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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.


1239 entries « 2 of 25 »

2021

1189.

Luo, Xiangzhong; Liu, Di; Huai, Shuo; Liu, Weichen

HSCoNAS: Hardware-Software Co-Design of Efficient DNNs via Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1188.

Wu, Xuan; Zhang, Xiuyi; Jia, Linhan; Chen, Liang; Liang, Yanchun; Zhou, You; Wu, Chunguo

Neural Architecture Search based on Cartesian Genetic Programming Coding Method Technical Report

, 2021.

Links | BibTeX

1187.

Gracheva, Ekaterina

Trainless Model Performance Estimation for Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1186.

Choi, Kwanghee; Choe, Minyoung; Lee, Hyelee

Pretraining Neural Architecture Search Controllers with Locality-based Self-Supervised Learning Technical Report

, 2021.

Links | BibTeX

1185.

Ban, Hao; Xie, Pengtao

Interleaving Learning, with Application to Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1184.

Liu, Xiaobo; Zhang, Chaochao; Cai, Zhihua; Yang, Jianfeng; Zhou, Zhilang; Gong, Xin

Continuous Particle Swarm Optimization-Based Deep Learning Architecture Search for Hyperspectral Image Classification Journal Article

Remote Sensing, 13 (6), 2021, ISSN: 2072-4292.

Abstract | Links | BibTeX

1183.

Zhang, Shi-Xin; Hsieh, Chang-Yu; Zhang, Shengyu; Yao, Hong

Neural Predictor based Quantum Architecture Search Technical Report

2021.

Links | BibTeX

1182.

Cao, Shengcao; Wang, Xiaofang; Kitani, Kris

Efficient Model Performance Estimation via Feature Histories Technical Report

, 2021.

Links | BibTeX

1181.

Liang, Tingting; Wang, Yongtao; Tang, Zhi; Hu, Guosheng; Ling, Haibin

OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection Technical Report

2021.

Links | BibTeX

1180.

Zhang, Kaiyu; Chen, Jinglong; He, Shuilong; Xu, Enyong; Li, Fudong; Zhou, Zitong

Differentiable neural architecture search augmented with pruning and multi-objective optimization for time-efficient intelligent fault diagnosis of machinery Journal Article

Mechanical Systems and Signal Processing, 158 , pp. 107773, 2021, ISSN: 0888-3270.

Abstract | Links | BibTeX

1179.

Chen, Yaofo; Guo, Yong; Chen, Qi; Li, Minli; Wang, Yaowei; Zeng, Wei; Tan, Mingkui

Contrastive Neural Architecture Search with Neural Architecture Comparators Inproceedings

CVPR2021, 2021.

Links | BibTeX

1178.

Javeri, Indrajeet Y; Toutiaee, Mohammadhossein; Arpinar, Ismailcem B; Miller, Tom W; Miller, John A

Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML Technical Report

2021.

Links | BibTeX

1177.

Guo, Qingbei; Wu, Xiao-Jun; Kittler, Josef; Feng, Zhiquan

Differentiable Neural Architecture Learning for Efficient Neural Network Design Technical Report

2021.

Links | BibTeX

1176.

Liu, Luyan; Wen, Zhiwei; Liu, Songwei; Zhou, Hong-Yu; Zhu, Hongwei; Xie, Weicheng; Shen, Linlin; Ma, Kai; Zheng, Yefeng

MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures Technical Report

2021.

Links | BibTeX

1175.

Zhang, Ziwei; Wang, Xin; Zhu, Wenwu

Automated Machine Learning on Graphs: A Survey Technical Report

2021.

Links | BibTeX

1174.

Jeong, Wonyong; Lee, Hayeon; Park, Gun; Hyung, Eunyoung; Baek, Jinheon; Hwang, Sung Ju

Task-Adaptive Neural Network Retrieval with Meta-Contrastive Learning Technical Report

2021.

Links | BibTeX

1173.

Guo, Yong; Chen, Yaofo; Zheng, Yin; Chen, Qi; Zhao, Peilin; Chen, Jian; Huang, Junzhou; Tan, Mingkui

Pareto-Frontier-aware Neural Architecture Generation for Diverse Budgets Technical Report

2021.

Links | BibTeX

1172.

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

Neural Architecture Search From Task Similarity Measure Technical Report

2021.

Links | BibTeX

1171.

Xie, Guoyang; Wang, Jinbao; Yu, Guo; Zheng, Feng; Jin, Yaochu

Tiny Adversarial Mulit-Objective Oneshot Neural Architecture Search Technical Report

2021.

