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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.


1322 entries « 1 of 27 »

2022

1322.

Fei, Ke; Li, Qi; Zhu, Congcong

Non-technical losses detection using missing values’ pattern and neural architecture search Journal Article

In: International Journal of Electrical Power & Energy Systems, 134 , pp. 107410, 2022, ISSN: 0142-0615.

Abstract | Links | BibTeX

2021

1321.

Zhao, Zimin; Kang, Ying; Hou, Aiqin; Gan, Daguang

SP-DARTS: Synchronous Progressive Differentiable Neural Architecture Search for Image Classification Journal Article

In: IEICE TRANSACTIONS on Information and Systems , E104-D (8 ), pp. 1232-1238, 2021, ISBN: 1745-1361.

Links | BibTeX

1320.

Wendlinger, Lorenz; Berndl, Emanuel; Granitzer, Michael

Methods for Automatic Machine-Learning Workflow Analysis Inproceedings

In: ECML PKDD 2021, 2021.

Links | BibTeX

1319.

Zhu, Yanming; Meijering, Erik

Automatic Improvement of Deep Learning Based Cell Segmentation in Time-Lapse Microscopy by Neural Architecture Search Journal Article

In: Bioinformatics, 2021.

Links | BibTeX

1318.

Zhao, Jiejie; Lv, Weifeng; Du, Bowen; Ye, Junchen; Sun, Leilei; Xiong, Guixi

Deep multi-task learning with flexible and compact architecture search Journal Article

In: International Journal of Data Science and Analytics , 2021.

Links | BibTeX

1317.

Ünal, Hamit Taner; Başçiftçi, Fatih

Evolutionary design of neural network architectures: a review of three decades of research Journal Article

In: Artificial Intelligence Review, 2021.

Links | BibTeX

1316.

Coquelin, Daniel; Sedona, Rocco; Riedel, Morris; Götz, Markus

Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems Technical Report

2021.

Links | BibTeX

1315.

Yu, Kaicheng

From Human-Designed Convolutional Neural Networks Towards Robust Neural Architecture Search PhD Thesis

2021.

Abstract | Links | BibTeX

1314.

Siems, Julien; Klein, Aaron; Archambeau, Cedric; Mahsereci, Maren

Dynamic Pruning of a Neural Networkvia Gradient Signal-to-Noise Ratio Inproceedings

In: 8th ICML Workshop on Automated Machine Learning (2021), 2021.

Links | BibTeX

1313.

Tian, Ye; Peng, Shichen; Yang, Shangshang; Zhang, Xingyi; Tan, Kay Chen; Jin, Yaochu

Action Command Encoding for SurrogateAssisted Neural Architecture Search Technical Report

2021.

Links | BibTeX

1312.

Sääw, Daniel; Nijweide, Frederik

Exploring the feasibility of Weight Agnostic Neural Networks for low-end hardware Technical Report

2021.

Links | BibTeX

1311.

White, Colin; Nolen, Sam; Savani, Yash

Exploring the Loss Landscape in Neural Architecture Search Inproceedings

In: 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021), 2021.

Links | BibTeX

1310.

Lin, Yi; Liu, Yanfei; Liu, Jingguang; Liu, Guocai; Ma, Kai; Zheng, Yefeng

LE-NAS: Learning-based Ensemble with Neural Architecture Search for 3D Radiotherapy Dose Prediction Journal Article

In: 2021.

Links | BibTeX

1309.

Dimanov, Daniel; Balaguer-Ballester, Emili; Singleton, Colin; Rostami, Shahin

Moncae: Multi-Objective Neuroevolution of Convolutional Autoencoders Inproceedings

In: 2nd Workshop on Neural Architecture Search at ICLR 2021, 2021.

Links | BibTeX

1308.

Jin, Yaochu; Wang, Handing; Sun, Chaoli

Surrogate-Assisted Evolutionary Neural Architecture Search Inproceedings

In: Data-Driven Evolutionary Optimization, pp. 373-387, 2021, ISBN: 978-3-030-74640-7.

