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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.


3157 entries « 1 of 64 »

2024

3157.

Luo, Zhirui

DEEP LEARNING METHODS FOR SMART METER DATA ANALYTICS AND APPLICATIONS PhD Thesis

2024.

Links | BibTeX

3156.

(Ed.)

PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search Collection

2024.

Links | BibTeX

3155.

Yang, Yi; Wei, Jiaxuan; Yu, Yhixuan; Zhang, Ruisheng

Multi-label neural architecture search for chest radiography image classification Journal Article

In: Multimedia Systems, 2024.

Links | BibTeX

3154.

LI, PEIXIA

Deep Neural Networks for Visual Object Tracking: An Investigation of Performance Optimization PhD Thesis

2024.

Links | BibTeX

3153.

Dong, Minjing

Boosting Adversarial Robustness via Neural Architecture Search and Design PhD Thesis

2024.

Links | BibTeX

3152.

(Ed.)

ENHANCING GAN PERFORMANCE THROUGH NEURAL ARCHITECTURE SEARCH AND TENSOR DECOMPOSITION Collection

2024.

Links | BibTeX

3151.

Wu, Fan; Gao, Jinling; Hong, Lanqing; Wang, Xinbing; Zhou, Chenghu; Ye, Nanyang

G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection Technical Report

2024.

Links | BibTeX

3150.

Zeng, Junhua; Zhou, Guoxu; Li, Chao; Sun, Zhun; Zhao, Qibin

Discovering More Effective Tensor Network Structure Search Algorithms via Large Language Models (LLMs) Technical Report

2024.

Links | BibTeX

3149.

Dong, Peijie; Li, Lujun; Pan, Xinglin; Wei, Zimian; Liu, Xiang; Wang, Qiang; Chu, Xiaowen

ParZC: Parametric Zero-Cost Proxies for Efficient NAS Technical Report

2024.

Links | BibTeX

3148.

Risso, Matteo; Xie, Chen; Daghero, Francesco; Burrello, Alessio; Mollaei, Seyedmorteza; Castellano, Marco; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier

HW-SW Optimization of DNNs for Privacy-preserving People Counting on Low-resolution Infrared Arrays Technical Report

2024.

Links | BibTeX

3147.

Zouambi, Meyssa

Optimizing Deep Learning: Navigating the Field of Neural Architecture Search from Theory to Practice PhD Thesis

2024.

Links | BibTeX

3146.

Zhang, Baochang; Wang, Tiancheng; Xu, Sheng; Doermann, David

Binary Neural Architecture Search Book Chapter

In: Neural Networks with Model Compression, pp. 49–99, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-5068-3.

Abstract | Links | BibTeX

3145.

Tempel, Felix; Strümke, Inga; Ihlen, Espen Alexander Fürst

AutoGCN - Towards Generic Human Activity Recognition with Neural Architecture Search Technical Report

2024.

Links | BibTeX

3144.

Zhang, Sheng; Wang, Maolin; Zhao, Yao; Zhuang, Chenyi; Gu, Jinjie; Guo, Ruocheng; Zhao, Xiangyu; Zhang, Zijian; Yin, Hongzhi

EASRec: Elastic Architecture Search for Efficient Long-term Sequential Recommender Systems Technical Report

2024.

Links | BibTeX

3143.

Pižurica, Nikola; Pavlović, Kosta; Kovačević, Slavko; Jovančević, Igor; Prado, Miguel

Generic neural architecture search toolkit for efficient and real-world deployment of visual inspection convolutional neural networks in industry Journal Article

In: Journal of Electronic Imaging, vol. 33, no. 3, pp. 031203, 2024.

Links | BibTeX

3142.

Sheng, Chunyin; Gao, Xiang; Hu, Xiaopeng; Wang, Fan

Differentiable Neural Architecture Search Based on Efficient Architecture for Lightweight Image Super-Resolution Proceedings Article

In: Rudinac, Stevan; Hanjalic, Alan; Liem, Cynthia; Worring, Marcel; Jónsson, Björn Þór; Liu, Bei; Yamakata, Yoko (Ed.): MultiMedia Modeling, pp. 169–183, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-53311-2.

Abstract | Links | BibTeX

3141.

Sheng, Chunyin; Gao, Xiang; Hu, Xiaopeng; Wang, Fan

Differentiable Neural Architecture Search Based on Efficient Architecture for Lightweight Image Super-Resolution Proceedings Article

In: Rudinac, Stevan; Hanjalic, Alan; Liem, Cynthia; Worring, Marcel; Jónsson, Björn Þór; Liu, Bei; Yamakata, Yoko (Ed.): MultiMedia Modeling, pp. 169–183, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-53311-2.

Abstract | Links | BibTeX

3140.

Wang, Shuaishuai; Sun, Yixiang; Sha, Yetong; Yang, Guangyu; Cheng, Dongzhou; Zhang, Lei; Wu, Hao; Song, Aiguo

Robust Human Activity Recognition via Wearable Sensors Using Dynamic Gaussian Kernel Learning Journal Article

In: IEEE Sensors Journal, pp. 1-1, 2024.