Links | BibTeX

1170.

Zhang, T; Lei, C; Zhang, Z; Meng, X -B; Chen, C L P

AS-NAS: Adaptive Scalable Neural Architecture Search with Reinforced Evolutionary Algorithm for Deep Learning Journal Article

IEEE Transactions on Evolutionary Computation, pp. 1-1, 2021.

Links | BibTeX

1169.

Chen, J; Jiang, Y; Huang, Z; Guo, X; Wu, B; Sun, L; Wu, T

Fine-Grained Detection of Driver Distraction Based on Neural Architecture Search Journal Article

IEEE Transactions on Intelligent Transportation Systems, pp. 1-19, 2021.

Links | BibTeX

1168.

Zhang, Zijun; Cofer, Evan M; Troyanskaya, Olga G

AMBIENT: Accelerated Convolutional Neural Network Architecture Search for Regulatory Genomics Inproceedings

Machine Learning in Computational Biology (MLCB 2020), 2021.

Links | BibTeX

1167.

Wu, Junru; Dai, Xiyang; Chen, Dongdong; Chen, Yinpeng; Liu, Mengchen; Yu, Ye; Wang, Zhangyang; Liu, Zicheng; Chen, Mei; Yuan, Lu

Weak NAS Predictors Are All You Need Technical Report

2021.

Links | BibTeX

1166.

Guo, Yong; Zheng, Yin; Tan, Mingkui; Chen, Qi; Li, Zhipeng; Chen, Jian; Zhao, Peilin; Huang, Junzhou

Towards Accurate and Compact Architectures via Neural Architecture Transformer Technical Report

2021.

Links | BibTeX

1165.

Nguyen, Nam; Chang, Morris J

Contrastive Self-supervised Neural Architecture Search Miscellaneous

2021.

Links | BibTeX

1164.

Nayman, Niv; Aflalo, Yonathan; Noy, Asaf; Zelnik-Manor, Lihi

HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search Technical Report

2021.

Links | BibTeX

1163.

Lu, Longfei; Lyu, Bo

Reducing energy consumption of Neural Architecture Search: An inference latency prediction framework Journal Article

Sustainable Cities and Society, 67 , pp. 102747, 2021, ISSN: 2210-6707.

Abstract | Links | BibTeX

1162.

Song, Xingyou; Choromanski, Krzysztof; Parker-Holder, Jack; Tang, Yunhao; Peng, Daiyi; Jain, Deepali; Gao, Wenbo; Pacchiano, Aldo; Sarlós, Tamás; Yang, Yuxiang

ES-ENAS - Combining Evolution Strategies with Neural Architecture Search at No Extra Cost for Reinforcement Learning Technical Report

, 2021.

Links | BibTeX

1161.

Rorabaugh, Ariel Keller; -, Silvina Caíno; II, Michael Wyatt R; Johnston, Travis; Taufer, Michela

PEng4NN: An Accurate Performance Estimation Engine for Efficient Automated Neural Network Architecture Search Technical Report

, 2021.

Links | BibTeX

1160.

Zhang, Haokui; Gong, Chengrong; Bai, Yunpeng; Bai, Zongwen; Li, Ying

3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification Miscellaneous

2021.

Links | BibTeX

1159.

Wei, Tao; Wang, Changhu; Chen, Chang Wen

Modularized Morphing of Deep Convolutional Neural Networks - A Graph Approach Journal Article

70 (2), pp. 305-315, 2021.

Links | BibTeX

1158.

Gu, Hongyang; Fu, Guangyuan; Li, Jianmin; Zhu, Jun

Auto-ReID+: Searching for a multi-branch ConvNet for person re-identification Journal Article

Neurocomputing, 435 , pp. 53-66, 2021, ISSN: 0925-2312.

Abstract | Links | BibTeX

1157.

He, Xin; Wang, Shihao; Chu, Xiaowen; Shi, Shaohuai; Tang, Jiangping; Liu, Xin; Yan, Chenggang; Zhang, Jiyong; Ding, Guiguang

Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scans Technical Report

, 2021.

Links | BibTeX

1156.

Zhou, Benjia; Li, Yunan; Wan, Jun

Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture Recognition Technical Report

2021.

Links | BibTeX

1155.

Yang, Zhao; Zhang, Shengbing; Li, Ruxu; Li, Chuxi; Wang, Miao; Wang, Danghui; Zhang, Meng

Efficient Resource-Aware Convolutional Neural Architecture Search for Edge Computing with Pareto-Bayesian Optimization Journal Article

Sensors, 21 (2), 2021, ISSN: 1424-8220.