Links | BibTeX

1307.

Zhu, Wei; Ni, Yuan; Wang, Xiaoling; Xie, Guotong; Zhang, Fang

Discovering Better Model Architectures for Medical Query Understanding Inproceedings

In: Proceedings of NAACL HLT 2021: IndustryTrack Papers, pp. 230-237, 2021.

Links | BibTeX

1306.

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 Predictor Pretraining Incollection

In: CVPR2021, 2021.

Links | BibTeX

1305.

Ma, Xiaohan; Si, Chang; Wang, Ying; Liu, Cheng; Zhang1, Lei

NASA: Accelerating Neural Network Design with a NAS Processor Inproceedings

In: 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture (ISCA), 2021.

Links | BibTeX

1304.

Liu, Shaoli; Zheng, Chengjian; Lu, Kaidi; Gao, Si; Wang, Ning; Wang, Bofei; Zhang, Diankai; Zhang, Xiaofeng; Xu, Tianyu

EVSRNet: Efficient Video Super-Resolution With Neural Architecture Search Inproceedings

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2480-2485, 2021.

Links | BibTeX

1303.

Geraeinejad, V.; Seenan, S.; Modarressi, M.; Daneshtalab, M.

RoCo-NAS : Robust and Compact Neural Architecture Search Inproceedings

In: The international joint conference on neural networks IJCNN, 2021.

Links | BibTeX

1302.

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

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

In: Indian Journal of Computer Science and Engineering, 2021.

Links | BibTeX

1301.

Huang, Shenyang; Francois-Lavet, Vincent; Rabusseau, Guillaume

Understanding Capacity Saturation in Incremental Learning Inproceedings

In: The 34th Canadian Conference on Artificial Intelligence, 2021.

Links | BibTeX

1300.

Chen, Wuyang; Gong, Xinyu; Wang, Zhangyang

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

In: ICLR 2021, 2021.

Links | BibTeX

1299.

Anwar, Abrar

Evolving Spiking Circuit Motifs Using Weight Agnostic Neural Networks Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, 35 (18), pp. 15956-15957, 2021.

Links | BibTeX

1298.

Wang, Xiaobo

Teacher Guided Neural Architecture Search for Face Recognition Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, 35 (4), pp. 2817-2825, 2021.

Links | BibTeX

1297.

Perenda, Erma; Rajendran, Sreeraj; Bovet, Gerome; Pollin, Sofie; Zheleva, Mariya

Evolutionary Optimization of Residual Neural Network Architectures for Modulation Classification Miscellaneous

2021.

Links | BibTeX

1296.

Yuan, Zhihang; Liu, Jingze; Li, Xingchen; Yan, Longhao; Chen, Haoxiang; Wu, Bingzhe; Yang, Yuchao; Sun, Guangyu

NAS4RRAM: neural network architecture search for inference on RRAM-based accelerators Journal Article

In: Science China Information Sciences, 2021.

Links | BibTeX

1295.

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

Neural network architecture search with AMBER Journal Article

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

Links | BibTeX

1294.

Schoenherr, Georg P.

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

2021.

Links | BibTeX

1293.

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

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

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

Abstract | Links | BibTeX

1292.

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

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

In: WWW 2021, 2021.

Links | BibTeX

1291.

Kyriakides, George; Margaritis, Konstantinos

Evolving graph convolutional networks for neural architecture search Journal Article

In: Neural Computing and Applications, 2021.

Abstract | Links | BibTeX

1290.

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

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

Abstract | Links | BibTeX

1289.

Zhang, Zhentong; Shan, Yugang; Yuan, Jie

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

In: Journal of Signal Processing Systems, 2021.

Abstract | Links | BibTeX

1288.

Zimmer, Lucas; Lindauer, Marius; Hutter, Frank

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

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

Abstract | Links | BibTeX

1287.

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

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

Links | BibTeX

1286.

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

Dynamically Grown Generative Adversarial Networks Inproceedings

In: AAAI 2021, 2021.

