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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.


2464 entries « 1 of 50 »

2023

2464.

Zhao, Junbo; Ning, Xuefei; Liu, Enshu; Ru, Binxin; Zhou, Zixuan; Zhao, Tianchen; Chen, Chen; Zhang, Jiajin; Liao, Qingmin; Wang, Yu

Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS “Cold-Start” Technical Report

2023.

Links | BibTeX

2463.

Z, Zhang; I, Joe

CAM-NAS: A Fast Model for Neural Architecture Search based on Class Activation Map Journal Article

In: Research Square, 2023.

Links | BibTeX

2462.

Keisler, Julie; Talbi, El-Ghazali; Claudel, Sandra; Cabriel, Gilles

An algorithmic framework for the optimization of deep neural networks architectures and hyperparameters Technical Manual

2023.

Links | BibTeX

2461.

Su, Lei; Zhou, Haoyi; Huang, Hua; Zhang, Wancai; Cao, Boyuan

Research on transformer internal defect detection based on large scale model Miscellaneous

2023.

Links | BibTeX

2460.

Speckhard, Daniel T.; Misiunas, Karolis; Perel, Sagi; Zhu, Tenghui; Carlile, Simon; Slaney, Malcolm

Neural architecture search for energy-efficient always-on audio machine learning Journal Article

In: Neural Computing and Applications , 2023.

Links | BibTeX

2459.

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, 2023.

Links | BibTeX

2458.

Du, Yangyi; Zhou, Xiaojun; Huang, Tingwen; Yang, Chunhua

A hierarchical evolution of neural architecture search method based on state transition algorithm Bachelor Thesis

2023.

Links | BibTeX

2457.

Stephen, Okeke; Sain, Mangal

Using Deep Learning with Bayesian–Gaussian Inspired Convolutional Neural Architectural Search for Cancer Recognition and Classification from Histopathological Image Frames Journal Article

In: Developments in Optimization Algorithms for Smart Healthcare 2022, 2023.

Links | BibTeX

2456.

Islama, Usman; Mahuma, Rabbia; AlSalman, AbdulMalik

Facial Emotions Detection using an Efficient Neural Architecture Search Network Technical Report

2023.

Links | BibTeX

2455.

Zheng, Xiawu; Yang, Chenyi; Zhang, Shaokun; Wang, Yan; Zhang, Baochang; Wu, Yongjian; Wu, Yunsheng; Shao, Ling; Ji, Rongrong

DDPNAS: Efficient Neural Architecture Search via Dynamic Distribution Pruning Journal Article

In: International Journal of Computer Vision , 2023.

Links | BibTeX

2454.

Zawad, Syed

Towards Scalable, Private, and Practical Deep Learning PhD Thesis

2023.

Links | BibTeX

2453.

Evolving Deep Neural Networks with Explanations for Image Classification PhD Thesis

2023.

Links | BibTeX

2452.

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

Neural Architecture Search for GNN-Based Graph Classification Journal Article

In: ACM Trans. Inf. Syst., 2023, ISSN: 1046-8188, (Just Accepted).

Abstract | Links | BibTeX

2451.

Wang, Q.; Zhang, S.

DGL: Device Generic Latency Model for Neural Architecture Search on Mobile Devices Journal Article

In: IEEE Transactions on Mobile Computing, no. 01, pp. 1-14, 2023, ISSN: 1558-0660.

Abstract | Links | BibTeX

2450.

Jia, Liang; Tian, Ye; Zhang, Junguo

Neural architecture search based on packed samples for identifying animals in camera trap images Journal Article

In: Neural Computing and Applications (2023), 2023.

Links | BibTeX

2449.

Tchetchenian, Ari; Zhu, Yanming; Zhang, Fan; O’Donnell, Lauren J.; Song, Yang; Meijering, Erik

A comparison of manual and automated neural architecture search for white matter tract segmentation Journal Article

In: Scientific Reports , 2023.

Links | BibTeX

2448.

Yue, Zhixiong; Zhang, Yu; Liang, Jie

Learning Conflict-Noticed Architecture for Multi-Task Learning Miscellaneous

2023.

Links | BibTeX

2447.

Chang, Chen-Chia; Pan, Jingyu; Xie, Zhiyao; Li, Yaguang; Lin, Yishuang; Hu, Jiang; Chen, Yiran

Fully Automated Machine Learning Model Development for Analog Placement Quality Prediction Inproceedings

In: 2023 Asia and South Pacific Design Automation Conference (ASP-DAC), 2023.

Links | BibTeX

2446.

Zhang, Jian; Gong, Xuan; Liu, YuXiao; Wang, Wei; Wang, Lei; Zhang, BaoChang

Bandit neural architecture search based on performance evaluation for operation selection Journal Article

In: Science China Technological Sciences 2023, 2023.

Links | BibTeX

2445.

Asadi, Mehdi; Poursalim, Fatemeh; Loni, Mohammad; Daneshtalab, Masoud; Sjödin, Mikael; Gharehbaghi, Arash

Accurate Detection of Paroxysmal Atrial Fibrillation with Certified-GAN and Neural Architecture Search Technical Manual

2023.

Links | BibTeX

2444.

Zhang, Jian; Gong, Xuan; Liu, YuXiao; Wang, Wei; Wang, Lei; Zhang, BaoChang

Bandit neural architecture search based on performance evaluation for operation selection Journal Article

In: Science China Technological Sciences, 2023.

Links | BibTeX

2443.

Wendlinger, Lorenz; Granitzer, Michael; Fellicious, Christofer

Pooling Graph Convolutional Networks for Structural Performance Prediction Inproceedings

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

2442.

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

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

2023.

Links | BibTeX

2441.

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

2440.

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

2439.

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

2438.

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

2437.

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

2436.

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

2435.

Lee, Jong-Ryul; Moon, Yong-Hyuk

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

2023.

Links | BibTeX

2434.

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

2433.

Brown, Austin; Gupta, Maanak; Abdelsalam, Mahmoud

Automated Machine Learning for Deep Learning based Malware Detection Technical Report

2023.

Links | BibTeX

2432.

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

2431.

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 Inproceedings

In: IEEE ICRA 2023, 2023.

Links | BibTeX

2430.

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

2429.

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

2428.

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

2427.

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

2426.

Njor, Emil; Madsen, Jan; Fafoutis, Xenofon

Data Aware Neural Architecture Search Inproceedings

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

Abstract | Links | BibTeX

2425.

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

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

2023.

Links | BibTeX

2424.

Lin, Shih-Ping; Wang, Sheng-De

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

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

2423.

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

2422.

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

2421.

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

2420.

Rajesh, Chilukamari; Kumar, Sushil

Äutomatic Retinal Vessel Segmentation Using BTLBO Inproceedings

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

2419.

He, Yang; Xiao, Lingao

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

2023.

Links | BibTeX

2418.

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

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

2023.

Links | BibTeX

2417.

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

2416.

Zheng, Shenghe; Wang, Hongzhi; Mu, Tianyu

DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning Technical Report

2023.

Links | BibTeX

2415.

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

2464 entries « 1 of 50 »