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Freiburg-Hannover-Tübingen

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.

Transformers have gained increasing popularity in different domains. For a comprehensive list of papers focusing on Neural Architecture Search for Transformer-Based spaces, the awesome-transformer-search repo is all you need.


2801 entries « 52 of 57 »

2019

251.

Borsos, Zalán; Khorlin, Andrey; Gesmundo, Andrea

Transfer NAS - Knowledge Transfer between Search Spaces with Transformer Agents Technical Report

2019.

Links | BibTeX

250.

Nayman, Niv; Noy, Asaf; Ridnik, Tal; Friedman, Itamar; Jin, Rong; Zelnik-Manor, Lihi

XNAS - Neural Architecture Search with Expert Advice Proceedings Article

In: pp. 1975-1985, 2019.

Links | BibTeX

249.

Singh, Prabhant; Jacobs, Tobias; Nicolas, Sebastien; Schmidt, Mischa

A Study of the Learning Progress in Neural Architecture Search Techniques Technical Report

2019.

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248.

Srinivas, Sai Vineeth Kalluru; Nair, Harideep; Vidyasagar, Vinay

Hardware Aware Neural Network Architectures using FbNet Technical Report

2019.

Links | BibTeX

247.

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

Sample-Efficient Neural Architecture Search by Learning Action Space Technical Report

2019.

Links | BibTeX

246.

Cheng, Hsin-Pai; Zhang, Tunhou; Yang, Yukun; Yan, Feng; Li, Shiyu; Teague, Harris; Li, Hai Helen; Chen, Yiran

SwiftNet - Using Graph Propagation as Meta-knowledge to Search Highly Representative Neural Architectures Technical Report

2019.

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245.

Yu, Qihang; Yang, Dong; Roth, Holger; Bai, Yutong; Zhang, Yixiao; Yuille, Alan L; Xu, Daguang

C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation Technical Report

2019.

Links | BibTeX

244.

Pasunuru, Ramakanth; Bansal, Mohit

Continual and Multi-Task Architecture Search Proceedings Article

In: pp. 1911-1922, 2019.

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243.

Cho, Minsu; Soltani, Mohammadreza; Hegde, Chinmay

One-Shot Neural Architecture Search via Compressive Sensing Technical Report

2019.

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242.

Zhu, Zhuotun; Liu, Chenxi; Yang, Dong; Yuille, Alan L; Xu, Daguang

V-NAS - Neural Architecture Search for Volumetric Medical Image Segmentation Proceedings Article

In: pp. 240-248, 2019.

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241.

An, Jie; Xiong, Haoyi; Ma, Jinwen; Luo, Jiebo; Huan, Jun

StyleNAS - An Empirical Study of Neural Architecture Search to Uncover Surprisingly Fast End-to-End Universal Style Transfer Networks Technical Report

2019.

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240.

Hu, Hanzhang; Langford, John; Caruana, Rich; Mukherjee, Saurajit; Horvitz, Eric; Dey, Debadeepta

Efficient Forward Architecture Search Proceedings Article

In: pp. 10122-10131, 2019.

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239.

Yao, Quanming; Xu, Ju; Tu, Wei-Wei; Zhu, Zhanxing

Differentiable Neural Architecture Search via Proximal Iterations Technical Report

2019.

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238.

Zheng, Xiawu; Ji, Rongrong; Tang, Lang; Wan, Yan; Zhang, Baochang; Wu, Yongjian; Wu, Yunsheng; Shao, Ling

Dynamic Distribution Pruning for Efficient Network Architecture Search Technical Report

2019.

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237.

Junior, Francisco Erivaldo Fernandes; Yen, Gary G

Particle swarm optimization of deep neural networks architectures for image classification Journal Article

In: vol. 49, pp. 62-74, 2019.

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236.

Radosavovic, Ilija; Johnson, Justin; Xie, Saining; Lo, Wan-Yen; Dollár, Piotr

On Network Design Spaces for Visual Recognition Proceedings Article

In: pp. 1882-1890, 2019.

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235.

