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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.


4236 entries « 28 of 85 »

2023

2886.

Huang, Lan; Sun, Shiqi; Zeng, Jia; Wang, Wencong; Pang, Wei; Wang, Kangping

U-DARTS: Uniform-space differentiable architecture search Journal Article

In: Information Sciences, vol. 628, pp. 339-349, 2023, ISSN: 0020-0255.

Abstract | Links | BibTeX

2885.

Ji, Zhanghexuan; Guo, Dazhou; Wang, Puyang; Yan, Ke; Lu, Le; Xu, Minfeng; Zhou, Jingren; Wang, Qifeng; Ge, Jia; Gao, Mingchen; Ye, Xianghua; Jin, Dakai

Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans Technical Report

2023.

Links | BibTeX

2884.

Kang, Jeon-Seong; Kang, JinKyu; Kim, Jung-Jun; Jeon, Kwang-Woo; Chung, Hyun-Joon; Park, Byung-Hoon

Neural Architecture Search Survey: A Computer Vision Perspective Journal Article

In: Sensors, vol. 23, no. 3, 2023, ISSN: 1424-8220.

Abstract | Links | BibTeX

2883.

Rampavan, Medipelly; Ijjina, Earnest Paul

Genetic brake-net: Deep learning based brake light detection for collision avoidance using genetic algorithm Journal Article

In: Knowledge-Based Systems, pp. 110338, 2023, ISSN: 0950-7051.

Abstract | Links | BibTeX

2882.

Sarti, Simone; Lomurno, Eugenio; Falanti, Andrea; Matteucci, Matteo

Enhancing Once-For-All: A Study on Parallel Blocks, Skip Connections and Early Exits Technical Report

2023.

Links | BibTeX

2881.

Kulbach, Cedric Peter Charles

Adaptive Automated Machine Learning PhD Thesis

Karlsruher Institut für Technologie (KIT), 2023.

Links | BibTeX

2880.

Wang, Chao; Jiao, Licheng; Zhao, Jiaxuan; Li, Lingling; Liu, Xu; Liu, Fang; Yang, Shuyuan

Bi-level Multi-objective Evolutionary Learning: A Case Study on Multi-task Graph Neural Topology Search Technical Report

2023.

Links | BibTeX

2879.

Gao, Yang; Zhang, Peng; Zhou, Chuan; Yang, Hong; Li, Zhao; Hu, Yue; Yu, Philip S.

HGNAS++: Efficient Architecture Search for Heterogeneous Graph Neural Networks Journal Article

In: IEEE Transactions on Knowledge and Data Engineering, pp. 1-14, 2023.

Links | BibTeX

2878.

Zhou, Yuan; Hao, Jieke; Huo, Shuwei; Wang, Boyu; Ge, Leijiao; Kung, Sun-Yuan

Automatic Metric Search for Few-Shot Learning Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, pp. 1-12, 2023.

Links | BibTeX

2877.

Äkiva-Hochman, Ruth; Finder, Shahaf E.; Turek, Javier S.; Treister, Eran"

Searching for N:M Fine-grained Sparsity of Weights and Activations in Neural Networks Proceedings Article

In: Karlinsky, Leonid; Michaeli, Tomer; Nishino, Ko (Ed.): Computer Vision -- ECCV 2022 Workshops, pp. 130–143, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-25082-8.

Abstract | BibTeX

2876.

Ünal, Hamit Taner; Başçiftçi, Fatih

Neural Logic Circuits: An evolutionary neural architecture that can learn and generalize Journal Article

In: Knowledge-Based Systems, vol. 265, pp. 110379, 2023, ISSN: 0950-7051.

Abstract | Links | BibTeX

2875.

Jin, Guangyin; Sha, Hengyu; Xi, Zhexu; Huang, Jincai

Urban hotspot forecasting via automated spatio-temporal information fusion Journal Article

In: Applied Soft Computing, vol. 136, pp. 110087, 2023, ISSN: 1568-4946.

Abstract | Links | BibTeX

2874.

Huang, Mingqiang; Liu, Yucen; Huang, Sixiao; Li, Kai; Wu, Qiuping; Yu, Hao

Multi-Bit-Width CNN Accelerator with Systolic-in-Systolic Dataflow and Single DSP Multiple Multiplication Scheme Proceedings Article

In: Proceedings of the 2023 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, pp. 229, Association for Computing Machinery, Monterey, CA, USA, 2023, ISBN: 9781450394178.

Abstract | Links | BibTeX

2873.

Wang, Xueying; Li, Guangli; Ma, Xiu; Feng, Xiaobing

Facilitating hardware-aware neural architecture search with learning-based predictive models Journal Article

In: Journal of Systems Architecture, vol. 137, pp. 102838, 2023, ISSN: 1383-7621.

Abstract | Links | BibTeX

2872.

Chatzianastasis, Michail; Ilias, Loukas; Askounis, Dimitris; Vazirgiannis, Michalis

Neural Architecture Search with Multimodal Fusion Methods for Diagnosing Dementia Technical Report

2023.

Links | BibTeX

2871.

