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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.

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.


2034 entries « 33 of 41 »

2020

434.

Bianco, Simone; Buzzelli, Marco; Ciocca, Gianluigi; Schettini, Raimondo

Neural architecture search for image saliency fusion Journal Article

In: vol. 57, pp. 89-101, 2020.

Links | BibTeX

433.

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

Ultrafast Photorealistic Style Transfer via Neural Architecture Search Inproceedings

In: pp. 10443-10450, 2020.

Links | BibTeX

432.

Gao, Chen; Chen, Yunpeng; Liu, Si; Tan, Zhenxiong; Yan, Shuicheng

AdversarialNAS - Adversarial Neural Architecture Search for GANs Inproceedings

In: pp. 5679-5688, 2020.

Links | BibTeX

431.

Li, Guohao; Qian, Guocheng; Delgadillo, Itzel C; Müller, Matthias; Thabet, Ali K; Ghanem, Bernard

SGAS - Sequential Greedy Architecture Search Inproceedings

In: pp. 1617-1627, 2020.

Links | BibTeX

430.

Kang, Minsoo; Mun, Jonghwan; Han, Bohyung

Towards Oracle Knowledge Distillation with Neural Architecture Search Inproceedings

In: pp. 4404-4411, 2020.

Links | BibTeX

429.

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

AutoML for Architecting Efficient and Specialized Neural Networks Journal Article

In: vol. 40, no. 1, pp. 75-82, 2020.

Links | BibTeX

428.

Wei, Chen; Tang, Yiping; Niu, Chuang; Hu, Haihong; Wang, Yue; Liang, Jimin

Self-supervised Representation Learning for Evolutionary Neural Architecture Search Technical Report

2020.

Links | BibTeX

427.

Chu, Xiangxiang; Zhou, Tianbao; Zhang, Bo; Li, Jixiang

Fair DARTS - Eliminating Unfair Advantages in Differentiable Architecture Search Inproceedings

In: pp. 465-480, 2020.

Links | BibTeX

426.

Li, Guohao; Qian, Guocheng; Delgadillo, Itzel C; Müller, Matthias; Thabet, Ali K; Ghanem, Bernard

SGAS - Sequential Greedy Architecture Search Inproceedings

In: pp. 1617-1627, 2020.

Links | BibTeX

425.

Elsken, Thomas; Staffler, Benedikt; Metzen, Jan Hendrik; Hutter, Frank

Meta-Learning of Neural Architectures for Few-Shot Learning Inproceedings

In: pp. 12362-12372, 2020.

Links | BibTeX

424.

Guo, Minghao; Yang, Yuzhe; Xu, Rui; Liu, Ziwei; Lin, Dahua

When NAS Meets Robustness - In Search of Robust Architectures Against Adversarial Attacks Inproceedings

In: pp. 628-637, 2020.

Links | BibTeX

423.

Yao, Lewei; Xu, Hang; Zhang, Wei; Liang, Xiaodan; Li, Zhenguo

SM-NAS - Structural-to-Modular Neural Architecture Search for Object Detection Inproceedings

In: pp. 12661-12668, 2020.

Links | BibTeX

422.

Zhang, Tunhou; Cheng, Hsin-Pai; Li, Zhenwen; Yan, Feng; Huang, Chengyu; Li, Hai Helen; Chen, Yiran

AutoShrink - A Topology-Aware NAS for Discovering Efficient Neural Architecture Inproceedings

In: pp. 6829-6836, 2020.

Links | BibTeX

421.

Liu, Yu; Jia, Xuhui; Tan, Mingxing; Vemulapalli, Raviteja; Zhu, Yukun; Green, Bradley; Wang, Xiaogang

Search to Distill - Pearls Are Everywhere but Not the Eyes Inproceedings

In: pp. 7536-7545, 2020.

Links | BibTeX

420.

Tan, Mingxing; Pang, Ruoming; Le, Quoc V

EfficientDet - Scalable and Efficient Object Detection Inproceedings

In: pp. 10778-10787, 2020.

Links | BibTeX

419.

Wen, Wei; Liu, Hanxiao; Chen, Yiran; Li, Hai Helen; Bender, Gabriel; Kindermans, Pieter-Jan

Neural Predictor for Neural Architecture Search Inproceedings

In: pp. 660-676, 2020.

Links | BibTeX

418.

Yuan, Zhihang; Wu, Bingzhe; Sun, Guangyu; Liang, Zheng; Zhao, Shiwan; Bi, Weichen

S2DNAS - Transforming Static CNN Model for Dynamic Inference via Neural Architecture Search Inproceedings

In: pp. 175-192, 2020.