Links | BibTeX

3139.

Gao, Zhaoqi; Wang, Kezheng; Wang, Zhiguo; Gao, Jinghuai

Optimizing Seismic Facies Classification Through Differentiable Network Architecture Search Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-12, 2024.

Links | BibTeX

3138.

Lyu, Bo; Yang, Yin; Cao, Yuting; Wang, Pengcheng; Zhu, Jian; Chang, Jingfei; Wen, Shiping

Efficient multi-objective neural architecture search framework via policy gradient algorithm Journal Article

In: Information Sciences, vol. 661, pp. 120186, 2024, ISSN: 0020-0255.

Abstract | Links | BibTeX

3137.

Lu, Yao; Rodriguez, Hiram Rayo Torres; Vogel, Sebastian; Waterlaat, Nick; Jancura, Pavol

Scaling Up Quantization-Aware Neural Architecture Search for Efficient Deep Learning on the Edge Technical Report

2024.

Links | BibTeX

3136.

Gambella, Matteo; Pomponi, Jary; Scardapane, Simone; Roveri, Manuel

NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks Technical Report

2024.

Links | BibTeX

3135.

Cui, Suhan; Wang, Jiaqi; Zhong, Yuan; Liu, Han; Wang, Ting; Ma, Fenglong

Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions Technical Report

2024.

BibTeX

3134.

Sun, Yize; Wu, Zixin; Ma, Yunpu; Tresp, Volker

Quantum Architecture Search with Unsupervised Representation Learning Technical Report

2024.

Links | BibTeX

3133.

Xue, Yu; Zhang, Zhenman; Neri, Ferrante

Similarity surrogate-assisted evolutionary neural architecture search with dual encoding strategy Technical Report

no. 2, 2024, ISSN: 2688-1594.

Links | BibTeX

3132.

Lv, Zeqiong; Qian, Chao; Sun, Yanan

A First Step Towards Runtime Analysis of Evolutionary Neural Architecture Search Technical Report

2024.

Links | BibTeX

3131.

Wang, Xinlei; He, Mingshu; Wang, Jiaxuan; Wang, Xiaojuan

Towards Efficient Neural Networks Through Predictor-Assisted NSGA-III for Anomaly Traffic Detection of IoT Journal Article

In: IEEE Transactions on Cognitive Communications and Networking, pp. 1-1, 2024.

Links | BibTeX

3130.

Fuentes-Tomás, José Antonio; Acosta-Mesa, Héctor Gabriel; Mezura-Montes, Efrén; Jiménez, Rodolfo Hernandez

Neural Architecture Search for Placenta Segmentation in 2D Ultrasound Images Proceedings Article

In: Calvo, Hiram; Martínez-Villaseñor, Lourdes; Ponce, Hiram; Cabada, Ramón Zatarain; Rivera, Martín Montes; Mezura-Montes, Efrén (Ed.): Advances in Computational Intelligence. MICAI 2023 International Workshops, pp. 397–408, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-51940-6.

Abstract | Links | BibTeX

3129.

Kumar, Kapil; Verma, Kamal Kant

Comparative study on object detection in visual scenes using deep learning Journal Article

In: World Journal of Biology Pharmacy and Health Sciences Site Logo World Journal of Advanced Engineering Technology and Sciences, 2024.

Links | BibTeX

3128.

Mehrabian, Amir; Sabbaghian, Maryam; Yanikomeroglu, Halim

RL-Based Hyperparameter Selection for Spectrum Sensing With CNNs Journal Article

In: IEEE Transactions on Communications, pp. 1-1, 2024.

Links | BibTeX

3127.

Anagolum, Sashwat; Alavisamani, Narges; Das, Poulami; Qureshi, Moinuddin; Kessler, Eric; Shi, Yunong

Élivágar: Efficient Quantum Circuit Search for Classification Technical Report

2024.

Links | BibTeX

3126.

Yang, An; Liu, Ying; Li, Chunguang; Ren, Qinyuan

Deeply Supervised Block-Wise Neural Architecture Search Journal Article

In: IEEE Trans Neural Netw Learn Syst , 2024.

Links | BibTeX

3125.

Qiao, Ye; Xu, Haocheng; Zhang, Yifan; Huang, Sitao

MicroNAS: Zero-Shot Neural Architecture Search for MCUs Technical Report

2024.

Links | BibTeX

3124.

Raja, Muhammad Adil; Loughran, Róisín; Mccaffery, Fergal

Performance Analysis of YOLO-NAS SOTA Models on CAL Tool Detection Journal Article

In: 2024.

Links | BibTeX

3123.

Liu, Jianwei Zhao Jie Li Xin

Evolutionary Neural Architecture Search and Its Applications in Healthcare Journal Article

In: Computer Modeling in Engineering & Sciences, vol. 139, no. 1, pp. 143–185, 2024, ISSN: 1526-1506.