Links | BibTeX

1285.

Hao, Jie; Zhu, William

Architecture self-attention mechanism: nonlinear optimization for neural architecture search Journal Article

In: Journal of Nonlinear and Variational Analysis, 5 , pp. 119-140, 2021.

Links | BibTeX

1284.

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

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

Abstract | Links | BibTeX

1283.

Razali, Mohd Norhisham; Moung, Ervin Gubin; Yahya, Farashazillah; Hou, Chong Joon; Hanapi, Rozita; Mohamed, Raihani; Hashem, Ibrahim Abakr Targio

Indigenous Food Recognition Model Based on Various Convolutional Neural Network Architectures for Gastronomic Tourism Business Analytics Journal Article

In: Inf., 12 (8), pp. 322, 2021.

Links | BibTeX

1282.

Geiping, Jonas; Lukasik, Jovita; Keuper, Margret; Moeller, Michael

DARTS for Inverse Problems: a Study on Hyperparameter Sensitivity Journal Article

In: CoRR, abs/2108.05647 , 2021.

Links | BibTeX

1281.

Wang, Xin; Zhu, Wenwu

Automated Machine Learning on Graph Inproceedings

In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining, pp. 4082–4083, Association for Computing Machinery, Virtual Event, Singapore, 2021, ISBN: 9781450383325.

Abstract | Links | BibTeX

1280.

Li, Jihao; Weinmann, Martin; Sun, Xian; Diao, Wenhui; Feng, Yingchao; Fu, Kun

Random Topology and Random Multiscale Mapping: An Automated Design of Multiscale and Lightweight Neural Network for Remote-Sensing Image Recognition Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, pp. 1-17, 2021.

Links | BibTeX

1279.

Ding, Yuhui; Yao, Quanming; Zhao, Huan; Zhang, Tong

DiffMG: Differentiable Meta Graph Search for Heterogeneous Graph Neural Networks Inproceedings

In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining, pp. 279–288, Association for Computing Machinery, Virtual Event, Singapore, 2021, ISBN: 9781450383325.

Abstract | Links | BibTeX

1278.

Shim, Jae-hun; Kang, Suk-ju

Neural Architecture Search for Light-weight Multi-touch Classification Inproceedings

In: 2021 36th International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), pp. 1-3, 2021.

Links | BibTeX

1277.

Xu, Hang; Kang, Ning; Zhang, Gengwei; Xie, Chuanlong; Liang, Xiaodan; Li, Zhenguo

NASOA: Towards Faster Task-oriented Online Fine-tuning with a Zoo of Models Technical Report

, 2021.

Links | BibTeX

1276.

Vieira, Carlos; Cáceres, Leslie Pérez; Bezerra, Leonardo C T

Evaluating Anytime Performance on NAS-Bench-101 Inproceedings

In: 2021 IEEE Congress on Evolutionary Computation (CEC), pp. 1249-1256, 2021.

Links | BibTeX

1275.

Andersen, Hayden; Stevenson, Sean; Ha, Tuan; Gao, Xiaoying; Xue, Bing

Evolving Neural Networks for Text Classification using Genetic Algorithm-based Approaches Inproceedings

In: 2021 IEEE Congress on Evolutionary Computation (CEC), pp. 1241-1248, 2021.

Links | BibTeX

1274.

Huang, Junhao; Xue, Bing; Sun, Yanan; Zhang, Mengjie

A Flexible Variable-length Particle Swarm Optimization Approach to Convolutional Neural Network Architecture Design Inproceedings

In: 2021 IEEE Congress on Evolutionary Computation (CEC), pp. 934-941, 2021.

Links | BibTeX

1273.

Zhang, Yuge; Yan, Chenqian; Zhang, Quanlu; Zhang, Li Lyna; Yang, Yaming; Gao, Xiaotian; Yang, Yuqing

AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing Technical Report

, 2021.

Links | BibTeX

1322 entries « 1 of 27 »