Links | BibTeX

417.

Dong, Hongwei; Zou, Bin; Zhang, Lamei; Zhang, Siyu

Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification Journal Article

In: vol. 58, no. 9, pp. 6362-6375, 2020.

Links | BibTeX

416.

Lyu, Zimeng; Karns, Joshua; ElSaid, AbdElRahman; Desell, Travis

Improving Neuroevolution Using Island Extinction and Repopulation Technical Report

2020.

Links | BibTeX

415.

Green, Sam; Vineyard, Craig M; Helinski, Ryan; Koç, Çetin Kaya

RAPDARTS - Resource-Aware Progressive Differentiable Architecture Search Inproceedings

In: pp. 1-7, 2020.

Links | BibTeX

414.

Li, Chuxi; Fan, Xiaoya; Geng, Yuling; Yang, Zhao; Wang, Danghui; Zhang, Meng

ENAS oriented layer adaptive data scheduling strategy for resource limited hardware Journal Article

In: vol. 381, pp. 29-39, 2020.

Links | BibTeX

413.

Lee, Heung-Chang; Kim, Do-Guk; Han, Bohyung

Efficient Decoupled Neural Architecture Search by Structure And Operation Sampling Inproceedings

In: pp. 4222-4226, 2020.

Links | BibTeX

412.

Yang, Dong; Roth, Holger; Xu, Ziyue; Milletari, Fausto; Zhang, Ling; Xu, Daguang

Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation Technical Report

2020.

Links | BibTeX

411.

Schorn, Christoph; Elsken, Thomas; Vogel, Sebastian; Runge, Armin; Guntoro, Andre; Ascheid, Gerd

Automated design of error-resilient and hardware-efficient deep neural networks Journal Article

In: vol. 32, no. 24, pp. 18327-18345, 2020.

Links | BibTeX

410.

Song, Dehua; Xu, Chang; Jia, Xu; Chen, Yiyi; Xu, Chunjing; Wang, Yunhe

Efficient Residual Dense Block Search for Image Super-Resolution Inproceedings

In: pp. 12007-12014, 2020.

Links | BibTeX

409.

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

Understanding and Robustifying Differentiable Architecture Search Inproceedings

In: 2020.

Links | BibTeX

408.

Lin, Peiwen; Sun, Peng; Cheng, Guangliang; Xie, Sirui; Li, Xi; Shi, Jianping

Graph-Guided Architecture Search for Real-Time Semantic Segmentation Inproceedings

In: pp. 4202-4211, 2020.

Links | BibTeX

407.

Yang, Zhaohui; Wang, Yunhe; Chen, Xinghao; Shi, Boxin; Xu, Chao; Xu, Chunjing; Tian, Qi; Xu, Chang

CARS - Continuous Evolution for Efficient Neural Architecture Search Inproceedings

In: pp. 1826-1835, 2020.

Links | BibTeX

406.

Wang, Xiaosong; Xu, Ziyue; Yang, Dong; Tam, Leo; Roth, Holger; Xu, Daguang

Learning Image Labels On-the-fly for Training Robust Classification Models Technical Report

2020.

Links | BibTeX

405.

Cai, Han; Gan, Chuang; Wang, Tianzhe; Zhang, Zhekai; Han, Song

Once-for-All - Train One Network and Specialize it for Efficient Deployment Inproceedings

In: 2020.

Links | BibTeX

404.

Zhong, Guoqiang; Jiao, Wencong; Gao, Wei; Huang, Kaizhu

Automatic Design of Deep Networks with Neural Blocks Journal Article

In: vol. 12, no. 1, pp. 1-12, 2020.

Links | BibTeX

403.

Chu, Xiangxiang; Zhang, Bo; Li, Jixiang; Li, Qingyuan; Xu, Ruijun

SCARLET-NAS: Bridging the gap between Stability and Scalability in Weight-sharing Neural Architecture Search Technical Report

2020.

Links | BibTeX

402.

Ning, Xuefei; Zheng, Yin; Zhao, Tianchen; Wang, Yu; Yang, Huazhong

A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS Technical Report

2020.

Links | BibTeX

401.

Chu, Xiangxiang; Zhang, Bo; Xu, Ruijun

MoGA - Searching Beyond Mobilenetv3 Inproceedings

In: pp. 4042-4046, 2020.

Links | BibTeX

400.