Abstract | Links | BibTeX

3122.

Vu, Thanh

TOWARD EFFICIENT AND ROBUST COMPUTER VISION FOR LARGE-SCALE EDGE APPLICATIONS PhD Thesis

2024.

Links | BibTeX

3121.

Feng, Jian; He, Yajie; Pan, Yuhan; Zhou, Zhipeng; Chen, Si; Gong, Wei

Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2024.

Links | BibTeX

3120.

Dolatabadi, Amirhossein; Abdeltawab, Hussein Hassan; Mohamed, Yasser Abdel-Rady I.

SFNAS-DDPG: A Biomass-Based Energy Hub Dynamic Scheduling Approach via Connecting Supervised Federated Neural Architecture Search and Deep Deterministic Policy Gradient Journal Article

In: IEEE Access, vol. 12, pp. 7674–7688, 2024.

Links | BibTeX

3119.

Gupta, Vyom Kumar; Lalwani, Suraj Kumar; Bhati, Gaurav Singh; Prakash, Surya; Sunny,

Bayesian Optimization Based Neural Architecture Search for Classification of Gases/Odors Mixtures Journal Article

In: IEEE Sensors Journal, pp. 1-1, 2024.

Links | BibTeX

3118.

Yang, Dong; Roth, Holger R.; Wang, Xiaosong; Xu, Ziyue; Xu, Daguang

Chapter 10 - Dynamic inference using neural architecture search in medical image segmentation: From a novel adaptation perspective Book Section

In: Zhou, S. Kevin; Greenspan, Hayit; Shen, Dinggang (Ed.): Deep Learning for Medical Image Analysis (Second Edition), pp. 281-298, Academic Press, 2024, ISBN: 978-0-323-85124-4.

Abstract | Links | BibTeX

3117.

Fuentes-Tomás, José-Antonio; Mezura-Montes, Efrén; Acosta-Mesa, Héctor-Gabriel; Márquez-Grajales, Aldo

Tree-Based Codification in Neural Architecture Search for Medical Image Segmentation Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2024.

Links | BibTeX

3116.

Wang, Yan; Zhen, Liangli; Zhang, Jianwei; Li, Miqing; Zhang, Lei; Wang, Zizhou; Feng, Yangqin; Xue, Yu; Wang, Xiao; Chen, Zheng; Luo, Tao; Goh, Rich Siow Mong; Liu, Yong

MedNAS: Multi-Scale Training-Free Neural Architecture Search for Medical Image Analysis Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2024.

Links | BibTeX

3115.

Wu, Haihang; Wang, Wei; Malepathirana, Tamasha; Senanayake, Damith A.; Oetomo, Denny; Halgamuge, Saman K.

When To Grow? A Fitting Risk-Aware Policy for Layer Growing in Deep Neural Networks Technical Report

2024.

Links | BibTeX

3114.

Şahin, Emrullah; Özdemir, Durmuş; Temurtaş, Hasan

Multi-objective optimization of ViT architecture for efficient brain tumor classification Journal Article

In: Biomedical Signal Processing and Control, vol. 91, pp. 105938, 2024, ISSN: 1746-8094.

Abstract | Links | BibTeX

3113.

Yan, Shen; Meng, Qingyan; Xiao, Mingqing; Wang, Yisen; Lin, Zhouchen

Sampling complex topology structures for spiking neural networks Journal Article

In: Neural Networks, vol. 172, pp. 106121, 2024, ISSN: 0893-6080.

Abstract | Links | BibTeX

3112.

Shin, Iksoo; Cho, Changsik; Kim, Seon-Tae

Method for Expanding Search Space With Hybrid Operations in DynamicNAS Journal Article

In: IEEE Access, vol. 12, pp. 10242–10253, 2024.

Links | BibTeX

3111.

Xue, Yu; Han, Xiaolong; Wang, Zehong

Self-Adaptive Weight Based on Dual-Attention for Differentiable Neural Architecture Search Journal Article

In: IEEE Transactions on Industrial Informatics, pp. 1-10, 2024.

Links | BibTeX

3110.

Jo, Haesung; Joo, Changhee

AutoGAN-DSP: Stabilizing GAN architecture search with deterministic score predictors Journal Article

In: Neurocomputing, pp. 127187, 2024, ISSN: 0925-2312.

Abstract | Links | BibTeX

3109.

Lin, Tzu-Han; Wang, How-Shing; Weng, Hao-Yung; Peng, Kuang-Chen; Chen, Zih-Ching; Lee, Hung-yi

PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques Miscellaneous

2024.

BibTeX

3108.

Gao, Jianliang; Wu, Zhenpeng; Al-Sabri, Raeed; Oloulade, Babatounde Moctard; Chen, Jiamin

AutoDDI: Drug–Drug Interaction Prediction With Automated Graph Neural Network Journal Article

In: IEEE Journal of Biomedical and Health Informatics, pp. 1-12, 2024.

Links | BibTeX

3157 entries « 1 of 64 »