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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.


4218 entries « 28 of 85 »

2023

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

2836.

Cao, Chunhong; Xiang, Han; Song, Wei; Yi, Hongbo; Xiao, Fen; Gao, Xieping

Lightweight Multiscale Neural Architecture Search With Spectral–Spatial Attention for Hyperspectral Image Classification Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-15, 2023.

Links | BibTeX

2835.

Kus, Zeki; Akkan, Can; Gülcü, Ayla

Novel Surrogate Measures Based on a Similarity Network for Neural Architecture Search Journal Article

In: IEEE Access, vol. 11, pp. 22596–22613, 2023.

Links | BibTeX

2834.

Cereda, Elia; Crupi, Luca; Risso, Matteo; Burrello, Alessio; Benini, Luca; Giusti, Alessandro; Pagliari, Daniele Jahier; Palossi, Daniele

Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs Proceedings Article

In: IEEE ICRA 2023, 2023.

Links | BibTeX

2833.

Ke, Songyu; Pan, Zheyi; He, Tianfu; Liang, Yuxuan; Zhang, Junbo; Zheng, Yu

AutoSTG+: An automatic framework to discover the optimal network for spatio-temporal graph prediction Journal Article

In: Artificial Intelligence, vol. 318, pp. 103899, 2023, ISSN: 0004-3702.

Abstract | Links | BibTeX

2832.

Brown, Austin; Gupta, Maanak; Abdelsalam, Mahmoud

Automated Machine Learning for Deep Learning based Malware Detection Technical Report

2023.

Links | BibTeX

2831.

Santana, Roberto; Hidalgo-Cenalmor, Ivan; Garciarena, Unai; Mendiburu, Alexander; Lozano, José Antonio

Neuroevolutionary algorithms driven by neuron coverage metrics for semi-supervised classification Technical Report

2023.

Links | BibTeX

2830.

Lee, Jong-Ryul; Moon, Yong-Hyuk

Bespoke: A Block-Level Neural Network Optimization Framework for Low-Cost Deployment Technical Report

2023.

Links | BibTeX

2829.

Shen, Xuan; Wang, Yaohua; Lin, Ming; Huang, Yilun; Tang, Hao; Sun, Xiuyu; Wang, Yanzhi

DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network Technical Report

2023.

Links | BibTeX

2828.

Ali, Mohamed Nabih; Paissan, Francesco; Falavigna, Daniele; Brutti, Alessio

Scaling strategies for on-device low-complexity source separation with Conv-Tasnet Technical Report

2023.

Links | BibTeX

2827.

Chitty-Venkata, Krishna Teja; Emani, Murali; Vishwanath, Venkatram; Somani, Arun K.

Neural Architecture Search Benchmarks: Insights and Survey Journal Article

In: IEEE Access, vol. 11, pp. 25217–25236, 2023.

Links | BibTeX

2826.

Qin, Dalin; Wang, Chenxi; Wen, Qingsong; Chen, Weiqi; Sun, Liang; Wang, Yi

Personalized Federated DARTS for Electricity Load Forecasting of Individual Buildings Journal Article

In: IEEE Transactions on Smart Grid, pp. 1-1, 2023.

Links | BibTeX

2825.

Alaiad, Ahmad; Migdady, Aya; Al-Khatib, Ra’ed M.; Alzoubi, Omar; Zitar, Raed Abu; Abualigah, Laith

Autokeras Approach: A Robust Automated Deep Learning Network for Diagnosis Disease Cases in Medical Images Journal Article

In: Journal of Imaging, vol. 9, no. 3, 2023, ISSN: 2313-433X.

Abstract | Links | BibTeX

2824.

Wang, Zhipeng; Liu, Rengkui; Gao, Yi; Tang, Yuanjie

Metro Track Geometry Defect Identification Model Based on Car-Body Vibration Data and Differentiable Architecture Search Journal Article

In: Applied Sciences, vol. 13, no. 6, 2023, ISSN: 2076-3417.

Abstract | Links | BibTeX

2823.

Mecharbat, Lotfi Abdelkrim; Benmeziane, Hadjer; Ouranoughi, Hamza; Niar, Smaïl

HyT-NAS: Hybrid Transformers Neural Architecture Search for Edge Devices Technical Report

2023.

Links | BibTeX

2822.

Wendlinger, Lorenz; Granitzer, Michael; Fellicious, Christofer

Pooling Graph Convolutional Networks for Structural Performance Prediction Proceedings Article

In: Nicosia, Giuseppe; Ojha, Varun; Malfa, Emanuele La; Malfa, Gabriele La; Pardalos, Panos; Fatta, Giuseppe Di; Giuffrida, Giovanni; Umeton, Renato (Ed.): Machine Learning, Optimization, and Data Science, pp. 1–16, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-25891-6.

Abstract | Links | BibTeX

2821.

Wen, Hao; Li, Yuanchun; Zhang, Zunshuai; Jiang, Shiqi; Ye, Xiaozhou; Ouyang, Ye; Zhang, Ya-Qin; Liu, Yunxin

AdaptiveNet: Post-deployment Neural Architecture Adaptation for Diverse Edge Environments Technical Report

2023.

Links | BibTeX

2820.

Gu, Jianyang; Wang, Kai; Luo, Hao; Chen, Chen; Jiang, Wei; Fang, Yuqiang; Zhang, Shanghang; You, Yang; Zhao, Jian

MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID Technical Report

2023.

Links | BibTeX

2819.

Choi, Wonhyeok; Im, Sunghoon

Dynamic Neural Network for Multi-Task Learning Searching across Diverse Network Topologies Technical Report

2023.

Links | BibTeX

4218 entries « 28 of 85 »