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.


1046 entries « 1 of 21 »

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1046.

Zheng, X; Ji, R; Chen, Y; Wang, Q; Zhang, B; Ye, Q; Chen, J; Huang, F; Tian, Y

MIGO-NAS: Towards Fast and Generalizable Neural Architecture Search Journal Article

IEEE Transactions on Pattern Analysis & Machine Intelligence, (01), pp. 1-1, 5555, ISSN: 1939-3539.

Links | BibTeX

2021

1045.

Chen, Wuyang; Gong, Xinyu; Wang, Zhangyang

Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective Inproceedings

ICLR 2021, 2021.

Links | BibTeX

1044.

Pan, Zheyi; Ke, Songyu; Yang, Xiaodu; Liang, Yuxuan; Yu, Yong; Zhang, Junbo; Zheng, Yu

AutoSTG: Neural Architecture Search forPredictions of Spatio-Temporal Graphs Inproceedings

WWW 2021, 2021.

Links | BibTeX

1043.

Zhang, Zhentong ; Shan, Yugang; Yuan, Jie

Multi-Level Cell Progressive Differentiable Architecture Search to Improve Image Classification Accuracy Journal Article

Journal of Signal Processing Systems, 2021.

Abstract | Links | BibTeX

1042.

Liu, Lanlan; Zhang, Yuting; Deng, Jia; Soatto, Stefano

Dynamically Grown Generative Adversarial Networks Inproceedings

AAAI 2021, 2021.

Links | BibTeX

1041.

Xu, Y; Xie, L; Dai, W; Zhang, X; Chen, X; Qi, G; Xiong, H; Tian, Q

Partially-Connected Neural Architecture Search for Reduced Computational Redundancy Journal Article

IEEE Transactions on Pattern Analysis & Machine Intelligence, (01), pp. 1-1, 2021, ISSN: 1939-3539.

Abstract | Links | BibTeX

1040.

Lakhmiri, Dounia; é, S

Use of static surrogates in hyperparameter optimization Technical Report

, 2021.

Links | BibTeX

1039.

-, Sian; -, Wei

Searching by Generating: Flexible and Efficient One-Shot NAS with Architecture Generator Technical Report

, 2021.

Links | BibTeX

1038.

Wang, Ruochen; Cheng, Minhao; Chen, Xiangning; Tang, Xiaocheng; Hsieh, Cho-Jui

Rethinking Architecture Selection in Differentiable NAS Inproceedings

International Conference on Learning Representations, 2021.

Links | BibTeX

1037.

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

1036.

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

1035.

Gracheva, Ekaterina

Trainless Model Performance Estimation for Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1034.

Choi, Kwanghee; Choe, Minyoung; Lee, Hyelee

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

, 2021.

Links | BibTeX

1033.

Ban, Hao; Xie, Pengtao

Interleaving Learning, with Application to Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1032.

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

1031.

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

Neural Predictor based Quantum Architecture Search Technical Report

2021.

Links | BibTeX

1030.

Cao, Shengcao; Wang, Xiaofang; Kitani, Kris

Efficient Model Performance Estimation via Feature Histories Technical Report

, 2021.

Links | BibTeX

1029.

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

1028.

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

1027.

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

Contrastive Neural Architecture Search with Neural Architecture Comparators Technical Report

, 2021.

Links | BibTeX

1026.

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

1025.

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

Differentiable Neural Architecture Learning for Efficient Neural Network Design Technical Report

2021.

Links | BibTeX

1024.

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

1023.

Zhang, Ziwei; Wang, Xin; Zhu, Wenwu

Automated Machine Learning on Graphs: A Survey Technical Report

2021.

Links | BibTeX

1022.

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

1021.

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

1020.

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

Neural Architecture Search From Task Similarity Measure Technical Report

2021.

Links | BibTeX

1019.

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

Tiny Adversarial Mulit-Objective Oneshot Neural Architecture Search Technical Report

2021.

Links | BibTeX

1018.

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

1017.

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

1016.

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

1015.

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

1014.

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

1013.

Nguyen, Nam; Chang, Morris J

Contrastive Self-supervised Neural Architecture Search Miscellaneous

2021.

