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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.


4213 entries « 70 of 85 »

2020

763.

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

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

In: 2020.

Links | BibTeX

762.

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

761.

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

760.

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

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

2020.

Links | BibTeX

759.

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

758.

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

757.

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

756.

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

755.

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

754.

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

753.

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

752.

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

751.

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

750.

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

749.

Li, Yichen; Peng, Xingchao

Network Architecture Search for Domain Adaptation Technical Report

2020.

Links | BibTeX

748.

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

747.

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

746.

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

745.

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

744.

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

743.

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

A Unified Approach to Anomaly Detection Proceedings Article

In: pp. 281-291, 2020.

Links | BibTeX

742.

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

741.

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

740.

Nunes, Matheus; Pappa, Gisele L

Neural Architecture Search in Graph Neural Networks Proceedings Article

In: pp. 302-317, 2020.

Links | BibTeX

739.

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

738.

Lopes, Vasco; Alexandre, Luís A

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

2020.

Links | BibTeX

737.

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

Neural Architecture Search as Sparse Supernet Technical Report

2020.

Links | BibTeX

736.

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

735.

Yuan, Xin; Savarese, Pedro; Maire, Michael

Growing Efficient Deep Networks by Structured Continuous Sparsification Technical Report

2020.

Links | BibTeX

734.

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

733.

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

732.

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

731.

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

730.

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

729.

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

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

2020.

Links | BibTeX

728.

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

727.

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

726.

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

725.

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

724.

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

723.

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

722.

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

721.

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

720.

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

719.

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

718.

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

717.

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

Neural Architecture Search for Speech Recognition Technical Report

2020.

Links | BibTeX

716.

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

715.

Nascimento, Marcelo Gennari Do; Costain, Theo W; Prisacariu, Victor Adrian

Finding Non-uniform Quantization Schemes Using Multi-task Gaussian Processes Proceedings Article

In: pp. 383-398, 2020.

Links | BibTeX

714.

Zhang, Miao; Li, Huiqi; Pan, Shirui; Liu, Taoping; Su, Steven W

One-Shot Neural Architecture Search via Novelty Driven Sampling Proceedings Article

In: pp. 3188-3194, 2020.

Links | BibTeX

4213 entries « 70 of 85 »