Zhu, Xunyu; Li, Jian; Liu, Yong; Wang, Weiping

Improving Differentiable Architecture Search via Self-Distillation Technical Report

2023.

Links | BibTeX

2870.

Wang, Zhe; Yang, Fangfang; Xu, Qiang; Wang, Yongjian; Yan, Hong; Xie, Min

Capacity estimation of lithium-ion batteries based on data aggregation and feature fusion via graph neural network Journal Article

In: Applied Energy, vol. 336, pp. 120808, 2023, ISSN: 0306-2619.

Abstract | Links | BibTeX

2869.

Ismail, Walaa N.; Alsalamah, Hessah A.; Hassan, Mohammad Mehedi; Mohamed, Ebtesam

AUTO-HAR: An adaptive human activity recognition framework using an automated CNN architecture design Journal Article

In: Heliyon, vol. 9, no. 2, pp. e13636, 2023, ISSN: 2405-8440.

Abstract | Links | BibTeX

2868.

Gillard, Ryan; Jonany, Stephen; Miao, Yingjie; Munn, Michael; Souza, Connal; Dungay, Jonathan; Liang, Chen; So, David R.; Le, Quoc V.; Real, Esteban

Unified Functional Hashing in Automatic Machine Learning Technical Report

2023.

Links | BibTeX

2867.

Romero, David W.; Zeghidour, Neil

DNArch: Learning Convolutional Neural Architectures by Backpropagation Technical Report

2023.

Links | BibTeX

2866.

Zhang, Jinxia; Chen, Xinyi; Wei, Haikun; Zhang, Kanjian

A lightweight network for photovoltaic cell defect detection in electroluminescence images based on neural architecture search and knowledge distillation Technical Report

2023.

Links | BibTeX

2865.

Yuan, Gonglin; Wang, Bin; Xue, Bing; Zhang, Mengjie

Particle Swarm Optimization for Efficiently Evolving Deep Convolutional Neural Networks Using an Autoencoder-based Encoding Strategy Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2023.

Links | BibTeX

2864.

Bhattacharjee, Abhiroop; Moitra, Abhishek; Panda, Priyadarshini

XploreNAS: Explore Adversarially Robust & Hardware-efficient Neural Architectures for Non-ideal Xbars Technical Report

2023.

Links | BibTeX

2863.

Cheng, Guangliang; Sun, Peng; Xu, Ting-Bing; Lyu, Shuchang; Lin, Peiwen

Local-to-Global Information Communication for Real-Time Semantic Segmentation Network Search Technical Report

2023.

Links | BibTeX

2862.

Mohammadrezaei, Parsa; Aminan, Mohammad; Soltanian, Mohammad; Borna, Keivan

Improving CNN-based solutions for emotion recognition using evolutionary algorithms Journal Article

In: Results in Applied Mathematics, vol. 18, pp. 100360, 2023, ISSN: 2590-0374.

Abstract | Links | BibTeX

2861.

Gao, Si; Zheng, Chengjian; Zhang, Xiaofeng; Liu, Shaoli; Wu, Biao; Lu, Kaidi; Zhang, Diankai; Wang, Ning

RCBSR: Re-parameterization Convolution Block for Super-Resolution Proceedings Article

In: Karlinsky, Leonid; Michaeli, Tomer; Nishino, Ko (Ed.): Computer Vision -- ECCV 2022 Workshops, pp. 540–548, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-25063-7.

Abstract | BibTeX

2860.

Maulik, Romit; Egele, Romain; Raghavan, Krishnan; Balaprakash, Prasanna

Quantifying uncertainty for deep learning based forecasting and flow-reconstruction using neural architecture search ensembles Technical Report

2023.

Links | BibTeX

2859.

Wei, Lanning; He, Zhiqiang; Zhao, Huan; Yao, Quanming

Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification Technical Report

2023.

Links | BibTeX

2858.

Han, Fred X.; Mills, Keith G.; Chudak, Fabian; Riahi, Parsa; Salameh, Mohammad; Zhang, Jialin; Lu, Wei; Jui, Shangling; Niu, Di

A General-Purpose Transferable Predictor for Neural Architecture Search Technical Report

2023.

Links | BibTeX

2857.

Lyu, Zimeng; Ororbia, Alexander; Desell, Travis

Online Evolutionary Neural Architecture Search for Multivariate Non-Stationary Time Series Forecasting Technical Report

2023.

Links | BibTeX

2856.

Kuş, Zeki; Aydin, Musa; Kiraz, Berna; Can, Burhanettin

Neural Architecture Search Using Metaheuristics for Automated Cell Segmentation Proceedings Article

In: Gaspero, Luca Di; Festa, Paola; Nakib, Amir; Pavone, Mario (Ed.): Metaheuristics, pp. 158–171, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-26504-4.

Abstract | Links | BibTeX

2855.

Gülcü, Ayla; Kuş, Zeki

Neural Architecture Search Using Differential Evolution in MAML Framework for Few-Shot Classification Problems Proceedings Article

In: Gaspero, Luca Di; Festa, Paola; Nakib, Amir; Pavone, Mario (Ed.): Metaheuristics, pp. 143–157, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-26504-4.