Wang, Bin; Xue, Bing; Zhang, Mengjie

Particle Swarm optimisation for Evolving Deep Neural Networks for Image Classification by Evolving and Stacking Transferable Blocks Inproceedings

In: pp. 1-8, 2020.

Links | BibTeX

399.

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

Self-adaptive 2D-3D ensemble of fully convolutional networks for medical image segmentation Inproceedings

In: pp. 113131W, 2020.

Links | BibTeX

398.

Jiang, Weiwen; Yang, Lei; Sha, Edwin Hsing-Mean; Zhuge, Qingfeng; Gu, Shouzhen; Dasgupta, Sakyasingha; Shi, Yiyu; Hu, Jingtong

Hardware/Software Co-Exploration of Neural Architectures Journal Article

In: vol. 39, no. 12, pp. 4805-4815, 2020.

Links | BibTeX

397.

Jiang, Weiwen; Yang, Lei; Sha, Edwin Hsing-Mean; Zhuge, Qingfeng; Gu, Shouzhen; Dasgupta, Sakyasingha; Shi, Yiyu; Hu, Jingtong

Hardware/Software Co-Exploration of Neural Architectures Journal Article

In: vol. 39, no. 12, pp. 4805-4815, 2020.

Links | BibTeX

396.

Kotyan, Shashank; Vargas, Danilo Vasconcellos

Towards evolving robust neural architectures to defend from adversarial attacks Inproceedings

In: pp. 135-136, 2020.

Links | BibTeX

395.

Sun, Yanan; Wang, Handing; Xue, Bing; Jin, Yaochu; Yen, Gary G; Zhang, Mengjie

Surrogate-Assisted Evolutionary Deep Learning Using an End-to-End Random Forest-Based Performance Predictor Journal Article

In: vol. 24, no. 2, pp. 350-364, 2020.

Links | BibTeX

394.

Fang, Jiemin; Sun, Yuzhu; Zhang, Qian; Li, Yuan; Liu, Wenyu; Wang, Xinggang

Densely Connected Search Space for More Flexible Neural Architecture Search Inproceedings

In: pp. 10625-10634, 2020.

Links | BibTeX

393.

Zhou, Yizhou; Sun, Xiaoyan; Luo, Chong; Zha, Zheng-Jun; Zeng, Wenjun

Posterior-Guided Neural Architecture Search Inproceedings

In: pp. 6973-6980, 2020.

Links | BibTeX

392.

Wen, Wei; Yan, Feng; Chen, Yiran; Li, Hai

AutoGrow - Automatic Layer Growing in Deep Convolutional Networks Inproceedings

In: pp. 833-841, 2020.

Links | BibTeX

391.

Ryoo, Michael S; Piergiovanni, A J; Tan, Mingxing; Angelova, Anelia

AssembleNet - Searching for Multi-Stream Neural Connectivity in Video Architectures Inproceedings

In: 2020.

Links | BibTeX

390.

Nguyen, Kien; Fookes, Clinton; Sridharan, Sridha

Constrained Design of Deep Iris Networks Journal Article

In: vol. 29, pp. 7166-7175, 2020.

Links | BibTeX

389.

Sun, Yanan; Xue, Bing; Zhang, Mengjie; Yen, Gary G

Evolving Deep Convolutional Neural Networks for Image Classification Journal Article

In: vol. 24, no. 2, pp. 394-407, 2020.

Links | BibTeX

388.

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

AdaResU-Net - Multiobjective adaptive convolutional neural network for medical image segmentation Journal Article

In: vol. 392, pp. 325-340, 2020.

Links | BibTeX

387.

Zhu, Ning; Yu, Zekuan; Kou, Caixia

A New Deep Neural Architecture Search Pipeline for Face Recognition Journal Article

In: vol. 8, pp. 91303-91310, 2020.

Links | BibTeX

386.

Cassimon, Thomas; Vanneste, Simon; Bosmans, Stig; Mercelis, Siegfried; Hellinckx, Peter

Designing resource-constrained neural networks using neural architecture search targeting embedded devices Journal Article

In: vol. 12, pp. 100234, 2020.

Links | BibTeX

385.

Noy, Asaf; Nayman, Niv; Ridnik, Tal; Zamir, Nadav; Doveh, Sivan; Friedman, Itamar; Giryes, Raja; Zelnik, Lihi

ASAP - Architecture Search, Anneal and Prune Inproceedings

In: pp. 493-503, 2020.

Links | BibTeX

2034 entries « 33 of 41 »