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.


1111 entries « 1 of 23 »

2021

1111.

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

1110.

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

1109.

Kyriakides, George ; Margaritis, Konstantinos

Evolving graph convolutional networks for neural architecture search Journal Article

Neural Computing and Applications, 2021.

Abstract | Links | BibTeX

1108.

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

1107.

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

1106.

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

1105.

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

1104.

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

Dynamically Grown Generative Adversarial Networks Inproceedings

AAAI 2021, 2021.

Links | BibTeX

1103.

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

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

1097.

Xue, Chao; Wang, Xiaoxing; Yan, Junchi; Hu, Yonggang; Yang, Xiaokang; Sun, Kewei

Rethinking Bi-Level Optimization in Neural Architecture Search: A Gibbs Sampling Perspective Inproceedings

AAAI 2021, 2021.

Links | BibTeX

1096.

Zhao, Huan; Yao, Quanming; -, Wei

Search to aggregate neighborhood for graph neural network Technical Report

, 2021.

Links | BibTeX

1095.

Mundt, Martin; Pliushch, Iuliia; Ramesh, Visvanathan

Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Technical Report

, 2021.

Links | BibTeX

1094.

Peter, David; Roth, Wolfgang; Pernkopf, Franz

End-to-end Keyword Spotting using Neural Architecture Search and Quantization Technical Report

, 2021.

Links | BibTeX

1093.

Tashiro, Kyosuke; Takeda, Koji; Tanaka, Kanji; Tomoe, Hiroki

TaylorMade VDD: Domain-adaptive Visual Defect Detector for High-mix Low-volume Production of Non-convex Cylindrical Metal Objects Technical Report

, 2021.

Links | BibTeX

1092.

Liu, Aoming; Huang, Zehao; Huang, Zhiwu; Wang, Naiyan

Direct Differentiable Augmentation Search Technical Report

, 2021.

Links | BibTeX

1091.

Meng, Tianjian; Chen, Xiaohan; Jiang, Yifan; Wang, Zhangyang

A Design Space Study for LISTA and Beyond Inproceedings

International Conference on Learning Representations, 2021.

Links | BibTeX

1090.

Wang, Chunnan; Chen, Bozhou; Li, Geng; Wang, Hongzhi

FL-AGCNS: Federated Learning Framework for Automatic Graph Convolutional Network Search Technical Report

, 2021.

Links | BibTeX

1089.

Liu, Yukun; Li, Ta; Zhang, Pengyuan; Yan, Yonghong

Improved Conformer-based End-to-End Speech Recognition Using Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1088.

Yu, Kaicheng; é, Ren; Salzmann, Mathieu

Landmark Regularization: Ranking Guided Super-Net Training in Neural Architecture Search Technical Report

, 2021.

Links | BibTeX

1087.

Ge, Wanying; Panariello, Michele; Patino, Jose; Todisco, Massimiliano; Evans, Nicholas W D

Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection Technical Report

, 2021.

Links | BibTeX

1086.

Liu, Hongying; Xu, Derong; Zhu, Tianwen; Shang, Fanhua; Liu, Yuanyuan; Lu, Jianhua; Yang, Ri

Graph Convolutional Networks by Architecture Search for PolSAR Image Classification Journal Article

Remote Sensing, 13 (7), 2021, ISSN: 2072-4292.

Abstract | Links | BibTeX

1085.

Ganepola, Vayangi Vishmi Vishara; Wirasingha, Torin

Automating Generative Adversarial Networks using Neural Architecture Search: A Review Inproceedings

2021 International Conference on Emerging Smart Computing and Informatics (ESCI), pp. 577-582, 2021.

Links | BibTeX

1084.

Shi, Xian; Zhou, Pan; Chen, Wei; Xie, Lei

Darts-Conformer: Towards Efficient Gradient-Based Neural Architecture Search For End-to-End ASR Technical Report

, 2021.

Links | BibTeX

1083.

Dong, Heyou; Chen, Dan; Zhang, Lei; Ke, Hengjin; Li, Xiaoli

Subject Sensitive EEG Discrimination with Fast Reconstructable CNN Driven by Reinforcement Learning: A Case Study of ASD Evaluation Journal Article

Neurocomputing, 2021, ISSN: 0925-2312.

Abstract | Links | BibTeX

1082.

Ren, Pengzhen; Xiao, Gang; Chang, Xiaojun; Xiao, Yun; Li, Zhihui; Chen, Xiaojiang

NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Technical Report

, 2021.

Links | BibTeX

1081.

White, Colin; Zela, Arber; Ru, Binxin; Liu, Yang; Hutter, Frank

How Powerful are Performance Predictors in Neural Architecture Search? Technical Report

, 2021.