Abstract | BibTeX

2854.

Muneer, V; Biju, G M; Bhattacharya, Avik

Optimal Machine Learning based Controller for Shunt Active Power Filter by Auto Machine Learning Journal Article

In: IEEE Journal of Emerging and Selected Topics in Power Electronics, pp. 1-1, 2023.

Links | BibTeX

2853.

Zhan, Lin; Fan, Jiayuan; Ye, Peng; Cao, Jianjian

A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image Classification Technical Report

2023.

Links | BibTeX

2852.

Zhan, Lin; Fan, Jiayuan; Ye, Peng; Cao, Jianjian

A2S-NAS: Asymmetric Spectral-Spatial Neural Architecture Search For Hyperspectral Image Classification Journal Article

In: CoRR, vol. abs/2302.11868, 2023.

Links | BibTeX

2851.

Lu, Xiaotong; Dong, Weisheng; Li, Xin; Wu, Jinjian; Li, Leida; Shi, Guangming

Adaptive Search-and-Training for Robust and Efficient Network Pruning Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-14, 2023.

Links | BibTeX

2850.

Bataineh, Ali Al; Kaur, Devinder; Al-khassaweneh, Mahmood; Al-sharoa, Esraa

Automated CNN Architectural Design: A Simple and Efficient Methodology for Computer Vision Tasks Journal Article

In: Mathematics, vol. 11, no. 5, pp. 1-17, 2023.

Abstract | Links | BibTeX

2849.

Zheng, Shenghe; Wang, Hongzhi; Mu, Tianyu

DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning Technical Report

2023.

Links | BibTeX

2848.

Zheng, Xin; Zhang, Miao; Chen, Chunyang; Zhang, Qin; Zhou, Chuan; Pan, Shirui

Auto-HeG: Automated Graph Neural Network on Heterophilic Graphs Technical Report

2023.

Links | BibTeX

2847.

Chen, Angelica; Dohan, David M.; So, David R.

EvoPrompting: Language Models for Code-Level Neural Architecture Search Technical Report

2023.

Links | BibTeX

2846.

He, Yang; Xiao, Lingao

Structured Pruning for Deep Convolutional Neural Networks: A survey Technical Report

2023.

Links | BibTeX

2845.

Rajesh, Chilukamari; Kumar, Sushil

Äutomatic Retinal Vessel Segmentation Using BTLBO Proceedings Article

In: Thakur, Manoj; Agnihotri, Samar; Rajpurohit, Bharat Singh; Pant, Millie; Deep, Kusum; Nagar, Atulya K. (Ed.): Soft Computing for Problem Solving, pp. 189–200, Springer Nature Singapore, Singapore, 2023, ISBN: 978-981-19-6525-8.

Abstract | Links | BibTeX

2844.

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

Automated Graph Neural Network Search Under Federated Learning Framework Journal Article

In: IEEE Transactions on Knowledge and Data Engineering, pp. 1-13, 2023.

Links | BibTeX

2843.

Eisenbach, Markus; Lübberstedt, Jannik; Aganian, Dustin; Gross, Horst-Michael

A Little Bit Attention Is All You Need for Person Re-Identification Technical Report

2023.

Links | BibTeX

2842.

Hasana, Md. Mehedi; Ibrahim, Muhammad; Ali, Md. Sawkat

Speeding Up EfficientNet: Selecting Update Blocks of Convolutional Neural Networks using Genetic Algorithm in Transfer Learning Technical Report

2023.

Links | BibTeX

2841.

Lin, Shih-Ping; Wang, Sheng-De

SGAS-es: Avoiding Performance Collapse by Sequential Greedy Architecture Search with the Early Stopping Indicator Proceedings Article

In: Ärai, Kohei" (Ed.): Ädvances in Information and Communication", pp. 135–154, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-28073-3.

Abstract | Links | BibTeX

2840.

Lu, Shun; Hu, Yu; Yang, Longxing; Sun, Zihao; Mei, Jilin; Tan, Jianchao; Song, Chengru

PA&DA: Jointly Sampling PAth and DAta for Consistent NAS Conference

CVPR2023, vol. abs/2302.14772, 2023.

Links | BibTeX

2839.

Njor, Emil; Madsen, Jan; Fafoutis, Xenofon

Data Aware Neural Architecture Search Proceedings Article

In: Proceedings of tinyML Research Symposium, 2023, (tinyML Research Symposium’23 ; Conference date: 27-03-2023 Through 27-03-2023).

Abstract | Links | BibTeX

2838.

Wang, Kun; Han, Ling; Li, Liangzhi

A decoupled search deep network framework for high-resolution remote sensing image classification Journal Article

In: Remote Sensing Letters, vol. 14, no. 3, pp. 243-253, 2023.

Links | BibTeX

2837.

Xue, Yu; Chen, Chen; Słowik, Adam

Neural Architecture Search Based on A Multi-objective Evolutionary Algorithm With Probability Stack Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2023.

Links | BibTeX

4236 entries « 28 of 85 »