

Xu, Ju; Li, Mengzhang; Zhu, Zhanxing

Automatic Data Augmentation for 3D Medical Image Segmentation Proceedings Article

In: pp. 378-387, 2020.

Links | BibTeX

832.

Zhang, Tingting; Lan, Yushi; Song, Aiguo; Liu, Kun; Wang, Nan

Structural Combinatorial of Network Information System of Systems based on Evolutionary Optimization Method Technical Report

2020.

Links | BibTeX

831.

Gu, Yuchao; Liu, Yun; Yang, Yi; Wu, Yu-Huan; Lu, Shao-Ping; Cheng, Ming-Ming

DOTS - Decoupling Operation and Topology in Differentiable Architecture Search Proceedings Article

In: CVPR2021, 2020.

Links | BibTeX

830.

Wang, Haixia; Li, Rui; Chen, Xuan; Duan, Bin; Xiong, Linfewi; Yang, Xin; Fan, Haining; Ni, Dong

Remote Intelligent Assisted Diagnosis System for Hepatic Echinococcosis Technical Report

2020, ISBN: 978-3-030-60334-2.

Links | BibTeX

829.

Li, Qing; Zhang, Wei; Lv, Jinglei; Wu, Xia; Liu, Tianming

Neural Architecture Search for Optimization of Spatial-Temporal Brain Network Decomposition Technical Report

2020.

Links | BibTeX

828.

Ferianc, Martin; Fan, Hongxiang; Rodrigues, Miguel

VINNAS: Variational Inference-based Neural Network Architecture Search Technical Report

2020.

Links | BibTeX

827.

Liu, Zuhao; Wang, Huan; Zhang, Shaoting; Wang, Guotai; Qi, Jin

NAS-SCAM: Neural Architecture Search-Based Spatial and Channel Joint Attention Module for Nuclei Semantic Segmentation and Classification Technical Report

2020, ISBN: 978-3-030-59710-8.

Links | BibTeX

826.

Xiao, Bin; He, Naying; Wang, Qian; Xue, Zhong; Chen, Lei; Yan, Fuhua; Shi, Feng; Shen, Dinggang

Joint Appearance-Feature Domain Adaptation: Application to QSM Segmentation Transfer Technical Report

2020, ISBN: 978-3-030-59861-7.

Links | BibTeX

825.

Zhu, Yanming; Meijering, Erik

Neural Architecture Search for Microscopy Cell Segmentation Technical Report

Cham, 2020, ISBN: 978-3-030-59861-7.

Links | BibTeX

824.

Chen, Jie; Huang, Haozhe; Peng, Jian; Zhu, Jiawei; Chen, Li; Li, Wenbo; Sun, Binyu; Li, Haifeng

Convolution Neural Network Architecture Learning for Remote Sensing Scene Classification Technical Report

2020.

Links | BibTeX

823.

Evans, Nicholas; Plested, Jo; Gedeon, Tom

Exploring the Correlation Between Random Convolutional Architectures and the Trained Equivalent Proceedings Article

In: pp. 1-6, 2020.

Links | BibTeX

822.

Zhu, Hui; An, Zhulin; Yang, Chuanguang; Hu, Xiaolong; Xu, Kaiqiang; Xu, Yongjun

Efficient Search for the Number of Channels for Convolutional Neural Networks Proceedings Article

In: pp. 1-8, 2020.

Links | BibTeX

821.

Li, Nannan; Chen, Yaran; Ding, Zixiang; Zhao, Dongbin

Shift-Invariant Convolutional Network Search Proceedings Article

In: pp. 1-7, 2020.

Links | BibTeX

820.

Jing, Weipeng; Ren, Quanlin; Zhou, Jun; Song, Houbing

AutoRSISC - Automatic design of neural architecture for remote sensing image scene classification Journal Article

In: vol. 140, pp. 186-192, 2020.

Links | BibTeX

819.

Liu, Haiyang; Zhang, Cheng

Reinforcement Learning based Neural Architecture Search for Audio Tagging Proceedings Article

In: pp. 1-8, 2020.

Links | BibTeX

4218 entries « 68 of 85 »