Links | BibTeX

1012.

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

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

2021.

Links | BibTeX

1011.

Hu, Liangxiao; Liu, Qinglin; Zhang, Jun; Jiang, Feng; Liu, Yang; Zhang, Shengping

A-DARTS: attention-guided differentiable architecture search for lung nodule classification Journal Article

Journal of Electronic Imaging, 30 (1), pp. 1 – 11, 2021.

Abstract | Links | BibTeX

1010.

Zhou, Yanqi; Dong, Xuanyi; Akin, Berkin; Tan, Mingxing; Peng, Daiyi; Meng, Tianjian; Yazdanbakhsh, Amir; Huang, Da; Narayanaswami, Ravi; Laudon, James

Rethinking Co-design of Neural Architectures and Hardware Accelerators Technical Report

, 2021.

Links | BibTeX

1009.

Ru, Binxin; Wan, Xingchen; Dong, Xiaowen; Osborne, Michael

Interpretable Neural Architecture Search via Bayesian Optimisation with Weisfeiler-Lehman Kernels Inproceedings

International Conference on Learning Representations, 2021.

Links | BibTeX

1008.

Roberts, Nicholas Carl; Khodak, Mikhail; Dao, Tri; Li, Liam; Balcan, Nina; Re, Christopher; Talwalkar, Ameet

Searching for Convolutions and a More Ambitious NAS Miscellaneous

2021.

Links | BibTeX

1007.

Wang, Dilin; Gong, Chengyue; Li, Meng; Liu, Qiang; Chandra, Vikas

AlphaNet: Improved Training of Supernet with Alpha-Divergence Technical Report

, 2021.

Links | BibTeX

1006.

Robbiano, Luca; Rahman, Muhammad Rameez Ur; Galasso, Fabio; Caputo, Barbara; Carlucci, Fabio Maria

Adversarial Branch Architecture Search for Unsupervised Domain Adaptation Technical Report

, 2021.

Links | BibTeX

1005.

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

EMONAS: efficient multiobjective neural architecture search framework for 3D medical image segmentation Inproceedings

Išgum, Ivana; Landman, Bennett A (Ed.): Medical Imaging 2021: Image Processing, pp. 22 – 34, International Society for Optics and Photonics SPIE, 2021.

Abstract | Links | BibTeX

1004.

Yan, Shen; Song, Kaiqiang; Liu, Fei; Zhang, Mi

CATE: Computation-aware Neural Architecture Encoding with Transformers Technical Report

, 2021.

Links | BibTeX

1003.

Lopes, Vasco; Alirezazadeh, Saeid; í, Lu

EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1002.

Turner, Jack; Crowley, Elliot J; O'Boyle, Michael F P

Neural Architecture Search as Program Transformation Exploration Technical Report

, 2021.

Links | BibTeX

1001.

Sun, Y; Sun, X; Fang, Y; Yen, G G; Liu, Y

A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms Journal Article

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

Abstract | Links | BibTeX

1000.

Su, Xiu; You, Shan; Huang, Tao; Wang, Fei; Qian, Chen; Zhang, Changshui; Xu, Chang

Locally Free Weight Sharing for Network Width Search Technical Report

2021.

Links | BibTeX

999.

Liu, Peidong; Zhang, Gengwei; Wang, Bochao; Xu, Hang; Liang, Xiaodan; Jiang, Yong; Li, Zhenguo

Loss Function Discovery for Object Detection via Convergence-Simulation Driven Search Technical Report

2021.

Links | BibTeX

998.

He, Xin; Zhao, Kaiyong; Chu, Xiaowen

AutoML: A Survey of the State-of-the-Art Journal Article

Knowledge-Based Systems, 212 , pp. 106622, 2021.

Abstract | Links | BibTeX

997.

Li, Sheng; Tan, Mingxing; Pang, Ruoming; Li, Andrew; Cheng, Liqun; Le, Quoc; Jouppi, Norman P

Searching for Fast Model Families on Datacenter Accelerators Technical Report

2021.

Links | BibTeX

1046 entries « 1 of 21 »