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.


1147 entries « 1 of 23 »

2021

1147.

Tsokov, Stefan ; Lazarova, Milena ; Aleksieva-Petrova, Adelina

An Evolutionary Approach to the Design of Convolutional Neural Networks for Human Activity Recognition Journal Article

Indian Journal of Computer Science and Engineering, 2021.

Links | BibTeX

1146.

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

1145.

Zhang, Yi ; Liu, Yang ; Liu, Shirley X

Neural network architecture search with AMBER Journal Article

Nature Machine Intelligence, pp. 372-373, 2021.

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1144.

Schoenherr, Georg P

The Nonlinearity Coefficient - A Practical Guide to Neural Architecture Design PhD Thesis

2021.

Links | BibTeX

1143.

Yang, Yuxuan; Gao, Zhongke; Li, Yanli; Wang, He

A CNN identified by reinforcement learning-based optimization framework for EEG-based state evaluation Journal Article

Journal of Neural Engineering, 18 (4), pp. 046059, 2021.

Abstract | Links | BibTeX

1142.

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.

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1141.

Kyriakides, George ; Margaritis, Konstantinos

Evolving graph convolutional networks for neural architecture search Journal Article

Neural Computing and Applications, 2021.

Abstract | Links | BibTeX

1140.

Wang, Linnan; Xie, Saining; Li, Teng; Fonseca, Rodrigo; Tian, Yuandong

Sample-Efficient Neural Architecture Search by Learning Actions for Monte Carlo Tree Search Journal Article

IEEE transactions on pattern analysis and machine intelligence, PP , 2021, ISSN: 0162-8828.

Abstract | Links | BibTeX

1139.

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

1138.

Zimmer, Lucas; Lindauer, Marius; Hutter, Frank

Auto-Pytorch: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL Journal Article

IEEE transactions on pattern analysis and machine intelligence, PP , 2021, ISSN: 0162-8828.

Abstract | Links | BibTeX

1137.

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, 2021, ISSN: 1939-3539.

Links | BibTeX

1136.

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

Dynamically Grown Generative Adversarial Networks Inproceedings

AAAI 2021, 2021.

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1135.

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

1134.

Gao, Yanjie; Zhu, Yonghao; Zhang, Hongyu; Lin, Haoxiang; Yang, Mao

Resource-Guided Configuration Space Reduction for Deep Learning Models Inproceedings

2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE), pp. 175-187, 2021.

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1133.

Liu, Mengyu; Yin, Hujun

Efficient pyramid context encoding and feature embedding for semantic segmentation Journal Article

Image and Vision Computing, 111 , pp. 104195, 2021, ISSN: 0262-8856.

Abstract | Links | BibTeX

1132.

Chen, Shumei; Yu, Jianbo; Wang, Shijin

One-dimensional convolutional neural network-based active feature extraction for fault detection and diagnosis of industrial processes and its understanding via visualization Journal Article

ISA Transactions, 2021, ISSN: 0019-0578.

Abstract | Links | BibTeX

1131.

Wei, Xun; Luo, Wang; Zhang, Xixi; Yang, Jie; Gui, Guan; Ohtsuki, Tomoaki

Differentiable Architecture Search-Based Automatic Modulation Classification Inproceedings

2021 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1-6, 2021.

Links | BibTeX

1130.

Chen, Haoze; Zhang, Zhijie; Zhao, Chenyang; Liu, Jiaqi; Yin, Wuliang; Li, Yanfeng; Wang, Fengxiang; Li, Chao; Lin, Zhenyu

Depth Classification of Defects Based on Neural Architecture Search Journal Article

IEEE Access, 9 , pp. 73424-73432, 2021.

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1129.

Mo, Hyunho; Custode, Leonardo Lucio; Iacca, Giovanni

Evolutionary neural architecture search for remaining useful life prediction Journal Article

Applied Soft Computing, 108 , pp. 107474, 2021, ISSN: 1568-4946.

