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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.


3102 entries « 48 of 63 »

2020

752.

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

A Survey on Evolutionary Neural Architecture Search Technical Report

2020.

Links | BibTeX

751.

Li, Guohao; Xu, Mengmeng; Giancola, Silvio; Thabet, Ali K; Ghanem, Bernard

LC-NAS - Latency Constrained Neural Architecture Search for Point Cloud Networks Technical Report

2020.

Links | BibTeX

750.

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

Automated Search for Resource-Efficient Branched Multi-Task Networks Proceedings Article

In: 2020.

Links | BibTeX

749.

Siems, Julien; Zimmer, Lucas; Zela, Arber; Lukasik, Jovita; Keuper, Margret; Hutter, Frank

NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search Technical Report

2020.

Links | BibTeX

748.

Yu, Zitong; Zhou, Benjia; Wan, Jun; Wang, Pichao; Chen, Haoyu; Liu, Xin; Li, Stan Z; Zhao, Guoying

Searching Multi-Rate and Multi-Modal Temporal Enhanced Networks for Gesture Recognition Technical Report

2020.

Links | BibTeX

747.

Zhang, Haoyu; Jin, Yaochu; Cheng, Ran; Hao, Kuangrong

Sampled Training and Node Inheritance for Fast Evolutionary Neural Architecture Search Technical Report

2020.

Links | BibTeX

746.

Cheng, Gong; Xie, Xingxing; Han, Junwei; Guo, Lei; Xia, Gui-Song

Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Technical Report

2020.

Links | BibTeX

745.

Marchisio, Alberto; Massa, Andrea; Mrazek, Vojtech; Bussolino, Beatrice; Martina, Maurizio; Shafique, Muhammad

NASCaps - A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks Proceedings Article

In: pp. 114:1-114:9, 2020.

Links | BibTeX

744.

Huang, Qiaoying; Yang, Dong; Xian, Yikun; Wu, Pengxiang; Yi, Jingru; Qu, Hui; Metaxas, Dimitris N

Enhanced MRI Reconstruction Network Using Neural Architecture Search Proceedings Article

In: pp. 634-643, 2020.

Links | BibTeX

743.

Chu, Grace; Arikan, Okan; Bender, Gabriel; Wang, Weijun; Brighton, Achille; Kindermans, Pieter-Jan; Liu, Hanxiao; Akin, Berkin; Gupta, Suyog; Howard, Andrew

Discovering Multi-Hardware Mobile Models via Architecture Search Technical Report

2020.

Links | BibTeX

742.

Kou, Xiaoyu; Luo, Bingfeng; Hu, Huang; Zhang, Yan

NASE - - Learning Knowledge Graph Embedding for Link Prediction via Neural Architecture Search Proceedings Article

In: pp. 2089-2092, 2020.

Links | BibTeX

741.

Zeng, Dewen; Jiang, Weiwen; Wang, Tianchen; Xu, Xiaowei; Yuan, Haiyun; Huang, Meiping; Zhuang, Jian; Hu, Jingtong; Shi, Yiyu

Towards Cardiac Intervention Assistance - Hardware-aware Neural Architecture Exploration for Real-Time 3D Cardiac Cine MRI Segmentation Proceedings Article

In: pp. 40:1-40:8, 2020.

Links | BibTeX

740.

Gong, Xinyu; Chen, Wuyang; Jiang, Yifan; Yuan, Ye; Liu, Xianming; Zhang, Qian; Li, Yuan; Wang, Zhangyang

AutoPose - Searching Multi-Scale Branch Aggregation for Pose Estimation Technical Report

2020.

Links | BibTeX

739.

Tsai, Henry; Ooi, Jayden; Ferng, Chun-Sung; Chung, Hyung Won; Riesa, Jason

Finding Fast Transformers - One-Shot Neural Architecture Search by Component Composition Technical Report

2020.

Links | BibTeX

738.

Chen, Zerui; Huang, Yan; Yu, Hongyuan; Xue, Bin; Han, Ke; Guo, Yiru; Wang, Liang

Towards Part-Aware Monocular 3D Human Pose Estimation - An Architecture Search Approach Proceedings Article

In: pp. 715-732, 2020.

Links | BibTeX

737.

Zhang, Hui; Yao, Quanming; Yang, Mingkun; Xu, Yongchao; Bai, Xiang

AutoSTR - Efficient Backbone Search for Scene Text Recognition Proceedings Article

In: pp. 751-767, 2020.

Links | BibTeX

736.

Li, Yichen; Peng, Xingchao

Network Architecture Search for Domain Adaptation Technical Report

2020.