Tan, Mingxing; Le, Quoc V

EfficientNet - Rethinking Model Scaling for Convolutional Neural Networks Proceedings Article

In: pp. 6105-6114, 2019.

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234.

Pahuja, Vardaan; Fu, Jie; Chandar, Sarath; Pal, Christopher Joseph

Structure Learning for Neural Module Networks Proceedings Article

In: pp. 1-10, 2019.

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233.

Fedorov, Igor; Adams, Ryan P; Mattina, Matthew; Whatmough, Paul N

SpArSe - Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Proceedings Article

In: pp. 4978-4990, 2019.

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232.

Dong, Xuanyi; Yang, Yi

Network Pruning via Transformable Architecture Search Proceedings Article

In: pp. 759-770, 2019.

Links | BibTeX

231.

Cho, Hyunghun; Kim, Yongjin; Lee, Eunjung; Choi, Daeyoung; Lee, Yongjae; Rhee, Wonjong

DEEP-BO for Hyperparameter Optimization of Deep Networks Technical Report

2019.

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230.

Akimoto, Youhei; Shirakawa, Shinichi; Yoshinari, Nozomu; Uchida, Kento; Saito, Shota; Nishida, Kouhei

Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search Proceedings Article

In: pp. 171-180, 2019.

Links | BibTeX

229.

Zheng, Xiawu; Ji, Rongrong; Tang, Lang; Zhang, Baochang; Liu, Jianzhuang; Tian, Qi

Multinomial Distribution Learning for Effective Neural Architecture Search Proceedings Article

In: pp. 1304-1313, 2019.

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228.

Zhu, Hui; An, Zhulin; Yang, Chuanguang; Xu, Kaiqiang; Zhao, Erhu; Xu, Yongjun

EENA - Efficient Evolution of Neural Architecture Proceedings Article

In: pp. 1891-1899, 2019.

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227.

Byla, Edvinas; Pang, Wei

DeepSwarm - Optimising Convolutional Neural Networks Using Swarm Intelligence Proceedings Article

In: pp. 119-130, 2019.

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226.

Saikia, Tonmoy; Marrakchi, Yassine; Zela, Arber; Hutter, Frank; Brox, Thomas

AutoDispNet - Improving Disparity Estimation With AutoML Proceedings Article

In: pp. 1812-1823, 2019.

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225.

Lin, Chen; Guo, Minghao; Li, Chuming; Yuan, Xin; Wu, Wei; Yan, Junjie; Lin, Dahua; Ouyang, Wanli

Online Hyper-Parameter Learning for Auto-Augmentation Strategy Proceedings Article

In: pp. 6578-6587, 2019.

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224.

Saltori, Cristiano; Roy, Subhankar; Sebe, Nicu; Iacca, Giovanni

Regularized Evolutionary Algorithm for Dynamic Neural Topology Search Proceedings Article

In: pp. 219-230, 2019.

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223.

Ma, Lizheng; Cui, Jiaxu; Yang, Bo

Deep Neural Architecture Search with Deep Graph Bayesian Optimization Proceedings Article

In: pp. 500-507, 2019.

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222.

Laredo, David; Qin, Yulin; Schütze, Oliver; Sun, Jian-Qiao

Automatic Model Selection for Neural Networks Technical Report

2019.

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221.

Klein, Aaron; Hutter, Frank

Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization Technical Report

2019.

Links | BibTeX

220.

Zhou, Hongpeng; Yang, Minghao; Wang, Jun; Pan, Wei

BayesNAS - A Bayesian Approach for Neural Architecture Search Proceedings Article

In: pp. 7603-7613, 2019.

Links | BibTeX

219.

Stamoulis, Dimitrios; Ding, Ruizhou; Wang, Di; Lymberopoulos, Dimitrios; Priyantha, Bodhi; Liu, Jie; Marculescu, Diana

Single-Path NAS - Device-Aware Efficient ConvNet Design Technical Report

2019.

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218.

Assunção, Filipe; Correia, João; Conceição, Rúben; Pimenta, Mário; Tomé, Bernardo; Lourenço, Nuno; Machado, Penousal

Automatic Design of Artificial Neural Networks for Gamma-Ray Detection Journal Article

In: vol. 7, pp. 110531-110540, 2019.