Abstract | Links | BibTeX

1128.

Lv, Jindi; Ye, Qing; Sun, Yanan; Zhao, Juan; Lv, Jiancheng

Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search Technical Report

, 2021.

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1127.

-, Julia Guerrero; Hauns, Sven; Izquierdo, Sergio; Miotto, Guilherme; Schrodi, Simon; Biedenkapp, Andre; Elsken, Thomas; Deng, Difan; Lindauer, Marius; Hutter, Frank

Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization Technical Report

, 2021.

Links | BibTeX

1126.

Valsesia, Diego ; Fracastoro, Giulia ; Magli, Enrico

Don’t Stack Layers In Graph Neural Networks, Wire Them Randomly Inproceedings

ICLR 2021 Workshop on Geometrical and Topological Representation Learning, 2021.

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1125.

Bruggemann, David; Kanakis, Menelaos; Obukhov, Anton; Georgoulis, Stamatios; Gool, Luc Van

Exploring Relational Context for Multi-Task Dense Prediction Technical Report

, 2021.

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1124.

Zhang, Lingling; Wang, Shaowei; Chang, Xiaojun; Liu, Jun; Ge, Zongyuan; Zheng, Qinghua

Auto-FSL: Searching the Attribute Consistent Network for Few-Shot Learning Journal Article

IEEE Transactions on Circuits and Systems for Video Technology, pp. 1-1, 2021.

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1123.

Zhou, Zheng; Li, Tianfu; Zhang, Zilong; Zhao, Zhibin; Sun, Chuang; Yan, Ruqiang; Chen, Xuefeng

Bayesian Differentiable Architecture Search for Efficient Domain Matching Fault Diagnosis Journal Article

IEEE Transactions on Instrumentation and Measurement, 70 , pp. 1-11, 2021.

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1122.

Yang, Hong; Zhang, Ya-sheng; Yin, Can-bin; Ding, Wen-zhe

Ultra-lightweight CNN design based on neural architecture search and knowledge distillation: A novel method to build the automatic recognition model of space target ISAR images Journal Article

Defence Technology, 2021, ISSN: 2214-9147.

Abstract | Links | BibTeX

1121.

Yan, Bin; Peng, Houwen; Wu, Kan; Wang, Dong; Fu, Jianlong; Lu, Huchuan

LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search Technical Report

, 2021.

Links | BibTeX

1120.

Oymak, Samet; Li, Mingchen; Soltanolkotabi, Mahdi

Generalization Guarantees for Neural Architecture Search with Train-Validation Split Technical Report

, 2021.

Links | BibTeX

1119.

Byun, Younghoon; Lee, Youngjoo

Rapid Design Space Exploration of Near-Optimal Memory-Reduced DCNN Architecture using Multiple Model Compression Techniques Inproceedings

2021 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, 2021.

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1118.

Risso, Matteo; Burrello, Alessio; Pagliari, Daniele Jahier; Benatti, Simone; Macii, Enrico; Benini, Luca; Poncino, Massimo

Robust and Energy-efficient PPG-based Heart-Rate Monitoring Inproceedings

2021 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, 2021.

Links | BibTeX

1117.

Chen, Oscal Tzyh-Chiang; Zhang, Yu Cheng; Chang, Yu-Xuan; Chang, Yu-Lung

Iterative Multiple-Path One-Shot NAS for the Optimized Performance Inproceedings

2021 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, 2021.

Links | BibTeX

1116.

Laube, Kevin Alexander; Zell, Andreas

Inter-choice dependent super-network weights Technical Report

, 2021.

Links | BibTeX

1115.

Lei, Zhou; Yang, Kangkang; Jiang, Kai; Chen, Shengbo

KDAS-ReID: Architecture Search for Person Re-Identification via Distilled Knowledge with Dynamic Temperature Journal Article

Algorithms, 14 (5), 2021, ISSN: 1999-4893.