Links | BibTeX

735.

Qu, Xiaoyang; Wang, Jianzong; Xiao, Jing

Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification Proceedings Article

In: pp. 961-965, 2020.

Links | BibTeX

734.

Zhu, Baozhou; Al-Ars, Zaid; Hofstee, Peter H

NASB - Neural Architecture Search for Binary Convolutional Neural Networks Proceedings Article

In: pp. 1-8, 2020.

Links | BibTeX

733.

Ning, Xuefei; Li, Wenshuo; Zhou, Zixuan; Zhao, Tianchen; Zheng, Yin; Liang, Shuang; Yang, Huazhong; Wang, Yu

A Surgery of the Neural Architecture Evaluators Technical Report

2020.

Links | BibTeX

732.

Hu, Yibo; Wu, Xiang; He, Ran

TF-NAS - Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search Proceedings Article

In: pp. 123-139, 2020.

Links | BibTeX

731.

Dondeti, Venkatesulu; Bodapati, Jyostna Devi; Shareef, Shaik Nagur; Veeranjaneyulu, Naralasetti

Deep Convolution Features in Non-linear Embedding Space for Fundus Image Classification Journal Article

In: vol. 34, no. 3, pp. 307-313, 2020.

Links | BibTeX

730.

Ball, Richard; Kruger, Hennie A; Drevin, Lynette

A Unified Approach to Anomaly Detection Proceedings Article

In: pp. 281-291, 2020.

Links | BibTeX

729.

Yuan, Weitao; Dong, Bofei; Wang, Shengbei; Unoki, Masashi; Wang, Wenwu

Evolving Multi-Resolution Pooling CNN for Monaural Singing Voice Separation Technical Report

2020.

Links | BibTeX

728.

Xie, Lingxi; Chen, Xin; Bi, Kaifeng; Wei, Longhui; Xu, Yuhui; Chen, Zhengsu; Wang, Lanfei; Xiao, An; Chang, Jianlong; Zhang, Xiaopeng; Tian, Qi

Weight-Sharing Neural Architecture Search - A Battle to Shrink the Optimization Gap Technical Report

2020.

Links | BibTeX

727.

Nunes, Matheus; Pappa, Gisele L

Neural Architecture Search in Graph Neural Networks Proceedings Article

In: pp. 302-317, 2020.

Links | BibTeX

726.

Chen, Hanlin; Zhang, Baochang; Xue, Song; Gong, Xuan; Liu, Hong; Ji, Rongrong; Doermann, David S

Anti-bandit Neural Architecture Search for Model Defense Proceedings Article

In: pp. 70-85, 2020.

Links | BibTeX

725.

Lopes, Vasco; Alexandre, Luís A

HMCNAS - Neural Architecture Search using Hidden Markov Chains and Bayesian Optimization Technical Report

2020.

Links | BibTeX

724.

Wu, Yan; Liu, Aoming; Huang, Zhiwu; Zhang, Siwei; Gool, Luc Van

Neural Architecture Search as Sparse Supernet Technical Report

2020.

Links | BibTeX

723.

Tang, Haotian; Liu, Zhijian; Zhao, Shengyu; Lin, Yujun; Lin, Ji; Wang, Hanrui; Han, Song

Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution Proceedings Article

In: pp. 685-702, 2020.

Links | BibTeX

722.

Yuan, Xin; Savarese, Pedro; Maire, Michael

Growing Efficient Deep Networks by Structured Continuous Sparsification Technical Report

2020.

Links | BibTeX

721.

Popescu, Ana-Cosmina; Mocanu, Irina; Cramariuc, Bogdan

Fusion Mechanisms for Human Activity Recognition Using Automated Machine Learning Journal Article

In: vol. 8, pp. 143996-144014, 2020.

Links | BibTeX

720.

Cheng, Gong; Xie, Xingxing; Han, Junwei; Guo, Lei; Xia, Gui-Song

Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities Technical Report

2020.

Links | BibTeX

719.

Huang, Yuhao; Yang, Xin; Li, Rui; Qian, Jikuan; Huang, Xiaoqiong; Shi, Wenlong; Dou, Haoran; Chen, Chaoyu; Zhang, Yuanji; Luo, Huanjia; Frangi, Alejandro; Xiong, Yi; Ni, Dong

Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Proceedings Article

In: pp. 553-562, 2020.

Links | BibTeX

718.

Hu, Yibo; Wu, Xiang; He, Ran

TF-NAS - Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search Proceedings Article

In: pp. 123-139, 2020.