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217.

Jiang, Yang; Zhao, Cong; Pang, Lei

Neural Architecture Refinement - A Practical Way for Avoiding Overfitting in NAS Technical Report

2019.

Links | BibTeX

216.

Hahn, Lukas; Roese-Koerner, Lutz; Friedrichs, Klaus; Kummert, Anton

Fast and reliable architecture selection for convolutional neural networks Proceedings Article

In: 2019.

Links | BibTeX

215.

Chang, Jianlong; Zhang, Xinbang; Guo, Yiwen; Meng, Gaofeng; Xiang, Shiming; Pan, Chunhong

Differentiable Architecture Search with Ensemble Gumbel-Softmax Technical Report

2019.

Links | BibTeX

214.

Dong, Xuanyi; Yang, Yi

Searching for a Robust Neural Architecture in Four GPU Hours Proceedings Article

In: pp. 1761-1770, 2019.

Links | BibTeX

213.

Sun, Yanan; Yen, Gary G; Yi, Zhang

Evolving Unsupervised Deep Neural Networks for Learning Meaningful Representations Journal Article

In: vol. 23, no. 1, pp. 89-103, 2019.

Links | BibTeX

212.

Chen, Yushi; Zhu, Kaiqiang; Zhu, Lin; He, Xin; Ghamisi, Pedram; Benediktsson, Atli Jón

Automatic Design of Convolutional Neural Network for Hyperspectral Image Classification Journal Article

In: vol. 57, no. 9, pp. 7048-7066, 2019.

Links | BibTeX

211.

Chen, Xin; Xie, Lingxi; Wu, Jun; Tian, Qi

Progressive Differentiable Architecture Search - Bridging the Depth Gap Between Search and Evaluation Proceedings Article

In: pp. 1294-1303, 2019.

Links | BibTeX

210.

Han, Song; Cai, Han; Zhu, Ligeng; Lin, Ji; Wang, Kuan; Liu, Zhijian; Lin, Yujun

Design Automation for Efficient Deep Learning Computing Technical Report

2019.

Links | BibTeX

209.

Pakrashi, Arjun; Namee, Brian Mac

CascadeML - An Automatic Neural Network Architecture Evolution and Training Algorithm for Multi-label Classification (Best Technical Paper) Proceedings Article

In: pp. 3-17, 2019.

Links | BibTeX

208.

Gao, Yang; Yang, Hong; Zhang, Peng; Zhou, Chuan; Hu, Yue

GraphNAS - Graph Neural Architecture Search with Reinforcement Learning Technical Report

2019.

Links | BibTeX

207.

Gessert, Nils; Schlaefer, Alexander

Efficient Neural Architecture Search on Low-Dimensional Data for OCT Image Segmentation Technical Report

2019.

Links | BibTeX

206.

Weng, Yu; Zhou, Tianbao; Li, Yujie; Qiu, Xiaoyu

NAS-Unet - Neural Architecture Search for Medical Image Segmentation Journal Article

In: vol. 7, pp. 44247-44257, 2019.

Links | BibTeX

205.

Assunção, Filipe; Lourenço, Nuno; Machado, Penousal; Ribeiro, Bernardete

Fast DENSER - Efficient Deep NeuroEvolution Proceedings Article

In: pp. 197-212, 2019.

Links | BibTeX

204.

Ghiasi, Golnaz; Lin, Tsung-Yi; Le, Quoc V

NAS-FPN - Learning Scalable Feature Pyramid Architecture for Object Detection Proceedings Article

In: pp. 7036-7045, 2019.

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203.

Ghamizi, Salah; Cordy, Maxime; Papadakis, Mike; Traon, Yves Le

Automated Search for Configurations of Deep Neural Network Architectures Technical Report

2019.

Links | BibTeX

202.

Huang, Zhiheng; Xiang, Bing

WeNet - Weighted Networks for Recurrent Network Architecture Search Technical Report

2019.

Links | BibTeX

2801 entries « 52 of 57 »