Abstract | Links | BibTeX

1114.

Amer, Mohammed; á, Tom; Liao, Iman Yi

Balancing Accuracy and Latency in Multipath Neural Networks Technical Report

, 2021.

Links | BibTeX

1113.

Yang, Zhao; Sun, Qingshuang

Efficient Resource-aware Neural Architecture Search with Dynamic Adaptive Network Sampling Inproceedings

2021 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, 2021.

Links | BibTeX

1112.

Pasini, Massimiliano Lupo; Yin, Junqi; Li, Ying Wai; Eisenbach, Markus

A scalable algorithm for the optimization of neural network architectures Journal Article

Parallel Computing, 104-105 , pp. 102788, 2021, ISSN: 0167-8191.

Abstract | Links | BibTeX

1111.

Clemens, John

MLDS: A Dataset for Weight-Space Analysis of Neural Networks Technical Report

, 2021.

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1110.

Di, Shimin; Yao, Quanming; Zhang, Yongqi; Chen, Lei

Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding Technical Report

, 2021.

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1109.

Di, Shimin; Yao, Quanming; Chen, Lei

Searching to Sparsify Tensor Decomposition for N-ary Relational Data Technical Report

, 2021.

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1108.

Duggal, Rahul; Zhou, Hao; Yang, Shuo; Xiong, Yuanjun; Xia, Wei; Tu, Zhuowen; Soatto, Stefano

Compatibility-aware Heterogeneous Visual Search Technical Report

, 2021.

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1107.

-, Min; -, Hao; -, Min; -, Yu; -, Hsien; -, Yi; -, Hung; Jou, Kevin

Network Space Search for Pareto-Efficient Spaces Technical Report

, 2021.

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1106.

Bodin, Erik; Tomasi, Federico; Dai, Zhenwen

Making Differentiable Architecture Search less local Technical Report

, 2021.

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1105.

Song, Seok Bin; Nam, Jung Woo; Kim, Jin Heon

NAS-PPG: PPG based heart rate estimation using Neural Architecture Search Journal Article

IEEE Sensors Journal, pp. 1-1, 2021.

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1104.

Wu, Haiwei; Zhou, Jiantao

IID-Net: Image Inpainting Detection Network via Neural Architecture Search and Attention Journal Article

IEEE Transactions on Circuits and Systems for Video Technology, pp. 1-1, 2021.

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1103.

Verma, Monu; Reddy, Satish Kumar M; Meedimale, Yashwanth Reddy; Mandal, Murari; Vipparthi, Santosh Kumar

AutoMER: Spatiotemporal Neural Architecture Search for Microexpression Recognition Journal Article

IEEE Transactions on Neural Networks and Learning Systems, pp. 1-13, 2021.

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1102.

Chen, Minghao; Peng, Houwen; Fu, Jianlong; Ling, Haibin

One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space Shrinking Inproceedings

CVPR2021, 2021.

Links | BibTeX

1101.

Yan, Bin; Peng, Houwen; Wu, Kan; Wang, Dong; Fu, Jianlong; Lu, Huchuan

LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search Inproceedings

CVPR2021, 2021.

Links | BibTeX

1100.

Wang, Jiahao; Shu, Han; Xia, Weihao; Yang, Yujiu; Wang, Yunhe

Coarse-to-Fine Searching for Efficient Generative Adversarial Networks Technical Report

2021.

Links | BibTeX

1099.

Ahn, Joon Young; Cho, Nam Ik

Neural Architecture Search for Image Super-Resolution Using Densely Constructed Search Space: DeCoNAS Technical Report

2021.

Links | BibTeX

1098.

Yin, Yihang; Huang, Siyu; Zhang, Xiang; Dou, Dejing

BM-NAS: Bilevel Multimodal Neural Architecture Search Technical Report

2021.

Links | BibTeX

1147 entries « 1 of 23 »