Abstract | Links | BibTeX

1154.

Weng, Yu; Chen, Zehua; Zhou, Tianbao

Improved differentiable neural architecture search for single image super-resolution Journal Article

Peer-to-Peer Networking and Applications, 2021.

Abstract | Links | BibTeX

1153.

Liu, Jia; Jin, Yaochu

Multi-objective Search of Robust Neural Architectures against Multiple Types of Adversarial Attacks Technical Report

, 2021.

Links | BibTeX

1152.

Wu, Yan; Huang, Zhiwu; Kumar, Suryansh; Sukthanker, Rhea Sanjay; Timofte, Radu; Gool, Luc Van

Trilevel Neural Architecture Search for Efficient Single Image Super-Resolution Technical Report

, 2021.

Links | BibTeX

1151.

Alparslan, Yigit; Moyer, Ethan Jacob; Isozaki, Isamu Mclean; Schwartz, Daniel; Dunlop, Adam; Dave, Shesh; Kim, Edward

Towards Searching Efficient and Accurate Neural Network Architectures in Binary Classification Problems Technical Report

, 2021.

Links | BibTeX

1150.

Lee, Sanghyeop; Kim, Junyeob; Kang, Hyeon; Kang, Do-Young; Park, Jangsik

Genetic Algorithm Based Deep Learning Neural Network Structure and Hyperparameter Optimization Journal Article

Applied Sciences, 11 (2), 2021, ISSN: 2076-3417.

Abstract | Links | BibTeX

1149.

Jiang, Hanliang; Shen, Fuhao; Gao, Fei; Han, Weidong

Learning efficient, explainable and discriminative representations for pulmonary nodules classification Journal Article

Pattern Recognition, 113 , pp. 107825, 2021, ISSN: 0031-3203.

Abstract | Links | BibTeX

1148.

Alparslan, Yigit; Moyer, Ethan Jacob; Kim, Edward

Evaluating Online and Offline Accuracy Traversal Algorithms for k-Complete Neural Network Architectures Journal Article

CoRR, abs/2101.06518 , 2021.

Links | BibTeX

1147.

Vaccaro, Lorenzo; Sansonetti, Giuseppe; Micarelli, Alessandro

An Empirical Review of Automated Machine Learning Journal Article

Computers, 10 (1), 2021, ISSN: 2073-431X.

Abstract | Links | BibTeX

1146.

Li, Qing; Wu, Xia; Liu, Tianming

Differentiable Neural Architecture Search for Optimal Spatial/Temporal Brain Function Network Decomposition Journal Article

Medical Image Analysis, pp. 101974, 2021, ISSN: 1361-8415.

Abstract | Links | BibTeX

1145.

Song, Xingyou; Choromanski, Krzysztof; -, Jack Parker; Tang, Yunhao; Peng, Daiyi; Jain, Deepali; Gao, Wenbo; Pacchiano, Aldo; ó, Tamás Sarl; Yang, Yuxiang

ES-ENAS: Combining Evolution Strategies with Neural Architecture Search at No Extra Cost for Reinforcement Learning Technical Report

, 2021.

Links | BibTeX

1144.

Wu, Haiwei; Zhou, Jiantao

GIID-Net: Generalizable Image Inpainting Detection via Neural Architecture Search and Attention Technical Report

, 2021.

Links | BibTeX

1143.

Fu, Chaoyou; Hu, Yibo; Wu, Xiang; Shi, Hailin; Mei, Tao; He, Ran

CM-NAS: Rethinking Cross-Modality Neural Architectures for Visible-Infrared Person Re-Identification Technical Report

, 2021.

Links | BibTeX

1142.

Abdelfattah, Mohamed S; Mehrotra, Abhinav; Dudziak, Lukasz; Lane, Nicholas D

Zero-Cost Proxies for Lightweight NAS Technical Report

, 2021.

Links | BibTeX

1141.

Benmeziane, Hadjer; Maghraoui, Kaoutar El; Ouarnoughi, Hamza; ï, Sma; Wistuba, Martin; Wang, Naigang

A Comprehensive Survey on Hardware-Aware Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1140.

He, Xin; Wang, Shihao; Ying, Guohao; Zhang, Jiyong; Chu, Xiaowen

Efficient Multi-objective Evolutionary 3D Neural Architecture Search for COVID-19 Detection with Chest CT Scans Technical Report

, 2021.

Links | BibTeX

1239 entries « 2 of 25 »