Links | BibTeX

717.

Gheshlaghi, Saba Heidari; Dehzangi, Omid; Dabouei, Ali; Amireskandari, Annahita; Rezai, Ali; Nasrabadi, Nasser M

Efficient Oct Image Segmentation Using Neural Architecture Search Proceedings Article

In: pp. 428-432, 2020.

Links | BibTeX

716.

Aggarwal, Anshul; Carlson, Trevor E; Shokri, Reza; Tople, Shruti

SOTERIA - In Search of Efficient Neural Networks for Private Inference Technical Report

2020.

Links | BibTeX

715.

Zhao, Hanbin; Zeng, Hao; Qin, Xin; Fu, Yongjian; Wang, Hui; Omar, Bourahla; Li, Xi

What and Where - Learn to Plug Adapters via NAS for Multi-Domain Learning Technical Report

2020.

Links | BibTeX

714.

Xu, Hang; Wang, Shaoju; Cai, Xinyue; Zhang, Wei; Liang, Xiaodan; Li, Zhenguo

CurveLane-NAS - Unifying Lane-Sensitive Architecture Search and Adaptive Point Blending Proceedings Article

In: pp. 689-704, 2020.

Links | BibTeX

713.

Zhong, Yujie; Deng, Zelu; Guo, Sheng; Scott, Matthew R; Huang, Weilin

Representation Sharing for Fast Object Detector Search and Beyond Proceedings Article

In: pp. 471-487, 2020.

Links | BibTeX

712.

Wang, Xiaofang; Xiong, Xuehan; Neumann, Maxim; Piergiovanni, A J; Ryoo, Michael S; Angelova, Anelia; Kitani, Kris M; Hua, Wei

AttentionNAS - Spatiotemporal Attention Cell Search for Video Classification Proceedings Article

In: pp. 449-465, 2020.

Links | BibTeX

711.

Xie, Lingxi; Chen, Xin; Bi, Kaifeng; Wei, Longhui; Xu, Yuhui; Chen, Zhengsu; Wang, Lanfei; Xiao, An; Chang, Jianlong; Zhang, Xiaopeng; Tian, Qi

Weight-Sharing Neural Architecture Search - A Battle to Shrink the Optimization Gap Technical Report

2020.

Links | BibTeX

710.

Lin, Ji; Chen, Wei-Ming; Lin, Yujun; Cohn, John; Gan, Chuang; Han, Song

MCUNet - Tiny Deep Learning on IoT Devices Proceedings Article

In: 2020.

Links | BibTeX

709.

Yu, Haibao; Han, Qi; Li, Jianbo; Shi, Jianping; Cheng, Guangliang; Fan, Bin

Search What You Want - Barrier Panelty NAS for Mixed Precision Quantization Proceedings Article

In: pp. 1-16, 2020.

Links | BibTeX

708.

Lu, Zhichao; Deb, Kalyanmoy; Goodman, Erik D; Banzhaf, Wolfgang; Boddeti, Vishnu Naresh

NSGANetV2 - Evolutionary Multi-objective Surrogate-Assisted Neural Architecture Search Proceedings Article

In: pp. 35-51, 2020.

Links | BibTeX

707.

Chen, Xin; Duan, Yawen; Chen, Zewei; Xu, Hang; Chen, Zihao; Liang, Xiaodan; Zhang, Tong; Li, Zhenguo

CATCH - Context-Based Meta Reinforcement Learning for Transferrable Architecture Search Proceedings Article

In: pp. 185-202, 2020.

Links | BibTeX

706.

Jiang, Weiwen; Yang, Lei; Dasgupta, Sakyasingha; Hu, Jingtong; Shi, Yiyu

Standing on the Shoulders of Giants - Hardware and Neural Architecture Co-Search With Hot Start Journal Article

In: vol. 39, no. 11, pp. 4154-4165, 2020.

Links | BibTeX

705.

Tian, Yuan; Wang, Qin; Huang, Zhiwu; Li, Wen; Dai, Dengxin; Yang, Minghao; Wang, Jun; Fink, Olga

Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search Proceedings Article

In: pp. 175-192, 2020.

Links | BibTeX

704.

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

Neural Architecture Search for Speech Recognition Technical Report

2020.

Links | BibTeX

703.

Dudziak, Lukasz; Chau, Thomas C P; Abdelfattah, Mohamed S; Lee, Royson; Kim, Hyeji; Lane, Nicholas D

BRP-NAS - Prediction-based NAS using GCNs Proceedings Article

In: 2020.

Links | BibTeX

3102 entries « 48 of 63 »