Links | BibTeX

1080.

ElSaid, AbdElRahman A; Karns, Joshua; Lyu, Zimeng; II, Alexander Ororbia G; Desell, Travis

Continuous Ant-Based Neural Topology Search Inproceedings

Castillo, Pedro A; e}, Juan Luis Jim{' (Ed.): Applications of Evolutionary Computation: 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Virtual Event, April 7--9, 2021, Proceedings, pp. 291, Springer Nature 2021.

Links | BibTeX

1079.

Liang, Y; Lu, L; Jin, Y; Xie, J; Huang, R; Zhang, J; Lin, W

An Efficient Hardware Design for Accelerating Sparse CNNs with NAS-based Models Journal Article

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, pp. 1-1, 2021.

Links | BibTeX

1078.

Tan, Mingxing; Le, Quoc V

EfficientNetV2: Smaller Models and Faster Training Technical Report

, 2021.

Links | BibTeX

1077.

Prabakaran, B S; Akhtar, A; Rehman, S; Hasan, O; Shafique, M

BioNetExplorer: Architecture-Space Exploration of Bio-Signal Processing Deep Neural Networks for Wearables Journal Article

IEEE Internet of Things Journal, pp. 1-1, 2021.

Links | BibTeX

1076.

Wang, Guangrun; Lin, Liang; Chen, Rongcong; Wang, Guangcong; Zhang, Jiqi

Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition Journal Article

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021.

Links | BibTeX

1075.

Wang, X; Wang, X; Jin, L; Lv, R; Dai, B; He, M; Lv, T

Evolutionary Algorithm-Based and Network Architecture Search-Enabled Multiobjective Traffic Classification Journal Article

IEEE Access, 9 , pp. 52310-52325, 2021.

Links | BibTeX

1074.

Hu, Shoukang ; Xie, Xurong ; Liu, Shansong ; Cui, Mingyu ; Geng, Mengzhe ; Liu, Xunying ; Meng, Helen

Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks Inproceedings

ICASSP2021, 2021.

Links | BibTeX

1073.

-, Tien; -, Yi; Sze, Vivienne

NetAdaptV2: Efficient Neural Architecture Search with Fast Super-Network Training and Architecture Optimization Technical Report

, 2021.

Links | BibTeX

1072.

Ding, Z; Chen, Y; Li, N; Zhao, D; Sun, Z; Chen, C L P

BNAS: Efficient Neural Architecture Search Using Broad Scalable Architecture Journal Article

IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2021.

Links | BibTeX

1071.

Lee, Hayeon; Hyung, Eunyoung; Hwang, Sung Ju

Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Inproceedings

International Conference on Learning Representations, 2021.

Links | BibTeX

1070.

Wang, J; Zhao, J; An, J; Wang, D; Qiu, M

A Linear NAS Service of ConvNets for Fast Deployment in the Edge of 5G Networks Journal Article

IEEE Network, 35 (2), pp. 46-52, 2021.

Links | BibTeX

1069.

Zappella, Giovanni; Salinas, David; Archambeau, Cédric

A resource-efficient method for repeated HPO and NAS problems Technical Report

, 2021.

Links | BibTeX

1068.

Guo, Shaopeng; Wang, Yujie; Yuan, Kun; Li, Quanquan

Differentiable Network Adaption with Elastic Search Space Technical Report

, 2021.

Links | BibTeX

1067.

Schmidgall, Samuel

Self-Constructing Neural Networks Through Random Mutation Technical Report

, 2021.

Links | BibTeX

1066.

He, Yufan; Yang, Dong; Roth, Holger; Zhao, Can; Xu, Daguang

DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Technical Report

, 2021.

Links | BibTeX

1065.

Roberts, Nicholas; Khodak, Mikhail; Dao, Tri; Li, Liam; é, Christopher R; Talwalkar, Ameet

Rethinking Neural Operations for Diverse Tasks Technical Report

, 2021.

Links | BibTeX

1064.

Cai, Shaofei; Li, Liang; Deng, Jincan; Zhang, Beichen; Zha, Zheng-Jun; Su, Li; Huang, Qingming

Rethinking Graph Neural Network Search from Message-passing Technical Report

2021.

Links | BibTeX

1063.

Li, Yanxi ; Wen, Zean ; Wang Yunhe, ; Xu, Chang

One-shot Graph Neural Architecture Search with Dynamic Search Space Inproceedings

AAAI 2021, 2021.

Links | BibTeX

1062.

Lankford, Séamus

Open-Source Neural Architecture Search with Ensemble and Pre-trained Networks Journal Article

International Journal of Modeling and Optimization, 11 (2), pp. 33-41, 2021.

Links | BibTeX

1111 entries « 1 of 23 »